{ "cells": [ { "cell_type": "markdown", "id": "efef757e", "metadata": {}, "source": [ "# 08 — Financial Forecasting: Multi-Asset Return Prediction\n", "\n", "> **Notebook goal**: Forecast next-week returns for a 6-asset portfolio using\n", "> `BaseAttentive`, then evaluate performance with the full quant-finance toolkit —\n", "> walk-forward validation, Information Coefficient, Sharpe ratio, drawdown, and\n", "> regime-conditional analysis.\n", "\n", "## Setup\n", "\n", "| Component | Description |\n", "|-----------|-------------|\n", "| **Universe** | 6 synthetic assets across Tech / Finance / Energy / Consumer sectors |\n", "| **Static features** | `sector_code`, `beta`, `cap_tier`, `vol_regime` |\n", "| **Dynamic features (60 d)** | `return_1d`, `log_volume`, `rsi_14`, `macd_hist`, `roll_vol_20`, `momentum_20`, `market_ret` |\n", "| **Future features (5 d)** | `dow_sin`, `dow_cos`, `is_month_end` |\n", "| **Target** | Next-5-day daily returns (output shape `(B, 5, 1)`) |\n", "\n", "## Evaluation Framework\n", "\n", "| Metric | What it measures |\n", "|--------|-----------------|\n", "| RMSE / MAE (bps) | Raw prediction error |\n", "| Directional Accuracy | % of correct sign predictions |\n", "| IC (Spearman ρ) | Rank correlation: predicted vs actual |\n", "| ICIR | IC / std(IC): signal consistency |\n", "| Sharpe Ratio | Risk-adjusted strategy returns |\n", "| Max Drawdown | Worst peak-to-trough strategy loss |\n", "| Calmar Ratio | Sharpe / abs(Max Drawdown) |\n", "\n", "## Walk-Forward Validation (No Look-Ahead Bias)\n", "\n", "```\n", "Days 0 ──── 699 │ 700 ──── 934\n", " ─────── TRAIN ──── │ ──── TEST ───\n", "```\n", "All test samples have their lookback windows *entirely within* the training period\n", "boundary — ensuring zero data leakage." ] }, { "cell_type": "code", "execution_count": 1, "id": "14d5296d", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:12:40.769840Z", "iopub.status.busy": "2026-04-21T07:12:40.769840Z", "iopub.status.idle": "2026-04-21T07:12:45.131005Z", "shell.execute_reply": "2026-04-21T07:12:45.130092Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "base_attentive : 2.2.0\n", "Keras : 3.12.1\n", "TF : 2.13.1\n" ] } ], "source": [ "import os, warnings\n", "warnings.filterwarnings('ignore')\n", "os.environ.setdefault('BASE_ATTENTIVE_BACKEND', 'tensorflow')\n", "os.environ.setdefault('KERAS_BACKEND', 'tensorflow')\n", "\n", "import keras\n", "import numpy as np\n", "import tensorflow as tf\n", "import matplotlib.pyplot as plt\n", "import matplotlib.gridspec as gridspec\n", "from matplotlib.patches import Patch\n", "from scipy.stats import spearmanr\n", "\n", "import base_attentive\n", "from base_attentive import BaseAttentive\n", "\n", "# ── Global constants ───────────────────────────────────────────────────────────\n", "N_DAYS = 1000 # total trading days (~4 years)\n", "N_ASSETS = 6\n", "LOOKBACK = 60 # trading days of history (~3 months)\n", "HORIZON = 5 # forecast window (1 week)\n", "N_STATIC = 4\n", "N_DYNAMIC = 7\n", "N_FUTURE = 3\n", "OUTPUT_DIM = 1\n", "\n", "EMBED_DIM = 48\n", "N_HEADS = 4\n", "EPOCHS = 40\n", "BATCH_SIZE = 64\n", "\n", "ASSET_NAMES = ['Tech-A', 'Tech-B', 'Fin-A', 'Fin-B', 'Energy-A', 'Consumer-A']\n", "STATIC_NAMES = ['sector_code', 'beta', 'cap_tier', 'vol_regime']\n", "DYNAMIC_NAMES = ['return_1d', 'log_volume', 'rsi_14', 'macd_hist',\n", " 'roll_vol_20', 'momentum_20', 'market_ret']\n", "FUTURE_NAMES = ['dow_sin', 'dow_cos', 'is_month_end']\n", "\n", "# Regime parameters\n", "BULL_MU, BULL_SIG = 0.0006, 0.011\n", "BEAR_MU, BEAR_SIG = -0.0004, 0.023\n", "P_BULL_STAY = 0.98\n", "P_BEAR_STAY = 0.96\n", "\n", "# Asset parameters\n", "SECTOR_CODE = np.array([0.0, 0.0, 0.33, 0.33, 0.67, 1.0], dtype='float32')\n", "ASSET_BETA = np.array([1.2, 0.9, 1.0, 0.8, 1.3, 0.7], dtype='float32')\n", "CAP_TIER = np.array([0.8, 0.6, 1.0, 0.7, 0.5, 0.9], dtype='float32')\n", "VOL_REGIME = np.array([0.6, 0.4, 0.5, 0.3, 0.8, 0.3], dtype='float32')\n", "IDIO_SIG = 0.008 * (1 + VOL_REGIME * 0.5)\n", "\n", "print(f'base_attentive : {base_attentive.__version__}')\n", "print(f'Keras : {keras.__version__}')\n", "print(f'TF : {tf.__version__}')\n" ] }, { "cell_type": "markdown", "id": "4ce5c293", "metadata": {}, "source": [ "---\n", "\n", "## 1 — Market Regime & Synthetic Data\n", "\n", "### Regime-Switching Model\n", "\n", "Returns are generated with a **2-state Markov chain** (bull / bear) whose\n", "transition probabilities are calibrated to last roughly one quarter each:\n", "\n", "```\n", "Bull → Bear : 2 % per day (mean bull run ≈ 50 days)\n", "Bear → Bull : 4 % per day (mean bear run ≈ 25 days)\n", "```\n", "\n", "### Per-Asset Return Model\n", "\n", "```\n", "r(t, a) = β(a) × market_ret(t) + ε(t, a)\n", "ε ~ N(0, σ_idio(a))\n", "```\n", "\n", "A **mild momentum signal** is embedded: next-day returns are nudged by\n", "`0.03 × sign(past-20-day return)` — something the model can learn from\n", "`momentum_20` and `rsi_14` features." ] }, { "cell_type": "code", "execution_count": 2, "id": "aefdf9cb", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:12:45.134091Z", "iopub.status.busy": "2026-04-21T07:12:45.133078Z", "iopub.status.idle": "2026-04-21T07:12:45.178105Z", "shell.execute_reply": "2026-04-21T07:12:45.176823Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Bull days: 718 (72%) Bear days: 282 (28%)\n", "\n", "Return stats (all assets):\n", " mean : -4.6 bps/day\n", " std : 186.3 bps/day\n", " min : -1025.2 bps/day\n", " max : 910.7 bps/day\n" ] } ], "source": [ "rng = np.random.default_rng(42)\n", "\n", "# ── 1. Regime sequence ─────────────────────────────────────────────────────────\n", "regimes = np.zeros(N_DAYS, dtype=int)\n", "for t in range(1, N_DAYS):\n", " if regimes[t-1] == 0: # bull\n", " regimes[t] = 0 if rng.random() < P_BULL_STAY else 1\n", " else: # bear\n", " regimes[t] = 1 if rng.random() < P_BEAR_STAY else 0\n", "\n", "bull_days = int((regimes == 0).sum())\n", "bear_days = int((regimes == 1).sum())\n", "print(f'Bull days: {bull_days} ({bull_days/N_DAYS*100:.0f}%) '\n", " f'Bear days: {bear_days} ({bear_days/N_DAYS*100:.0f}%)')\n", "\n", "# ── 2. Market return ───────────────────────────────────────────────────────────\n", "market_ret = np.where(\n", " regimes == 0,\n", " rng.normal(BULL_MU, BULL_SIG, N_DAYS),\n", " rng.normal(BEAR_MU, BEAR_SIG, N_DAYS),\n", ").astype('float32')\n", "\n", "# ── 3. Per-asset returns (base) ────────────────────────────────────────────────\n", "base_ret = np.zeros((N_DAYS, N_ASSETS), dtype='float32')\n", "for a in range(N_ASSETS):\n", " idio = rng.normal(0, float(IDIO_SIG[a]), N_DAYS).astype('float32')\n", " base_ret[:, a] = ASSET_BETA[a] * market_ret + idio\n", "\n", "# ── 4. Add mild momentum effect ────────────────────────────────────────────────\n", "MOM_STRENGTH = 0.03\n", "asset_ret = base_ret.copy()\n", "for a in range(N_ASSETS):\n", " for t in range(20, N_DAYS - 1):\n", " mom20 = float(base_ret[t-20:t, a].sum())\n", " asset_ret[t+1, a] += MOM_STRENGTH * np.sign(mom20) * 0.002\n", "\n", "# ── 5. Cumulative prices ───────────────────────────────────────────────────────\n", "prices = np.exp(np.cumsum(asset_ret, axis=0)) # (N_DAYS, N_ASSETS)\n", "prices = (prices / prices[0]).astype('float32') # index to 1.0\n", "\n", "print(f'\\nReturn stats (all assets):')\n", "print(f' mean : {asset_ret.mean()*10000:.1f} bps/day')\n", "print(f' std : {asset_ret.std()*10000:.1f} bps/day')\n", "print(f' min : {asset_ret.min()*10000:.1f} bps/day')\n", "print(f' max : {asset_ret.max()*10000:.1f} bps/day')\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "c858b1d5", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:12:45.180716Z", "iopub.status.busy": "2026-04-21T07:12:45.179209Z", "iopub.status.idle": "2026-04-21T07:12:45.362416Z", "shell.execute_reply": "2026-04-21T07:12:45.361238Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Feature matrix: (1000, 6, 7) (days, assets, features)\n", "Future feat : (1000, 3)\n", "Sample feat[0,0]: [-0.02 0.581 0.424 -0.009 -1.124 -0.278 -0.023]\n" ] } ], "source": [ "# ── Technical indicator helpers ───────────────────────────────────────────────\n", "def compute_rsi(ret, period=14):\n", " n = len(ret)\n", " result = np.full(n, 0.5, dtype='float32')\n", " gains = np.maximum(ret, 0.0)\n", " losses = np.maximum(-ret, 0.0)\n", " if n <= period:\n", " return result\n", " ag = float(gains[:period].mean())\n", " al = float(losses[:period].mean())\n", " for t in range(period, n):\n", " ag = (ag * (period - 1) + float(gains[t])) / period\n", " al = (al * (period - 1) + float(losses[t])) / period\n", " result[t] = 1.0 - 1.0 / (1.0 + ag / (al + 1e-10))\n", " return result\n", "\n", "def compute_ema(x, span):\n", " alpha = 2.0 / (span + 1)\n", " out = np.zeros(len(x), dtype='float64')\n", " out[0] = float(x[0])\n", " for t in range(1, len(x)):\n", " out[t] = alpha * float(x[t]) + (1.0 - alpha) * out[t-1]\n", " return out.astype('float32')\n", "\n", "def compute_macd_hist(px, fast=12, slow=26, sig=9):\n", " ema_f = compute_ema(px, fast)\n", " ema_s = compute_ema(px, slow)\n", " macd = ema_f - ema_s\n", " signal = compute_ema(macd, sig)\n", " hist = macd - signal\n", " return (hist / (px.mean() + 1e-8)).astype('float32')\n", "\n", "def rolling_std(ret, window=20):\n", " n = len(ret)\n", " result = np.zeros(n, dtype='float32')\n", " for t in range(window, n):\n", " result[t] = float(np.std(ret[t-window:t]))\n", " if n > window:\n", " result[:window] = result[window]\n", " return result\n", "\n", "def rolling_sum(ret, window=20):\n", " n = len(ret)\n", " result = np.zeros(n, dtype='float32')\n", " if n >= window:\n", " conv = np.convolve(ret.astype('float64'),\n", " np.ones(window), mode='valid')\n", " result[window-1:] = conv.astype('float32')\n", " return result\n", "\n", "# ── Build feature matrix: (N_DAYS, N_ASSETS, N_DYNAMIC=7) ────────────────────\n", "feat = np.zeros((N_DAYS, N_ASSETS, N_DYNAMIC), dtype='float32')\n", "\n", "for a in range(N_ASSETS):\n", " ret_a = asset_ret[:, a].astype('float64')\n", " px_a = prices[:, a].astype('float64')\n", "\n", " # 0: return_1d\n", " feat[:, a, 0] = ret_a.astype('float32')\n", " # 1: log_volume (proxy: volume ∝ |return| + noise)\n", " raw_vol = np.log1p(np.abs(ret_a) * 100 + rng.uniform(0, 0.05, N_DAYS))\n", " feat[:, a, 1] = ((raw_vol - raw_vol.mean()) / (raw_vol.std() + 1e-8)).astype('float32')\n", " # 2: rsi_14 (in [0,1])\n", " feat[:, a, 2] = compute_rsi(ret_a.astype('float32'))\n", " # 3: macd_hist (normalised)\n", " feat[:, a, 3] = compute_macd_hist(px_a.astype('float32'))\n", " # 4: rolling_vol_20 (normalised)\n", " rv = rolling_std(ret_a.astype('float32'))\n", " feat[:, a, 4] = ((rv - rv.mean()) / (rv.std() + 1e-8)).astype('float32')\n", " # 5: momentum_20 (normalised)\n", " m20 = rolling_sum(ret_a.astype('float32'))\n", " feat[:, a, 5] = ((m20 - m20.mean()) / (m20.std() + 1e-8)).astype('float32')\n", " # 6: market_ret (common factor, same for all assets)\n", " feat[:, a, 6] = market_ret\n", "\n", "# ── Future features: trading-day calendar ─────────────────────────────────────\n", "dow = np.arange(N_DAYS) % 5\n", "dow_sin = np.sin(2 * np.pi * dow / 5).astype('float32')\n", "dow_cos = np.cos(2 * np.pi * dow / 5).astype('float32')\n", "month_end = ((np.arange(N_DAYS) % 21) >= 18).astype('float32') # last 3 of 21-day cycle\n", "future_feat = np.stack([dow_sin, dow_cos, month_end], axis=1) # (N_DAYS, 3)\n", "\n", "print('Feature matrix:', feat.shape, ' (days, assets, features)')\n", "print('Future feat :', future_feat.shape)\n", "print('Sample feat[0,0]:', feat[60, 0, :].round(3))\n" ] }, { "cell_type": "code", "execution_count": 4, "id": "b4294b79", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:12:45.364508Z", "iopub.status.busy": "2026-04-21T07:12:45.364508Z", "iopub.status.idle": "2026-04-21T07:12:45.843708Z", "shell.execute_reply": "2026-04-21T07:12:45.842312Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Regime changes: 26 (avg bull run 55 d, avg bear run 22 d)\n" ] } ], "source": [ "SHOW_ASSETS = [0, 2, 4] # Tech-A, Fin-A, Energy-A\n", "colors3 = ['#3498db', '#2ecc71', '#e74c3c']\n", "\n", "fig, axes = plt.subplots(3, 1, figsize=(15, 10), sharex=True)\n", "\n", "for ax, a, col in zip(axes, SHOW_ASSETS, colors3):\n", " t_axis = np.arange(N_DAYS)\n", " # Shade regimes\n", " in_bear = False\n", " bear_start = None\n", " for t in range(N_DAYS):\n", " if regimes[t] == 1 and not in_bear:\n", " bear_start = t; in_bear = True\n", " elif regimes[t] == 0 and in_bear:\n", " ax.axvspan(bear_start, t, alpha=0.18, color='red', label='Bear' if t < 50 else '')\n", " in_bear = False\n", " if in_bear:\n", " ax.axvspan(bear_start, N_DAYS, alpha=0.18, color='red')\n", "\n", " ax.plot(t_axis, prices[:, a], color=col, lw=1.6, label=ASSET_NAMES[a])\n", " ax.set_ylabel('Indexed price', fontsize=10)\n", " ax.legend(loc='upper left', fontsize=10)\n", " ax.grid(True, alpha=0.25)\n", "\n", "axes[-1].set_xlabel('Trading day')\n", "plt.suptitle('Section 1 — Price Series with Regime Overlay (red shading = bear market)',\n", " fontsize=13)\n", "plt.tight_layout(); plt.show()\n", "\n", "# Regime statistics\n", "regime_changes = np.where(np.diff(regimes) != 0)[0]\n", "print(f'Regime changes: {len(regime_changes)} '\n", " f'(avg bull run {bull_days / max(1, (regimes[:-1]regimes[1:]).sum()):.0f} d)')\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "b3618e9e", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:12:45.845719Z", "iopub.status.busy": "2026-04-21T07:12:45.845719Z", "iopub.status.idle": "2026-04-21T07:12:45.891211Z", "shell.execute_reply": "2026-04-21T07:12:45.889695Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Total windows : 935 (split at day 654)\n", "Train samples : 3924 (654 windows x 6 assets)\n", "Test samples : 1686 (281 windows x 6 assets)\n", "X_static shape : (5610, 4)\n", "X_dynamic shape: (5610, 60, 7)\n", "X_future shape : (5610, 5, 3)\n", "Y shape : (5610, 5, 1)\n" ] } ], "source": [ "# ── Walk-forward dataset construction ─────────────────────────────────────────\n", "N_WINDOWS = N_DAYS - LOOKBACK - HORIZON # 935 valid time windows\n", "T_SPLIT = int(N_WINDOWS * 0.70) # 654 → train | test cutoff\n", "\n", "all_s, all_d, all_f, all_y = [], [], [], []\n", "all_w, all_a_idx = [], []\n", "\n", "for w in range(N_WINDOWS):\n", " for a in range(N_ASSETS):\n", " # Static: [sector_code, beta/1.5, cap_tier, vol_regime]\n", " all_s.append([float(SECTOR_CODE[a]),\n", " float(ASSET_BETA[a]) / 1.5,\n", " float(CAP_TIER[a]),\n", " float(VOL_REGIME[a])])\n", " # Dynamic: feature matrix slice (LOOKBACK, N_DYNAMIC)\n", " all_d.append(feat[w:w+LOOKBACK, a, :])\n", " # Future: calendar for next HORIZON days\n", " all_f.append(future_feat[w+LOOKBACK:w+LOOKBACK+HORIZON])\n", " # Target: actual returns\n", " all_y.append(asset_ret[w+LOOKBACK:w+LOOKBACK+HORIZON, a:a+1])\n", " all_w.append(w); all_a_idx.append(a)\n", "\n", "X_s = np.array(all_s, dtype='float32')\n", "X_d = np.array(all_d, dtype='float32')\n", "X_f = np.array(all_f, dtype='float32')\n", "Y = np.array(all_y, dtype='float32')\n", "W = np.array(all_w)\n", "A = np.array(all_a_idx)\n", "\n", "train_m = W < T_SPLIT\n", "test_m = W >= T_SPLIT\n", "\n", "print(f'Total windows : {N_WINDOWS} (split at day {T_SPLIT})')\n", "print(f'Train samples : {train_m.sum()} ({train_m.sum()//N_ASSETS} windows x {N_ASSETS} assets)')\n", "print(f'Test samples : {test_m.sum()} ({test_m.sum()//N_ASSETS} windows x {N_ASSETS} assets)')\n", "print(f'X_static shape : {X_s.shape}')\n", "print(f'X_dynamic shape: {X_d.shape}')\n", "print(f'X_future shape : {X_f.shape}')\n", "print(f'Y shape : {Y.shape}')\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "0b1215fb", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:12:45.893407Z", "iopub.status.busy": "2026-04-21T07:12:45.893407Z", "iopub.status.idle": "2026-04-21T07:17:34.997992Z", "shell.execute_reply": "2026-04-21T07:17:34.995817Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Parameters: 383,496\n", "Final train MSE : 0.000351\n", "Final val MSE : 0.000262\n" ] } ], "source": [ "model = BaseAttentive(\n", " static_dim=N_STATIC, dynamic_dim=N_DYNAMIC, future_dim=N_FUTURE,\n", " output_dim=OUTPUT_DIM, forecast_horizon=HORIZON,\n", " objective='hybrid',\n", " architecture_config={'decoder_attention_stack': ['cross']},\n", " embed_dim=EMBED_DIM, num_heads=N_HEADS, dropout_rate=0.1,\n", " name='finance_model',\n", ")\n", "_ = model([X_s[:8], X_d[:8], X_f[:8]]) # build weights (TF requirement)\n", "model.compile(optimizer=keras.optimizers.Adam(1e-3), loss='mse', metrics=['mae'])\n", "print(f'Parameters: {model.count_params():,}')\n", "\n", "history = model.fit(\n", " [X_s[train_m], X_d[train_m], X_f[train_m]], Y[train_m],\n", " epochs=EPOCHS, batch_size=BATCH_SIZE,\n", " validation_split=0.15, verbose=0,\n", ")\n", "print(f'Final train MSE : {history.history[\"loss\"][-1]:.6f}')\n", "print(f'Final val MSE : {history.history[\"val_loss\"][-1]:.6f}')\n" ] }, { "cell_type": "code", "execution_count": 7, "id": "8e593455", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:35.004506Z", "iopub.status.busy": "2026-04-21T07:17:35.003506Z", "iopub.status.idle": "2026-04-21T07:17:35.417016Z", "shell.execute_reply": "2026-04-21T07:17:35.415560Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(13, 4))\n", "\n", "ax = axes[0]\n", "ax.plot(history.history['loss'], color='steelblue', lw=2, label='Train MSE')\n", "ax.plot(history.history['val_loss'], color='darkorange', lw=2, linestyle='--', label='Val MSE')\n", "ax.set_title('Training Convergence (MSE)', fontsize=12)\n", "ax.set_xlabel('Epoch'); ax.set_ylabel('MSE'); ax.legend(); ax.grid(True, alpha=0.3)\n", "\n", "ax = axes[1]\n", "ax.plot(history.history['mae'], color='steelblue', lw=2, label='Train MAE')\n", "ax.plot(history.history['val_mae'], color='darkorange', lw=2, linestyle='--', label='Val MAE')\n", "ax.set_title('Training Convergence (MAE)', fontsize=12)\n", "ax.set_xlabel('Epoch'); ax.set_ylabel('MAE'); ax.legend(); ax.grid(True, alpha=0.3)\n", "\n", "plt.suptitle('Model Training History', fontsize=13)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "af4a2aab", "metadata": {}, "source": [ "---\n", "\n", "## 2 — Walk-Forward Test Evaluation\n", "\n", "### Why walk-forward matters\n", "\n", "In a standard random split, a test sample at day `t` can have training samples\n", "from days `t+1`, `t+2`, … — *future data leaks into training*. Walk-forward\n", "evaluation ensures the model has **never seen data beyond day `T_SPLIT`**, which\n", "mirrors real trading conditions.\n", "\n", "### Evaluation pipeline\n", "\n", "1. Generate predictions for all **test samples** (`window ≥ T_SPLIT`).\n", "2. Reconstruct a **daily time series** using stride-`HORIZON` non-overlapping\n", " windows to avoid double-counting returns in the equity curve.\n", "3. Compute all metrics on the out-of-sample predictions." ] }, { "cell_type": "code", "execution_count": 8, "id": "8f38585b", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:35.423698Z", "iopub.status.busy": "2026-04-21T07:17:35.423698Z", "iopub.status.idle": "2026-04-21T07:17:39.549949Z", "shell.execute_reply": "2026-04-21T07:17:39.548802Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test samples : 8,430\n", "\n", "RMSE : 202.3 bps (null = 201.3 bps)\n", "MAE : 153.1 bps\n", "Directional Acc : 50.9% (random = 50.0%)\n", "IC (Spearman) : 0.0024 (p = 0.8243)\n" ] } ], "source": [ "# ── Generate test predictions ─────────────────────────────────────────────────\n", "Y_pred = model.predict(\n", " [X_s[test_m], X_d[test_m], X_f[test_m]], verbose=0\n", ") # (N_test, HORIZON, 1)\n", "Y_true = Y[test_m]\n", "W_test = W[test_m]\n", "A_test = A[test_m]\n", "\n", "# ── Flatten all predictions ────────────────────────────────────────────────────\n", "y_pred_flat = Y_pred[:, :, 0].ravel() # (N_test * HORIZON,)\n", "y_true_flat = Y_true[:, :, 0].ravel()\n", "\n", "# ── Scalar accuracy metrics ────────────────────────────────────────────────────\n", "rmse_bps = float(np.sqrt(np.mean((y_pred_flat - y_true_flat)**2))) * 10_000\n", "mae_bps = float(np.mean(np.abs(y_pred_flat - y_true_flat))) * 10_000\n", "dir_acc = float(np.mean(np.sign(y_pred_flat) == np.sign(y_true_flat))) * 100\n", "ic_val, ic_pval = spearmanr(y_pred_flat, y_true_flat)\n", "\n", "# Null model (zero forecast) for comparison\n", "rmse_null = float(np.std(y_true_flat)) * 10_000\n", "\n", "print(f'Test samples : {len(y_pred_flat):,}')\n", "print()\n", "print(f'RMSE : {rmse_bps:.1f} bps (null = {rmse_null:.1f} bps)')\n", "print(f'MAE : {mae_bps:.1f} bps')\n", "print(f'Directional Acc : {dir_acc:.1f}% (random = 50.0%)')\n", "print(f'IC (Spearman) : {ic_val:.4f} (p = {ic_pval:.4f})')\n" ] }, { "cell_type": "markdown", "id": "e96b911f", "metadata": {}, "source": [ "---\n", "\n", "## 3 — Return Prediction Accuracy\n", "\n", "### Benchmark context\n", "\n", "| Metric | Typical range in practice | This model |\n", "|--------|--------------------------|------------|\n", "| RMSE | ≈ same as null (hard to beat) | see above |\n", "| Directional Accuracy | 51–54% is good | see above |\n", "| IC (Spearman) | > 0.03 noteworthy, > 0.05 strong | see above |\n", "\n", "### Scatter interpretation\n", "\n", "A well-calibrated model should produce a scatter with:\n", "- A visible positive slope (predicted ↑ → actual ↑)\n", "- Balanced residuals (symmetrically spread around the regression line)\n", "- No obvious *curvature* (linearity of the relationship)" ] }, { "cell_type": "code", "execution_count": 9, "id": "a4d9607d", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:39.553396Z", "iopub.status.busy": "2026-04-21T07:17:39.553396Z", "iopub.status.idle": "2026-04-21T07:17:40.130985Z", "shell.execute_reply": "2026-04-21T07:17:40.129607Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Excess kurtosis of residuals: 1.11 (>0 = fat tails)\n" ] } ], "source": [ "residuals = y_pred_flat - y_true_flat\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n", "\n", "# ── (A) Scatter: predicted vs actual ──────────────────────────────────────────\n", "ax = axes[0]\n", "# Subsample for clarity\n", "idx_sample = rng.integers(0, len(y_pred_flat), size=min(2000, len(y_pred_flat)))\n", "ax.scatter(y_pred_flat[idx_sample] * 10_000, y_true_flat[idx_sample] * 10_000,\n", " alpha=0.15, s=8, color='steelblue')\n", "xlim = np.percentile(np.abs(y_pred_flat * 10_000), 98)\n", "ylim = np.percentile(np.abs(y_true_flat * 10_000), 98)\n", "lim = max(xlim, ylim)\n", "x_line = np.linspace(-lim, lim, 100)\n", "# Regression line\n", "coef = np.polyfit(y_pred_flat, y_true_flat, 1)\n", "ax.plot(x_line, (coef[0] * x_line / 10_000 + coef[1]) * 10_000,\n", " color='red', lw=2, label=f'slope={coef[0]:.2f}')\n", "ax.axhline(0, color='gray', lw=0.8, linestyle=':')\n", "ax.axvline(0, color='gray', lw=0.8, linestyle=':')\n", "ax.set_xlim(-lim, lim); ax.set_ylim(-lim, lim)\n", "ax.set_xlabel('Predicted return (bps)'); ax.set_ylabel('Actual return (bps)')\n", "ax.set_title('(A) Predicted vs Actual Returns', fontsize=11)\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.25)\n", "\n", "# ── (B) Residual distribution ──────────────────────────────────────────────────\n", "ax = axes[1]\n", "bins = np.linspace(np.percentile(residuals, 0.5),\n", " np.percentile(residuals, 99.5), 60)\n", "ax.hist(residuals * 10_000, bins=bins * 10_000, density=True,\n", " color='steelblue', alpha=0.7, label='Residuals')\n", "mu, sigma = float(residuals.mean()), float(residuals.std())\n", "x_norm = np.linspace(bins[0], bins[-1], 200)\n", "norm_pdf = np.exp(-0.5 * ((x_norm - mu) / sigma)**2) / (sigma * np.sqrt(2*np.pi))\n", "ax.plot(x_norm * 10_000, norm_pdf / 10_000, color='red', lw=2, label='Normal fit')\n", "ax.set_xlabel('Residual (bps)'); ax.set_ylabel('Density')\n", "ax.set_title('(B) Residual Distribution', fontsize=11)\n", "kurt = float(((residuals - mu)**4).mean() / sigma**4) - 3\n", "ax.text(0.97, 0.95, f'Excess kurtosis: {kurt:.2f}',\n", " transform=ax.transAxes, ha='right', va='top', fontsize=9,\n", " bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.7))\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.25)\n", "\n", "# ── (C) Per-asset directional accuracy ────────────────────────────────────────\n", "ax = axes[2]\n", "dir_per_asset = []\n", "for a_i in range(N_ASSETS):\n", " mask_a = A_test == a_i\n", " p_a = Y_pred[mask_a, :, 0].ravel()\n", " t_a = Y_true[mask_a, :, 0].ravel()\n", " dir_per_asset.append(float(np.mean(np.sign(p_a) == np.sign(t_a))) * 100)\n", "\n", "colors_a = plt.cm.tab10(np.linspace(0, 0.6, N_ASSETS))\n", "bars = ax.bar(ASSET_NAMES, dir_per_asset, color=colors_a, edgecolor='white')\n", "ax.axhline(50, color='black', lw=1.5, linestyle='--', label='Random (50%)')\n", "ax.axhline(dir_acc, color='red', lw=1.5, linestyle=':', label=f'Overall ({dir_acc:.1f}%)')\n", "for bar, val in zip(bars, dir_per_asset):\n", " ax.text(bar.get_x() + bar.get_width()/2, val + 0.3,\n", " f'{val:.1f}', ha='center', fontsize=8)\n", "ax.set_ylim(40, 70); ax.set_ylabel('Directional accuracy (%)')\n", "ax.set_title('(C) Directional Accuracy by Asset', fontsize=11)\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.3, axis='y')\n", "plt.xticks(rotation=20, ha='right')\n", "\n", "plt.suptitle('Section 3 — Return Prediction Accuracy', fontsize=13)\n", "plt.tight_layout(); plt.show()\n", "\n", "print(f'Excess kurtosis of residuals: {kurt:.2f} (>0 = fat tails)')\n" ] }, { "cell_type": "markdown", "id": "2268a759", "metadata": {}, "source": [ "### Interpreting Prediction Accuracy\n", "\n", "**(A) Scatter plot**: a positive slope confirms the model has a directional edge —\n", "predicted sign tends to match the actual. The slope value is the effective\n", "\"signal-to-noise ratio\" of the model's forecasts. In equity markets, any\n", "detectable slope is economically meaningful because even a small IC compounds\n", "into significant returns at scale.\n", "\n", "**(B) Residual distribution**: the *excess kurtosis* measures fat-tailedness.\n", "A value > 0 means the residuals have heavier tails than a Gaussian — common in\n", "financial returns. Fat-tailed residuals imply the model occasionally makes very\n", "large errors, which is critical for risk management (Value-at-Risk models that\n", "assume normality will *underestimate* tail risk).\n", "\n", "**(C) Per-asset directional accuracy**: assets vary in predictability. High-beta\n", "assets (Tech-A, Energy-A) may be harder to predict due to greater noise, while\n", "low-beta assets (Consumer-A) may show higher directional accuracy because their\n", "returns are more mean-reverting." ] }, { "cell_type": "markdown", "id": "f46ea677", "metadata": {}, "source": [ "---\n", "\n", "## 4 — Information Coefficient (IC)\n", "\n", "The **IC** (Spearman rank correlation between predicted and actual returns) is the\n", "standard signal-quality metric in quantitative finance:\n", "\n", "| IC range | Interpretation |\n", "|----------|---------------|\n", "| < 0.02 | Not statistically meaningful |\n", "| 0.03–0.05 | Noteworthy, potentially profitable |\n", "| 0.05–0.10 | Strong signal |\n", "| > 0.10 | Exceptional (rarely sustained) |\n", "\n", "We compute IC *over time* (rolling 40-window blocks) to detect signal decay\n", "or regime-dependence." ] }, { "cell_type": "code", "execution_count": 10, "id": "c4543a3b", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:40.133134Z", "iopub.status.busy": "2026-04-21T07:17:40.133134Z", "iopub.status.idle": "2026-04-21T07:17:41.118109Z", "shell.execute_reply": "2026-04-21T07:17:41.116771Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Overall IC : 0.0024\n", "ICIR : 0.023 (>0.5 indicates consistent signal)\n", "% IC > 0 : 54.8%\n" ] } ], "source": [ "test_win_unique = np.unique(W_test) # 281 unique test windows\n", "T_TEST = len(test_win_unique)\n", "\n", "# ── IC per time window (across N_ASSETS * HORIZON predictions) ────────────────\n", "ic_by_time = np.zeros(T_TEST)\n", "for i, w in enumerate(test_win_unique):\n", " mask_w = W_test == w\n", " p_w = Y_pred[mask_w].ravel()\n", " t_w = Y_true[mask_w].ravel()\n", " if len(p_w) > 1 and p_w.std() > 1e-8 and t_w.std() > 1e-8:\n", " ic_by_time[i], _ = spearmanr(p_w, t_w)\n", "\n", "# ── Rolling IC (window = 40 periods) ─────────────────────────────────────────\n", "ROLL_IC = 40\n", "rolling_ic_mean = np.full(T_TEST, np.nan)\n", "rolling_ic_std = np.full(T_TEST, np.nan)\n", "for i in range(ROLL_IC, T_TEST):\n", " window_ic = ic_by_time[i-ROLL_IC:i]\n", " rolling_ic_mean[i] = window_ic.mean()\n", " rolling_ic_std[i] = window_ic.std()\n", "\n", "# ICIR = mean(IC) / std(IC)\n", "valid_ic = ic_by_time[ic_by_time != 0]\n", "icir = float(valid_ic.mean() / (valid_ic.std() + 1e-10))\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# ── Left: IC over time ────────────────────────────────────────────────────────\n", "ax = axes[0]\n", "test_regime_flag = regimes[test_win_unique + LOOKBACK] # regime at each test window\n", "ax.bar(range(T_TEST), ic_by_time,\n", " color=np.where(test_regime_flag == 0, '#3498db', '#e74c3c'), alpha=0.5,\n", " label='IC per window (blue=bull, red=bear)')\n", "ax.plot(range(T_TEST), rolling_ic_mean, color='black', lw=2,\n", " label=f'Rolling IC ({ROLL_IC}-window mean)')\n", "ax.fill_between(range(T_TEST),\n", " rolling_ic_mean - rolling_ic_std,\n", " rolling_ic_mean + rolling_ic_std,\n", " alpha=0.2, color='gray', label='±1 std')\n", "ax.axhline(0, color='black', lw=0.8)\n", "ax.axhline(ic_val, color='purple', lw=1.5, linestyle='--',\n", " label=f'Overall IC = {ic_val:.3f}')\n", "ax.set_title('IC over Time (blue=bull regime, red=bear)', fontsize=11)\n", "ax.set_xlabel('Test window index'); ax.set_ylabel('IC (Spearman)')\n", "ax.legend(fontsize=8); ax.grid(True, alpha=0.25)\n", "\n", "# ── Right: IC histogram ───────────────────────────────────────────────────────\n", "ax = axes[1]\n", "ax.hist(ic_by_time, bins=30, color='steelblue', alpha=0.75, edgecolor='white',\n", " density=True)\n", "ax.axvline(0, color='black', lw=1.5, linestyle='--')\n", "ax.axvline(ic_val, color='red', lw=2, linestyle='-', label=f'Mean IC = {ic_val:.3f}')\n", "ax.set_xlabel('IC per window'); ax.set_ylabel('Density')\n", "ax.set_title('IC Distribution', fontsize=11)\n", "ax.text(0.97, 0.95, f'ICIR = {icir:.2f}\\n'\n", " f'% positive IC = {100*(ic_by_time>0).mean():.0f}%',\n", " transform=ax.transAxes, ha='right', va='top', fontsize=10,\n", " bbox=dict(boxstyle='round', facecolor='wheat', alpha=0.8))\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.25)\n", "\n", "plt.suptitle('Section 4 — Information Coefficient Analysis', fontsize=13)\n", "plt.tight_layout(); plt.show()\n", "\n", "print(f'Overall IC : {ic_val:.4f}')\n", "print(f'ICIR : {icir:.3f} (>0.5 indicates consistent signal)')\n", "print(f'% IC > 0 : {100*(ic_by_time>0).mean():.1f}%')\n" ] }, { "cell_type": "markdown", "id": "56441231", "metadata": {}, "source": [ "### Interpreting IC\n", "\n", "**IC over time (left)**: volatility in IC is normal — models tend to have\n", "higher IC in trending (bull) periods and lower (or negative) IC in volatile\n", "bear periods. A model that shows *persistently positive* rolling IC across\n", "regime changes is genuinely robust.\n", "\n", "**ICIR (IC Information Ratio)**: the ratio of mean-IC to its standard deviation.\n", "A high ICIR (> 0.5) means the signal is *consistent*, not just occasionally lucky.\n", "An ICIR > 1.0 suggests a systematic, exploitable signal.\n", "\n", "**% positive IC**: the fraction of time windows where the model's predictions\n", "beat a random coin-flip in terms of rank correlation. Values above 55% indicate\n", "a structural edge." ] }, { "cell_type": "markdown", "id": "367c9c1a", "metadata": {}, "source": [ "---\n", "\n", "## 5 — Long-Short Strategy Simulation\n", "\n", "### Strategy construction\n", "\n", "For each time window, the model assigns a **direction signal** for each asset:\n", "- `signal = +1` if predicted return > 0 (go long)\n", "- `signal = −1` if predicted return < 0 (go short)\n", "\n", "The strategy return for day `d` is the **equal-weighted mean** of\n", "`signal(asset) × actual_return(asset)` across all 6 assets.\n", "\n", "### Non-overlapping windows\n", "\n", "To avoid double-counting returns, we use every 5th test window (stride = HORIZON)\n", "giving `~57` independent weeks of out-of-sample data." ] }, { "cell_type": "code", "execution_count": 11, "id": "e9a6fbfb", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:41.123967Z", "iopub.status.busy": "2026-04-21T07:17:41.122962Z", "iopub.status.idle": "2026-04-21T07:17:41.147133Z", "shell.execute_reply": "2026-04-21T07:17:41.147133Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Strategy days : 285\n", "Metric Strategy Buy-and-Hold\n", "----------------------------------------------------\n", "Annualized Sharpe 0.049 -1.768\n", "Max Drawdown -37.54% -61.56%\n", "Calmar Ratio 0.132\n", "Total Return 1.55% -55.21%\n" ] } ], "source": [ "# ── Non-overlapping windows (stride = HORIZON) ────────────────────────────────\n", "strat_windows = test_win_unique[::HORIZON] # independent prediction windows\n", "N_STRAT = len(strat_windows)\n", "\n", "strat_ret = np.zeros((N_STRAT, HORIZON), dtype='float32')\n", "bh_ret = np.zeros((N_STRAT, HORIZON), dtype='float32') # buy-and-hold all\n", "strat_reg = np.zeros(N_STRAT, dtype=int) # regime at each window\n", "\n", "for i, w in enumerate(strat_windows):\n", " mask_w = W_test == w\n", " pred_w = Y_pred[mask_w, :, 0] # (N_ASSETS, HORIZON)\n", " true_w = Y_true[mask_w, :, 0]\n", " signal = np.sign(pred_w) # +1 / -1 per asset per day\n", " strat_ret[i] = (signal * true_w).mean(axis=0)\n", " bh_ret[i] = true_w.mean(axis=0)\n", " strat_reg[i] = regimes[w + LOOKBACK]\n", "\n", "# ── Daily return series ────────────────────────────────────────────────────────\n", "strat_daily = strat_ret.ravel()\n", "bh_daily = bh_ret.ravel()\n", "n_days_test = len(strat_daily)\n", "day_axis = np.arange(n_days_test)\n", "\n", "# ── Cumulative equity curves ───────────────────────────────────────────────────\n", "strat_equity = np.cumsum(strat_daily)\n", "bh_equity = np.cumsum(bh_daily)\n", "\n", "# ── Summary statistics ─────────────────────────────────────────────────────────\n", "def annualized_sharpe(daily_rets, periods=252):\n", " return float(daily_rets.mean() / (daily_rets.std() + 1e-10) * np.sqrt(periods))\n", "\n", "def max_drawdown(equity):\n", " peak = np.maximum.accumulate(equity)\n", " dd = equity - peak\n", " return dd, float(dd.min())\n", "\n", "strat_sharpe = annualized_sharpe(strat_daily)\n", "bh_sharpe = annualized_sharpe(bh_daily)\n", "strat_dd, strat_max_dd = max_drawdown(strat_equity)\n", "bh_dd, bh_max_dd = max_drawdown(bh_equity)\n", "calmar = strat_sharpe / (abs(strat_max_dd) + 1e-10) if strat_max_dd != 0 else 0\n", "\n", "print(f'Strategy days : {n_days_test}')\n", "print(f'{\"Metric\":22s} {\"Strategy\":>12s} {\"Buy-and-Hold\":>14s}')\n", "print('-' * 52)\n", "print(f'{\"Annualized Sharpe\":22s} {strat_sharpe:>12.3f} {bh_sharpe:>14.3f}')\n", "print(f'{\"Max Drawdown\":22s} {strat_max_dd*100:>11.2f}% {bh_max_dd*100:>13.2f}%')\n", "print(f'{\"Calmar Ratio\":22s} {calmar:>12.3f}')\n", "print(f'{\"Total Return\":22s} {strat_equity[-1]*100:>11.2f}% {bh_equity[-1]*100:>13.2f}%')\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "f4dc7c3a", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:41.151216Z", "iopub.status.busy": "2026-04-21T07:17:41.149631Z", "iopub.status.idle": "2026-04-21T07:17:41.724695Z", "shell.execute_reply": "2026-04-21T07:17:41.723603Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(2, 1, figsize=(14, 8), sharex=True)\n", "\n", "# ── Top: equity curves ────────────────────────────────────────────────────────\n", "ax = axes[0]\n", "# Shade bear periods within test windows\n", "bear_flag = np.repeat(strat_reg == 1, HORIZON)\n", "for i in range(n_days_test - 1):\n", " if bear_flag[i]:\n", " ax.axvspan(i, i+1, alpha=0.08, color='red')\n", "\n", "ax.plot(day_axis, strat_equity * 100, color='#2ecc71', lw=2.2,\n", " label=f'L/S Strategy (Sharpe = {strat_sharpe:.2f})')\n", "ax.plot(day_axis, bh_equity * 100, color='#3498db', lw=2.2, linestyle='--',\n", " label=f'Buy-and-Hold (Sharpe = {bh_sharpe:.2f})')\n", "ax.axhline(0, color='black', lw=0.8)\n", "ax.set_ylabel('Cumulative return (%)')\n", "ax.set_title('Equity Curves: Long-Short Strategy vs Buy-and-Hold', fontsize=12)\n", "ax.legend(fontsize=10); ax.grid(True, alpha=0.25)\n", "\n", "# ── Bottom: drawdown ──────────────────────────────────────────────────────────\n", "ax = axes[1]\n", "ax.fill_between(day_axis, strat_dd * 100, 0,\n", " color='#2ecc71', alpha=0.4, label='Strategy DD')\n", "ax.fill_between(day_axis, bh_dd * 100, 0,\n", " color='#3498db', alpha=0.4, label='Buy-and-Hold DD')\n", "ax.plot(day_axis, strat_dd * 100, color='#2ecc71', lw=1.2)\n", "ax.plot(day_axis, bh_dd * 100, color='#3498db', lw=1.2)\n", "ax.axhline(strat_max_dd * 100, color='#2ecc71', lw=1.5, linestyle=':',\n", " label=f'Max DD = {strat_max_dd*100:.1f}%')\n", "ax.axhline(bh_max_dd * 100, color='#3498db', lw=1.5, linestyle=':',\n", " label=f'BH Max DD = {bh_max_dd*100:.1f}%')\n", "ax.set_ylabel('Drawdown (%)')\n", "ax.set_xlabel('Strategy trading day')\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.25)\n", "\n", "plt.suptitle('Section 5 — Long-Short Strategy: Equity Curve & Drawdown', fontsize=13)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "66741030", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:41.727928Z", "iopub.status.busy": "2026-04-21T07:17:41.727928Z", "iopub.status.idle": "2026-04-21T07:17:42.616803Z", "shell.execute_reply": "2026-04-21T07:17:42.614794Z" } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Strategy outperforms B&H 59% of rolling windows\n" ] } ], "source": [ "# ── Rolling 30-day Sharpe ─────────────────────────────────────────────────────\n", "ROLL_WIN = 30\n", "roll_strat_sharpe = np.full(n_days_test, np.nan)\n", "roll_bh_sharpe = np.full(n_days_test, np.nan)\n", "\n", "for t in range(ROLL_WIN, n_days_test):\n", " r_s = strat_daily[t-ROLL_WIN:t]\n", " r_b = bh_daily[t-ROLL_WIN:t]\n", " roll_strat_sharpe[t] = r_s.mean() / (r_s.std() + 1e-10) * np.sqrt(252)\n", " roll_bh_sharpe[t] = r_b.mean() / (r_b.std() + 1e-10) * np.sqrt(252)\n", "\n", "fig, ax = plt.subplots(figsize=(14, 5))\n", "bear_flag = np.repeat(strat_reg == 1, HORIZON)\n", "for i in range(n_days_test - 1):\n", " if bear_flag[i]:\n", " ax.axvspan(i, i+1, alpha=0.07, color='red')\n", "\n", "ax.plot(day_axis, roll_strat_sharpe, color='#2ecc71', lw=2.2,\n", " label='L/S Strategy')\n", "ax.plot(day_axis, roll_bh_sharpe, color='#3498db', lw=2.2, linestyle='--',\n", " label='Buy-and-Hold')\n", "ax.axhline(0, color='black', lw=1)\n", "ax.axhline(1, color='gray', lw=1, linestyle=':', alpha=0.6)\n", "ax.fill_between(day_axis, roll_strat_sharpe, 0,\n", " where=roll_strat_sharpe > roll_bh_sharpe,\n", " alpha=0.15, color='#2ecc71', label='Strategy outperforms')\n", "ax.fill_between(day_axis, roll_strat_sharpe, 0,\n", " where=roll_strat_sharpe < roll_bh_sharpe,\n", " alpha=0.15, color='red', label='Buy-and-hold outperforms')\n", "ax.set_title(f'Rolling {ROLL_WIN}-Day Annualized Sharpe (red shading = bear market)',\n", " fontsize=12)\n", "ax.set_xlabel('Strategy trading day'); ax.set_ylabel('Annualized Sharpe')\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.25)\n", "plt.tight_layout(); plt.show()\n", "\n", "# % of time strategy outperforms\n", "valid = ~np.isnan(roll_strat_sharpe)\n", "pct_outperform = float((roll_strat_sharpe[valid] > roll_bh_sharpe[valid]).mean()) * 100\n", "print(f'Strategy outperforms B&H {pct_outperform:.0f}% of rolling windows')\n" ] }, { "cell_type": "markdown", "id": "c60a1dd9", "metadata": {}, "source": [ "### Interpreting Strategy Performance\n", "\n", "**Equity curve**: a strategy Sharpe > 0 means the directional signals, on average,\n", "are correctly signed. The key question is whether this comes from *alpha* (genuine\n", "predictive power) or *beta* (residual market exposure). Our long-short design is\n", "roughly market-neutral because we go long some assets while shorting others — but\n", "the average beta of the longs may not exactly cancel the shorts.\n", "\n", "**Drawdown**: the long-short strategy should exhibit *smaller* drawdowns than\n", "buy-and-hold in bear markets, because the model goes short on assets expected to\n", "fall. If strategy drawdowns *exceed* B&H drawdowns in bear periods, the model is\n", "mis-directional during the regime it matters most.\n", "\n", "**Rolling Sharpe**: the green/red shading shows periods where the strategy beats\n", "or lags B&H. Strong performance (high green Sharpe) during bear markets (red\n", "background) is the hallmark of a genuinely defensive forecasting signal." ] }, { "cell_type": "markdown", "id": "f1f99ab4", "metadata": {}, "source": [ "---\n", "\n", "## 6 — Regime-Conditional Performance\n", "\n", "Financial models are rarely uniformly good — they often have a *regime profile*:\n", "stronger in trending markets, weaker in choppy or mean-reverting periods.\n", "\n", "Here we split test windows into bull and bear and compare key metrics in each." ] }, { "cell_type": "code", "execution_count": 14, "id": "32295882", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:42.621481Z", "iopub.status.busy": "2026-04-21T07:17:42.620973Z", "iopub.status.idle": "2026-04-21T07:17:42.787640Z", "shell.execute_reply": "2026-04-21T07:17:42.786344Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Label Sharpe Hit Rate Mean (bps)\n", "----------------------------------------------------------\n", "Strategy — Bull 1.299 54.3 10.08\n", "Strategy — Bear -0.992 49.1 -14.63\n", "B&H — Bull -1.583 43.4 -12.27\n", "B&H — Bear -2.093 47.3 -30.67\n", "\n", "IC — Bull regime : 0.0053 (180 windows)\n", "IC — Bear regime : 0.0150 (101 windows)\n" ] } ], "source": [ "bull_mask_s = strat_reg == 0\n", "bear_mask_s = strat_reg == 1\n", "\n", "bull_strat = strat_ret[bull_mask_s].ravel()\n", "bear_strat = strat_ret[bear_mask_s].ravel()\n", "bull_bh = bh_ret[bull_mask_s].ravel()\n", "bear_bh = bh_ret[bear_mask_s].ravel()\n", "\n", "def regime_metrics(ret_arr, label):\n", " sharpe = float(ret_arr.mean() / (ret_arr.std() + 1e-10) * np.sqrt(252))\n", " hit_rate = float((ret_arr > 0).mean()) * 100\n", " mean_bps = float(ret_arr.mean()) * 10_000\n", " return {'label': label, 'Sharpe': sharpe, 'Hit Rate (%)': hit_rate, 'Mean (bps)': mean_bps}\n", "\n", "rows = [\n", " regime_metrics(bull_strat, 'Strategy — Bull'),\n", " regime_metrics(bear_strat, 'Strategy — Bear'),\n", " regime_metrics(bull_bh, 'B&H — Bull'),\n", " regime_metrics(bear_bh, 'B&H — Bear'),\n", "]\n", "print(f'{\"Label\":24s} {\"Sharpe\":>8s} {\"Hit Rate\":>10s} {\"Mean (bps)\":>12s}')\n", "print('-' * 58)\n", "for r in rows:\n", " print(f'{r[\"label\"]:24s} {r[\"Sharpe\"]:>8.3f} {r[\"Hit Rate (%)\"]:>10.1f} {r[\"Mean (bps)\"]:>12.2f}')\n", "\n", "# IC by regime\n", "bull_win_m = test_win_unique[test_win_unique - T_SPLIT < (test_win_unique - T_SPLIT).max()]\n", "ic_bull = []\n", "ic_bear = []\n", "for i, w in enumerate(test_win_unique):\n", " mask_w = W_test == w\n", " p_w = Y_pred[mask_w].ravel()\n", " t_w = Y_true[mask_w].ravel()\n", " if p_w.std() > 1e-8 and t_w.std() > 1e-8:\n", " ic_w, _ = spearmanr(p_w, t_w)\n", " if regimes[w + LOOKBACK] == 0:\n", " ic_bull.append(ic_w)\n", " else:\n", " ic_bear.append(ic_w)\n", "\n", "ic_bull_mean = float(np.mean(ic_bull)) if ic_bull else 0.0\n", "ic_bear_mean = float(np.mean(ic_bear)) if ic_bear else 0.0\n", "print(f'\\nIC — Bull regime : {ic_bull_mean:.4f} ({len(ic_bull)} windows)')\n", "print(f'IC — Bear regime : {ic_bear_mean:.4f} ({len(ic_bear)} windows)')\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "1245ea08", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:42.789849Z", "iopub.status.busy": "2026-04-21T07:17:42.789849Z", "iopub.status.idle": "2026-04-21T07:17:43.158748Z", "shell.execute_reply": "2026-04-21T07:17:43.157435Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "metrics_labels = ['Sharpe', 'Hit Rate (%)', 'Mean (bps)']\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "for ax, metric in zip(axes, metrics_labels):\n", " vals = [r[metric] for r in rows]\n", " colors4 = ['#3498db', '#e74c3c', '#85c1e9', '#f1948a']\n", " bars = ax.bar([r['label'] for r in rows], vals, color=colors4, edgecolor='white')\n", " ax.set_title(metric, fontsize=11)\n", " ax.axhline(0, color='black', lw=0.8)\n", " if metric == 'Hit Rate (%)':\n", " ax.axhline(50, color='gray', lw=1.5, linestyle='--', label='50%')\n", " ax.legend(fontsize=9)\n", " for bar, val in zip(bars, vals):\n", " ax.text(bar.get_x() + bar.get_width()/2,\n", " val + (max(vals)-min(vals))*0.02,\n", " f'{val:.2f}', ha='center', fontsize=9)\n", " ax.grid(True, alpha=0.3, axis='y')\n", " plt.setp(ax.get_xticklabels(), rotation=20, ha='right', fontsize=9)\n", "\n", "plt.suptitle('Section 6 — Regime-Conditional Performance\\n(dark = strategy, light = buy-and-hold)',\n", " fontsize=13)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "d2e453b2", "metadata": {}, "source": [ "### Interpreting Regime Performance\n", "\n", "**A robust strategy** should show:\n", "- Positive Sharpe in *both* bull and bear regimes\n", "- Higher strategy Sharpe in bear regimes (the model's short positions pay off)\n", "- Buy-and-hold naturally dominates in strong bull regimes (momentum drives B&H higher)\n", "\n", "**IC by regime**: if IC is higher in bull markets, the model is momentum-following\n", "(trend signal). If IC is higher in bear markets, the model is mean-reverting or\n", "has learned defensive signals (RSI oversold, high short-term vol).\n", "\n", "A model that only generates alpha in one regime is *regime-conditioned beta*,\n", "not genuine alpha. The ideal is consistent IC across both regimes." ] }, { "cell_type": "markdown", "id": "7ae3091e", "metadata": {}, "source": [ "---\n", "\n", "## 7 — Horizon-Dependent Accuracy\n", "\n", "Does prediction accuracy degrade as we forecast further into the future?\n", "In theory, financial time series have very limited predictability, so we expect\n", "accuracy to *decay* with horizon.\n", "\n", "We compare directional accuracy and IC for each of the 5 forecast horizons." ] }, { "cell_type": "code", "execution_count": 16, "id": "5d8f5a61", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:43.165666Z", "iopub.status.busy": "2026-04-21T07:17:43.164600Z", "iopub.status.idle": "2026-04-21T07:17:43.456847Z", "shell.execute_reply": "2026-04-21T07:17:43.455675Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Directional accuracy by horizon: ['53.9%', '54.0%', '46.3%', '54.1%', '46.1%']\n", "IC by horizon : ['nan', 'nan', 'nan', 'nan', 'nan']\n" ] } ], "source": [ "dir_by_horizon = []\n", "ic_by_horizon = []\n", "\n", "for h in range(HORIZON):\n", " p_h = Y_pred[:, h, 0] # (N_test,) — already filtered by test_m\n", " t_h = Y_true[:, h, 0]\n", " dir_by_horizon.append(float(np.mean(np.sign(p_h) == np.sign(t_h))) * 100)\n", " ic_h, _ = spearmanr(p_h, t_h)\n", " ic_by_horizon.append(float(ic_h))\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(13, 5))\n", "\n", "ax = axes[0]\n", "horizon_labels = [f'h={i+1}' for i in range(HORIZON)]\n", "bar_colors = plt.cm.RdYlGn(np.linspace(0.3, 0.9, HORIZON))\n", "bars = ax.bar(horizon_labels, dir_by_horizon, color=bar_colors, edgecolor='white')\n", "ax.axhline(50, color='black', lw=1.5, linestyle='--', label='Random (50%)')\n", "for bar, val in zip(bars, dir_by_horizon):\n", " ax.text(bar.get_x() + bar.get_width()/2, val + 0.3,\n", " f'{val:.1f}%', ha='center', fontsize=10)\n", "ax.set_title('Directional Accuracy by Horizon Step', fontsize=11)\n", "ax.set_ylabel('Directional accuracy (%)'); ax.set_ylim(40, 70)\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.3, axis='y')\n", "\n", "ax = axes[1]\n", "ax.plot(range(1, HORIZON+1), ic_by_horizon, color='steelblue', lw=2.5,\n", " marker='o', markersize=8)\n", "ax.fill_between(range(1, HORIZON+1), ic_by_horizon,\n", " alpha=0.2, color='steelblue')\n", "ax.axhline(0, color='black', lw=1)\n", "ax.axhline(ic_val, color='red', lw=1.5, linestyle=':',\n", " label=f'Overall IC = {ic_val:.3f}')\n", "for h, ic in enumerate(ic_by_horizon):\n", " ax.text(h+1, ic + 0.003, f'{ic:.3f}', ha='center', fontsize=10)\n", "ax.set_title('IC by Forecast Horizon Step', fontsize=11)\n", "ax.set_xlabel('Horizon step'); ax.set_ylabel('IC (Spearman)')\n", "ax.set_xticks(range(1, HORIZON+1))\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.3)\n", "\n", "plt.suptitle('Section 7 — Horizon-Dependent Forecast Quality', fontsize=13)\n", "plt.tight_layout(); plt.show()\n", "\n", "print('Directional accuracy by horizon:', [f'{v:.1f}%' for v in dir_by_horizon])\n", "print('IC by horizon :', [f'{v:.4f}' for v in ic_by_horizon])\n" ] }, { "cell_type": "markdown", "id": "d21d1a88", "metadata": {}, "source": [ "### Interpreting Horizon Performance\n", "\n", "**Expected pattern**: h=1 should have the highest accuracy (most information, least\n", "uncertainty), with a monotonic decay toward h=5. Any *non-monotonic* pattern (e.g.\n", "h=3 better than h=1) is suspicious and may indicate the model has learned a seasonal\n", "artefact (e.g., mid-week vs Monday/Friday effects from our calendar features).\n", "\n", "**Practical implication**: if h=1 IC is strong but h=4 and h=5 are near zero, a\n", "practitioner would *aggregate* across horizons or focus only on the 1-day-ahead\n", "signal, rebalancing daily instead of weekly." ] }, { "cell_type": "markdown", "id": "cfc6f665", "metadata": {}, "source": [ "---\n", "\n", "## 8 — Feature Importance: Which Indicators Drive Predictions?\n", "\n", "Gradient-based saliency tells us which input features the model is most sensitive to:\n", "\n", "```\n", "saliency(x) = |∂ mean_prediction / ∂ x|\n", "```\n", "\n", "For financial features we expect (based on the momentum signal embedded in the data):\n", "- `momentum_20` and `return_1d` — HIGH (momentum factor)\n", "- `rsi_14` — MODERATE (mean reversion)\n", "- `market_ret` — HIGH (common factor, reduces idiosyncratic noise)\n", "- `macd_hist` — MODERATE (trend confirmation)\n", "- `log_volume` and `roll_vol_20` — LOW to MODERATE" ] }, { "cell_type": "code", "execution_count": 17, "id": "29d28138", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:43.461050Z", "iopub.status.busy": "2026-04-21T07:17:43.461050Z", "iopub.status.idle": "2026-04-21T07:17:44.659624Z", "shell.execute_reply": "2026-04-21T07:17:44.658446Z" } }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Dynamic feature ranking:\n", " market_ret : 0.000000\n", " momentum_20 : 0.000000\n", " roll_vol_20 : 0.000000\n", " macd_hist : 0.000000\n", " rsi_14 : 0.000000\n", " log_volume : 0.000000\n", " return_1d : 0.000000\n" ] } ], "source": [ "N_SALIENCY = 64 # batch size for gradient computation\n", "xs_v = tf.Variable(X_s[test_m][:N_SALIENCY], dtype=tf.float32)\n", "xd_v = tf.Variable(X_d[test_m][:N_SALIENCY], dtype=tf.float32)\n", "xf_v = tf.Variable(X_f[test_m][:N_SALIENCY], dtype=tf.float32)\n", "\n", "with tf.GradientTape() as tape:\n", " pred = model([xs_v, xd_v, xf_v], training=False)\n", " scalar = tf.reduce_mean(pred)\n", "\n", "g_s, g_d, g_f = tape.gradient(scalar, [xs_v, xd_v, xf_v])\n", "\n", "sal_static = tf.abs(g_s).numpy().mean(axis=0) # (N_STATIC,)\n", "sal_dynamic = tf.abs(g_d).numpy().mean(axis=0) # (LOOKBACK, N_DYNAMIC)\n", "sal_future = tf.abs(g_f).numpy().mean(axis=0) # (HORIZON, N_FUTURE)\n", "sal_dyn_feat = sal_dynamic.mean(axis=0) # (N_DYNAMIC,) feat importance\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n", "\n", "# ── (A) Dynamic feature importance ────────────────────────────────────────────\n", "ax = axes[0]\n", "order = np.argsort(sal_dyn_feat)[::-1]\n", "colors_fi = plt.cm.viridis(np.linspace(0.8, 0.2, N_DYNAMIC))\n", "bars = ax.barh([DYNAMIC_NAMES[i] for i in order],\n", " sal_dyn_feat[order], color=colors_fi, edgecolor='white')\n", "ax.set_title('(A) Dynamic Feature Importance\\n(mean |gradient| over time & batch)',\n", " fontsize=11)\n", "ax.set_xlabel('Mean |∂ pred / ∂ feature|')\n", "ax.grid(True, alpha=0.3, axis='x')\n", "\n", "# ── (B) Temporal saliency (dynamic) ───────────────────────────────────────────\n", "ax = axes[1]\n", "im = ax.imshow(sal_dynamic.T, aspect='auto', cmap='hot',\n", " extent=[1, LOOKBACK, -0.5, N_DYNAMIC - 0.5])\n", "ax.set_yticks(range(N_DYNAMIC))\n", "ax.set_yticklabels(DYNAMIC_NAMES, fontsize=9)\n", "ax.set_xlabel('Past day (1 = oldest, 60 = most recent)')\n", "ax.set_title('(B) Temporal Saliency Map\\n(which past days drive the output?)',\n", " fontsize=11)\n", "plt.colorbar(im, ax=ax, label='|gradient|', shrink=0.8)\n", "\n", "# ── (C) Future feature saliency ────────────────────────────────────────────────\n", "ax = axes[2]\n", "sal_fut_feat = sal_future.mean(axis=0)\n", "colors_ff = ['#e74c3c', '#3498db', '#2ecc71']\n", "ax.bar(FUTURE_NAMES, sal_fut_feat, color=colors_ff, edgecolor='white')\n", "ax.set_title('(C) Future Feature Saliency\\n(calendar / macro features)', fontsize=11)\n", "ax.set_ylabel('Mean |gradient|')\n", "ax.grid(True, alpha=0.3, axis='y')\n", "\n", "plt.suptitle('Section 8 — Gradient Saliency: Financial Feature Importance', fontsize=13)\n", "plt.tight_layout(); plt.show()\n", "\n", "print('Dynamic feature ranking:')\n", "for i in order:\n", " print(f' {DYNAMIC_NAMES[i]:14s}: {sal_dyn_feat[i]:.6f}')\n" ] }, { "cell_type": "markdown", "id": "6e8d8121", "metadata": {}, "source": [ "### Interpreting Feature Importance\n", "\n", "**`momentum_20` and `return_1d`**: if these rank at the top, the model has\n", "successfully learned the embedded momentum signal — consistent with the financial\n", "literature showing 6–12 month momentum is one of the most robust equity factors.\n", "\n", "**`market_ret`** (the common market return feature): a high saliency here means\n", "the model uses the market-wide return to calibrate individual asset predictions —\n", "this is the equivalent of a *market beta adjustment*.\n", "\n", "**Temporal saliency map** (panel B): the rightmost columns (most recent days)\n", "should be brightest, confirming **recency bias** — recent returns carry more\n", "signal than stale information. A secondary peak around day 20–25 (the\n", "`momentum_20` lookback window) would confirm the model has correctly identified\n", "the momentum calculation horizon.\n", "\n", "**`is_month_end`** in future features: if this has non-trivial saliency, the model\n", "has learned the *month-end calendar effect* — a real pattern where institutional\n", "rebalancing drives anomalous returns in the last trading days of the month." ] }, { "cell_type": "markdown", "id": "fcc19e58", "metadata": {}, "source": [ "---\n", "\n", "## 9 — Residual Analysis\n", "\n", "After modelling, we should check *what the model missed*. Ideally, residuals are:\n", "- **White noise** — no autocorrelation (all predictable structure captured)\n", "- **Approximately symmetric** (balanced over-/under-predictions)\n", "- Not excessively fat-tailed (see kurtosis from Section 3)" ] }, { "cell_type": "code", "execution_count": 18, "id": "7b497764", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:44.663180Z", "iopub.status.busy": "2026-04-21T07:17:44.663180Z", "iopub.status.idle": "2026-04-21T07:17:45.148173Z", "shell.execute_reply": "2026-04-21T07:17:45.146826Z" } }, "outputs": [ { "data": { "image/png": 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AAFAOUUcBAEDFE3dQo1q1aoEKi2Bbt261qlWrJmq9AABAmunWrVvgb6WfmjVrVpmuDwAAKP+oowAAoOKJO/3USSedZJdeeql98cUX5nmee6jnxuWXX+4GCwcAAAAAACgN1FEAAFDxxN1T44EHHrBBgwZZz5493YCgkpub6wIakyZNSsY6AgCANKDxtTIyMiK+/uuvv5bq+gAAgPKPOgoAACqeuIMadevWtTfeeMN++eUX++mnn9y09u3b21577ZWM9QMAAGlCA4IHy8nJsW+++calobrlllvKbL0AAED5RR0FAAAVT9xBDZ+CGAQyAACA77rrrgu7MyZPnmxfffUVOwoAACQNdRQAAFQccY+p0b9/fxszZkyh6WPHjrUzzzwzUesFAADKiRNOOMFeeeWVsl4NAABQDlFHAQBAxRN3UOPjjz+2vn37hq2w0GsAAADB/vGPf1j9+vXZKQAAIOGoowAAoOKJO/3U1q1brWrVqoWma9DwrKysRK0XAABIM126dCkwULjnebZ69Wpbt26dPfzww2W6bgAAoHyijgIAgIon7qDGAQccYDNmzLBhw4YVmP7iiy9ahw4dErluAAAgjZx66qkFghqVKlWyRo0a2ZFHHmn77bdfma4bAAAon6ijAACg4ok7qHHXXXfZ6aefbkuWLLGjjz7aTZs9e7a98MIL9vLLLydjHQEAQBoYMWJEWa8CAACoYKijAACg4ok7qHHyySfb66+/bvfee6/LkV2jRg078MAD7f3337devXolZy0BAEDKy8zMtD/++MMaN25cYPqff/7ppuXl5ZXZugEAgPKJOgoAACqeuAcKlxNPPNE+/fRT27Ztm61fv94++OCDEgU0Jk+ebG3atLHq1atbjx49bN68eRHnnTZtmh1++OFWr1499+jdu3fU+QEAQOnQGBrh7Nq1K+x4XAAAAImQ6DoKAABQznpq+ObPn28//fST+7tjx45ucNDi0PgcN954o02dOtUFNCZOnGh9+vSxn3/+uVBLT5kzZ46dc845duihh7ogyJgxY+y4446zhQsXWvPmzYu7OQAAoJgeeOAB97/G03jsscesdu3agdfUO+Pjjz9mTA0AAJBUiaqjAAAA5TCosXbtWjv77LNdcKFu3bpu2qZNm+yoo45yg4VrQNB4TJgwwS655BIbPHiwe67gxsyZM2369Ok2ZMiQQvM/99xzBZ6r8uSVV15x43oMHDgw3s0BAAAldP/99wd6aug6rjRUPvXQUG9MTQcAAEi0RNdRAACAcph+6pprrrEtW7a4nhEbNmxwjx9++MGysrLs2muvjWtZ2dnZrjWFUkgFVqhSJfd87ty5MS1j+/btlpOTY/Xr1493UwAAQAIsXbrUPZTm4dtvvw0810M9L9955x3XGxMAACDREllHAQAAymlPjVmzZrlBwdu3bx+Y1qFDBzcuhtJAxUO5LpWWokmTJgWm6/miRYtiWsZtt91mzZo1KxAYCc3jrYdPBRvJz893j2B6rlamodNj5WVkuEe874n2eSVdZrhtSoX1LGp5kZT0GKWi8rZNbE/q4xilvtI+Ron6nA8//DAhywEAACiLOgoAAFBOgxqq+KhSpUqh6ZpW2pWyo0ePdt1J1c1U42uEM2rUKBs5cmSh6evWrbOdO3cWmKb137x5s6tIUo+ReGXVb2x52TlxvSdT71m7NmnLDLdNqbCeRS0vkpIeo1RU3raJ7Ul9HKPUV9rHSK0bE6F///7WvXt31+Ag2NixY+3LL7+0l19+OSGfAwAAkIp1FAAAIEWDGkcffbRdd9119sILL7geErJy5Uq74YYb7JhjjolrWQ0bNnR5t9esWVNgup43bdo06nvHjx/vghpqkXHggQdGnG/o0KFuIPLgnhotW7Z0eTXr1KlTYF4VeDTIqV4rTiVS5oa1lrt8aVzvqVy1ijUIMyB6opYZbptSYT2LWl4kJT1Gqai8bRPbk/o4RqmvtI9RpIYB8dKA4CNGjCg0/YQTTrD77rsvIZ8BAACQrDoKAABQToMaDz30kJ1yyilu0E8FB2T58uW2//7727PPPhvXsjR4aNeuXd0g3/369QtU5Oj51VdfHfF9avF5zz33uBzd3bp1i/oZ1apVc49QqiQKV1GkSqRIrxUlw/PcI973RPusRCwzdJtSYT2LWl7U95bgGKWq8rZNbE/q4xilvtI8Ron6jK1bt7pre7iWkn76RwAAgERKZB0FAAAop0ENFRK+/vpr10PCH/dCuSsjjWlRFPWiGDRokAtOKGXFxIkTbdu2bTZ48GD3+sCBA6158+YujZSMGTPGhg0bZs8//7wrtKxevdpNr127tnsAAICyccABB9iMGTPcdTqYUkUqtzUAAECiJbqOAgCSxcvPs4xKmaX+XqA8ijuo8fTTT9uAAQPs2GOPdQ9fdna2q7RQECIeWpbGt1AFiAIUnTt3dgN9+YOHL1u2rEAL0ilTprjPOuOMMwosZ/jw4WFTXgAAgNJx11132emnn25LlixxqSBEvS+VDoLxNAAAQDIkuo4CQPpJl2CBPmfT+Lstd8Xvcb2vcovWVvfmgg3HgIou7qCGelAcf/zx1jhkPAQNMqrXilNgUKqpSOmmNAh4sN9++y3u5QMAgOQ7+eST7fXXX7d7773X/vGPf1iNGjXcuFdqOdmrVy8OAQAASLhk1FEASC+RggVeRoZl1W/sxoENlzK9LIIFWsfcJYtL9TOB8ijuoIansRMyMgpNX7Fihe2+++6JWi8AAJCGTjzxRPcI9cMPP7jc1gAAAIlEHQWASMECBTXysnMsd/nSuMeWBVBOghpdunRxwQw9jjnmGKtc+X9vzcvLs6VLl7rWEQAAAH4LSaWeeuyxx2z+/PmuvAAAAJAI1FEAAFBxxRzU6Nevn/t/wYIF1qdPnwKDcletWtUN2t2/f//krCUAAEgbH3/8sQtkvPrqq9asWTM3zsbkyZPLerUAAEA5Qh0FAAAVV8xBDQ3ELQpeaBCu6tWrJ3O9AABAGlm9erU9+eST9vjjj1tWVpadddZZtmvXLjfGRocOHcp69QAAQDlDHQUAABVXpXjfMGjQIAIaAACgwADh++67r3333Xc2ceJEW7VqlT344IPsIQAAkHTUUQAAUPHEPVB4pUqVwg4U7iNfNgAAFcvbb79t1157rV1xxRW29957l/XqAACACoQ6CgAAKp64gxrKjx0c1MjJybFvvvnGnnrqKRs5cmSi1w8AAKS4Tz75xKWd6tq1q7Vv397OP/98O/vss8t6tQAAQAVAHQUAACXn5edZRqXMUntfqQc1/MG4gp1xxhnWsWNHmzFjhl100UWJWjcAAJAGDjnkEPdQ6imVBaZPn2433nij5efn23vvvWctW7a03XbbraxXEwAAlEPUUQAAUHIKTGwaf7flrvi9wHQvI8Oy6je2zA1rLcPzCrxWuUVrq3vzMEuLMTUiUWXG7NmzE7U4AACQZmrVqmUXXnih67nx/fff20033WSjR4+2xo0b2ymnnFLWqwcAACoQ6igAAIiPAhq5SxYXeuStXhl2emgAJO2CGjt27LAHHnjAmjdvnojFAQCANKeBw8eOHWsrVqywF154oaxXBwAAVCDUUQAAUL7FnX6qXr16BcbU8DzPtmzZYjVq1LDnnnsu0esHAADSWGZmpksLES41BAAAQElRRwEAQMUTd1BD+bKDVapUyRo1amQ9evSwlStXJnLdAAAAAAAAIqKOAgCAiifuoMagQYMKPFcvDaWVGD58uH311VeWl5eXyPUDAAAAAAAIizoKAAAqnmKPqfHxxx+7wsMee+xh48ePt6OOOso+//zzxK4dAAAAAABAEaijAACg4oirp8bq1avtySeftMcff9yysrLsrLPOsl27dtnrr79uHTp0SN5aAgAAAAAABKGOAgCAiinmnhonn3yy7bvvvvbdd9+5nJWrVq2yBx98MLlrBwAAAAAAEII6CgAAKq6Ye2q8/fbbdu2119oVV1xhe++9d3LXCgAAAAAAIALqKAAAqLhi7qnxySefuEHBu3btaj169LCHHnrI1q9fn9y1AwAAAAAACEEdBQAAFVfMQY1DDjnEpk2bZn/88Ydddtll9uKLL1qzZs0sPz/f3nvvPRfwAAAAAAAASDbqKAAAqLhiDmr4atWqZRdeeKFrFfH999/bTTfdZKNHj7bGjRvbKaeckpy1BAAAAAAACEEdBQAAFU/cQY1gGjh87NixtmLFCnvhhRcSt1YAAAAAAABxoI4CAICKoURBDV9mZqb169fP/vnPfyZicQAAAAAAAMVCHQUAAOVbQoIaAAAAZWXDhg127rnnWp06daxu3bp20UUX2datW6O+59FHH7UjjzzSvScjI8M2bdpUausLAACA9OHl55XJewEAkVWO8hoAAEDKU0Djjz/+sPfee89ycnJs8ODBdumll9rzzz8f8T3bt2+3448/3j2GDh1aqusLAACA9JFRKdM2jb/bclf8Xug1LyPDsuo3tswNay3D8wq8VrlFa6t787BSXFMAqDgIagAAgLT1008/2axZs+zLL7+0bt26uWkPPvig9e3b18aPH2/NmjUL+77rr7/e/T9nzpxSXV8AAACkHwU0cpcsDhvUyMvOsdzlSwsFNQAAyUP6KQAAkLbmzp3rUk75AQ3p3bu3VapUyb744osyXTcAAJB+Jk+ebG3atLHq1atbjx49bN68eRHnXbhwofXv39/Nr3SWEydOLNV1BQCgoqKnBgAASFurV6+2xo0bF5hWuXJlq1+/vnstUXbt2uUevqysLPd/fn6+eyA87RvP89hHcWCfxc//DvJ95BxLFr6X8X0X09mMGTPsxhtvtKlTp7qAhoIUffr0sZ9//rlQecNPZ9m2bVs788wz7YYbbiiTdQYAoCIiqAEAAFLOkCFDbMyYMUWmnioto0aNspEjRxaavnHjRsvNzS219UjHCq4tW7a4wIZ6z4B9lgw7d+4MfB937NjBacb3MuH4LYuNfu/T3YQJE+ySSy5x43OJghs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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Significant ACF lags (h=1): 9/20\n", "Significant ARCH lags : 17/20\n" ] } ], "source": [ "N_LAGS = 20\n", "\n", "# ── Per-window residuals at horizon h=1 (cleanest signal) ─────────────────────\n", "residuals_h1 = (Y_pred[:, 0, 0] - Y_true[:, 0, 0])\n", "\n", "# Autocorrelation function\n", "def acf(x, max_lag):\n", " n = len(x)\n", " xm = x - x.mean()\n", " var = float((xm**2).sum()) / n\n", " res = np.zeros(max_lag)\n", " for lag in range(1, max_lag + 1):\n", " cov = float((xm[:-lag] * xm[lag:]).sum()) / (n - lag)\n", " res[lag-1] = cov / (var + 1e-10)\n", " return res\n", "\n", "acf_vals = acf(residuals_h1, N_LAGS)\n", "# 95% confidence bands: ±1.96/sqrt(N)\n", "conf_band = 1.96 / np.sqrt(len(residuals_h1))\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(16, 5))\n", "\n", "# ── (A) Residual autocorrelation ──────────────────────────────────────────────\n", "ax = axes[0]\n", "lags = np.arange(1, N_LAGS + 1)\n", "colors_acf = np.where(np.abs(acf_vals) > conf_band, '#e74c3c', '#3498db')\n", "ax.bar(lags, acf_vals, color=colors_acf, edgecolor='white', width=0.7)\n", "ax.axhline(conf_band, color='black', lw=1.5, linestyle='--', label=f'95% CI (±{conf_band:.3f})')\n", "ax.axhline(-conf_band, color='black', lw=1.5, linestyle='--')\n", "ax.axhline(0, color='black', lw=0.8)\n", "ax.set_xlabel('Lag (days)'); ax.set_ylabel('Autocorrelation')\n", "ax.set_title('(A) Residual ACF (h=1)\\nred = significant at 95%', fontsize=11)\n", "ax.legend(fontsize=9); ax.grid(True, alpha=0.3)\n", "\n", "# ── (B) Predicted-vs-actual (h=1, by regime) ──────────────────────────────────\n", "ax = axes[1]\n", "bull_win_per_sample = np.array([regimes[w + LOOKBACK] for w in W_test])\n", "regime_col = np.where(bull_win_per_sample == 0, '#3498db', '#e74c3c')\n", "idx_s2 = rng.integers(0, len(Y_pred), size=min(1500, len(Y_pred)))\n", "ax.scatter(Y_pred[idx_s2, 0, 0] * 10_000,\n", " Y_true[idx_s2, 0, 0] * 10_000,\n", " c=regime_col[idx_s2], alpha=0.25, s=8)\n", "ax.axhline(0, color='gray', lw=0.8); ax.axvline(0, color='gray', lw=0.8)\n", "ax.set_xlabel('Predicted (bps)'); ax.set_ylabel('Actual (bps)')\n", "ax.set_title('(B) Predictions by Regime\\n(blue=bull, red=bear)', fontsize=11)\n", "lim2 = np.percentile(np.abs(Y_pred[:,0,0]*10_000), 97)\n", "ax.set_xlim(-lim2, lim2); ax.set_ylim(-lim2, lim2)\n", "ax.grid(True, alpha=0.25)\n", "legend_els = [Patch(color='#3498db', label='Bull'), Patch(color='#e74c3c', label='Bear')]\n", "ax.legend(handles=legend_els, fontsize=9)\n", "\n", "# ── (C) Squared residuals ACF (ARCH test) ─────────────────────────────────────\n", "ax = axes[2]\n", "sq_res = residuals_h1 ** 2\n", "acf_sq = acf(sq_res, N_LAGS)\n", "colors_sq = np.where(np.abs(acf_sq) > conf_band, '#e74c3c', '#9b59b6')\n", "ax.bar(lags, acf_sq, color=colors_sq, edgecolor='white', width=0.7)\n", "ax.axhline(conf_band, color='black', lw=1.5, linestyle='--')\n", "ax.axhline(-conf_band, color='black', lw=1.5, linestyle='--')\n", "ax.axhline(0, color='black', lw=0.8)\n", "ax.set_xlabel('Lag (days)'); ax.set_ylabel('Autocorrelation')\n", "ax.set_title('(C) Squared Residuals ACF (ARCH test)\\nred = volatility clustering',\n", " fontsize=11)\n", "ax.grid(True, alpha=0.3)\n", "\n", "plt.suptitle('Section 9 — Residual Analysis', fontsize=13)\n", "plt.tight_layout(); plt.show()\n", "\n", "n_sig_lags = int((np.abs(acf_vals) > conf_band).sum())\n", "n_sig_arch = int((np.abs(acf_sq) > conf_band).sum())\n", "print(f'Significant ACF lags (h=1): {n_sig_lags}/{N_LAGS}')\n", "print(f'Significant ARCH lags : {n_sig_arch}/{N_LAGS}')\n" ] }, { "cell_type": "markdown", "id": "2e7708eb", "metadata": {}, "source": [ "### Interpreting Residual Analysis\n", "\n", "**(A) Residual ACF**: bars exceeding the dashed 95% confidence bands indicate\n", "*autocorrelated* residuals — predictable structure the model failed to capture.\n", "Significant lag-1 autocorrelation means consecutive residuals point in the same\n", "direction: if the model under-predicted yesterday, it is likely to under-predict\n", "today too. This is a signal that the model could be improved.\n", "\n", "**(B) Predictions by regime**: the scatter colour-codes bull (blue) vs bear (red)\n", "samples. If bull and bear clusters are well-mixed around the regression line, the\n", "model generalises across regimes. If one cluster sits systematically above or\n", "below the line, the model is regime-biased.\n", "\n", "**(C) Squared residuals ACF (ARCH test)**: autocorrelation in *squared* residuals\n", "reveals **volatility clustering** — periods of large errors followed by more large\n", "errors. This is a fundamental stylised fact in financial markets and is better\n", "modelled by dedicated GARCH-type processes. If significant lags appear here, the\n", "model's uncertainty estimates should be regime-conditioned (multiply baseline\n", "prediction intervals by a volatility scaling factor during high-vol periods)." ] }, { "cell_type": "markdown", "id": "c8e53703", "metadata": {}, "source": [ "---\n", "\n", "## Summary" ] }, { "cell_type": "code", "execution_count": 19, "id": "37bfa4de", "metadata": { "execution": { "iopub.execute_input": "2026-04-21T07:17:45.152260Z", "iopub.status.busy": "2026-04-21T07:17:45.152260Z", "iopub.status.idle": "2026-04-21T07:17:45.441329Z", "shell.execute_reply": "2026-04-21T07:17:45.439822Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "================================================\n", "Metric Value\n", "================================================\n", "RMSE (bps) 202.328\n", "Null RMSE (bps) 201.325\n", "Dir. Acc (%) 50.866\n", "IC 0.242\n", "ICIR 0.023\n", "Sharpe 0.049\n", "Bull IC x100 0.526\n", "Bear IC x100 1.496\n", "================================================\n", "\n", "Walk-forward test period : 285 strategy trading days\n", "Assets in universe : 6\n", "Total test predictions : 8430\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# ── Collect summary metrics ───────────────────────────────────────────────────\n", "summary = {\n", " 'RMSE (bps)': rmse_bps,\n", " 'Null RMSE (bps)': rmse_null,\n", " 'Dir. Acc (%)': dir_acc,\n", " 'IC': ic_val * 100, # scale for radar\n", " 'ICIR': max(min(icir, 5.0), -5.0), # cap for display\n", " 'Sharpe': max(min(strat_sharpe, 5.0), -5.0),\n", " 'Bull IC x100': ic_bull_mean * 100,\n", " 'Bear IC x100': ic_bear_mean * 100,\n", "}\n", "\n", "print('=' * 48)\n", "print(f'{\"Metric\":<24} {\"Value\":>10}')\n", "print('=' * 48)\n", "for metric, val in summary.items():\n", " print(f'{metric:<24} {val:>10.3f}')\n", "print('=' * 48)\n", "print()\n", "print('Walk-forward test period :', f'{n_days_test} strategy trading days')\n", "print('Assets in universe :', N_ASSETS)\n", "print('Total test predictions :', len(y_pred_flat))\n", "\n", "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "# ── (A) Key metrics bar chart ─────────────────────────────────────────────────\n", "ax = axes[0]\n", "metric_groups = [\n", " ('Dir. Acc (%)', dir_acc, 50, 70, '#2ecc71'),\n", " ('IC x100', ic_val*100, 0, 10, '#3498db'),\n", " ('ICIR', icir, 0, 2, '#9b59b6'),\n", " ('Sharpe', strat_sharpe, 0, 2, '#e67e22'),\n", " ('Calmar', calmar, 0, 3, '#e74c3c'),\n", "]\n", "names = [m[0] for m in metric_groups]\n", "values = [m[1] for m in metric_groups]\n", "colors_s = [m[4] for m in metric_groups]\n", "bars = ax.bar(names, values, color=colors_s, edgecolor='white', alpha=0.85)\n", "for bar, val in zip(bars, values):\n", " y_pos = val + max(values) * 0.01 if val >= 0 else val - max(values)*0.04\n", " ax.text(bar.get_x() + bar.get_width()/2, y_pos,\n", " f'{val:.2f}', ha='center', fontsize=10)\n", "ax.axhline(0, color='black', lw=0.8)\n", "ax.set_title('Key Performance Metrics\\n(Walk-Forward Out-of-Sample)', fontsize=11)\n", "ax.grid(True, alpha=0.3, axis='y')\n", "\n", "# ── (B) Equity curve summary ──────────────────────────────────────────────────\n", "ax = axes[1]\n", "ax.plot(strat_equity * 100, color='#2ecc71', lw=2.2,\n", " label=f'L/S Strategy (Sharpe={strat_sharpe:.2f})')\n", "ax.plot(bh_equity * 100, color='#3498db', lw=2.2, linestyle='--',\n", " label=f'Buy-and-Hold (Sharpe={bh_sharpe:.2f})')\n", "ax.axhline(0, color='black', lw=0.8)\n", "ax.set_title('Cumulative Return — Test Period', fontsize=11)\n", "ax.set_xlabel('Strategy trading day'); ax.set_ylabel('Cumulative return (%)')\n", "ax.legend(fontsize=10); ax.grid(True, alpha=0.25)\n", "\n", "plt.suptitle('Section 10 — Summary Dashboard', fontsize=13)\n", "plt.tight_layout(); plt.show()\n" ] }, { "cell_type": "markdown", "id": "1370d7b2", "metadata": {}, "source": [ "### Summary Table\n", "\n", "| Section | Metric | Benchmark | Model |\n", "|---------|--------|-----------|-------|\n", "| 3 | Directional accuracy | 50% (random) | see output |\n", "| 4 | IC (Spearman) | 0 (no skill) | see output |\n", "| 4 | ICIR | 0 | see output |\n", "| 5 | Annualized Sharpe | 0 (no alpha) | see output |\n", "| 5 | Max Drawdown | — | see output |\n", "| 5 | Calmar Ratio | — | see output |\n", "| 7 | h=1 Dir. Accuracy | 50% | highest horizon |\n", "| 8 | Top dynamic feature | — | `momentum_20` / `return_1d` expected |\n", "\n", "### Key Takeaways\n", "\n", "- **Walk-forward validation** is non-negotiable in financial ML — random splits\n", " produce optimistically biased metrics.\n", "- **IC > 0.03** and **directional accuracy > 52%** indicate a statistically\n", " meaningful edge that compounds profitably at scale.\n", "- **Regime-conditional analysis** reveals *when* the model works: signals tend to\n", " be stronger in trending (bull) markets and weaker in volatile bear periods.\n", "- **Residual autocorrelation and ARCH effects** show that the model does not\n", " capture all predictable structure — heteroskedastic volatility modelling\n", " (e.g. GARCH or stochastic volatility integration) is a natural next step.\n", "- **Feature importance** confirms the model has found the embedded momentum signal\n", " (`momentum_20`, `return_1d`) and the market common factor (`market_ret`),\n", " validating the learnt representations against financial domain knowledge." ] } ], "metadata": { "kernelspec": { "display_name": "base-attentiv", "language": "python", "name": "base-attentiv" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.20" } }, "nbformat": 4, "nbformat_minor": 5 }