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optimiz-rs/examples/notebooks/04_real_world_applications.ipynb
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ThotDjehuty 0463382fcb docs(notebooks): topology + BSDE notebook improvements
- 07_topology: expanded persistent-homology examples
- 10_bsde: reworked BSDE solver walkthrough
- 04/05: clear execution counts
- gitignore generated plot PNGs (docs snippets + notebook frames)
2026-07-06 22:24:55 +02:00

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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "a2ac7765",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:39.608949Z",
"iopub.status.busy": "2026-02-16T16:33:39.608659Z",
"iopub.status.idle": "2026-02-16T16:33:42.741515Z",
"shell.execute_reply": "2026-02-16T16:33:42.740452Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"✓ All modules loaded successfully!\n"
]
}
],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns\n",
"from datetime import datetime, timedelta\n",
"\n",
"from optimizr import (\n",
" HMM,\n",
" mcmc_sample,\n",
" grid_search,\n",
" mutual_information,\n",
" shannon_entropy\n",
")\n",
"\n",
"np.random.seed(42)\n",
"sns.set_style('whitegrid')\n",
"print(\"✓ All modules loaded successfully!\")"
]
},
{
"cell_type": "markdown",
"id": "53af534f",
"metadata": {},
"source": [
"## Part 1: Generate Realistic Market Data\n",
"\n",
"We'll simulate 2 years of daily cryptocurrency data with regime-switching behavior."
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "bc76553e",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:42.745817Z",
"iopub.status.busy": "2026-02-16T16:33:42.745322Z",
"iopub.status.idle": "2026-02-16T16:33:42.810457Z",
"shell.execute_reply": "2026-02-16T16:33:42.808379Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Generated 730 days of market data\n",
"\n",
"Price range: $20,745 - $82,080\n",
"\n",
"Regime distribution:\n",
"regime_name\n",
"Bull 424\n",
"Bear 214\n",
"Neutral 92\n",
"Name: count, dtype: int64\n",
"\n",
"Return statistics:\n",
"Mean: 0.0004 (9.14% annual)\n",
"Std: 0.0400 (63.46% annual)\n",
"Sharpe: 0.14\n"
]
}
],
"source": [
"def generate_realistic_market_data(n_days=730, start_price=50000):\n",
" \"\"\"\n",
" Generate realistic crypto market data with regime switching.\n",
" \n",
" Returns:\n",
" DataFrame with prices, returns, and true regimes\n",
" \"\"\"\n",
" # Define 3 market regimes\n",
" regimes = {\n",
" 0: {'name': 'Bull', 'mu': 0.0015, 'sigma': 0.025, 'color': 'green'}, # ~40% annual\n",
" 1: {'name': 'Bear', 'mu': -0.0010, 'sigma': 0.040, 'color': 'red'}, # -25% annual, high vol\n",
" 2: {'name': 'Neutral', 'mu': 0.0002, 'sigma': 0.020, 'color': 'gray'} # ~5% annual\n",
" }\n",
" \n",
" # Transition matrix (regimes tend to persist)\n",
" transition_matrix = np.array([\n",
" [0.95, 0.03, 0.02], # Bull tends to stay bull\n",
" [0.05, 0.90, 0.05], # Bear tends to stay bear\n",
" [0.15, 0.10, 0.75] # Neutral is transition state\n",
" ])\n",
" \n",
" # Generate state sequence\n",
" states = [0] # Start in bull market\n",
" for _ in range(n_days - 1):\n",
" current = states[-1]\n",
" next_state = np.random.choice(3, p=transition_matrix[current])\n",
" states.append(next_state)\n",
" \n",
" states = np.array(states)\n",
" \n",
" # Generate returns with regime-dependent parameters\n",
" returns = np.zeros(n_days)\n",
" for t in range(n_days):\n",
" regime = states[t]\n",
" mu = regimes[regime]['mu']\n",
" sigma = regimes[regime]['sigma']\n",
" \n",
" # Add GARCH-like volatility clustering\n",
" if t > 0:\n",
" vol_shock = 0.3 * abs(returns[t-1]) / sigma\n",
" sigma *= (1 + vol_shock)\n",
" \n",
" returns[t] = np.random.normal(mu, sigma)\n",
" \n",
" # Generate prices\n",
" prices = start_price * np.exp(np.cumsum(returns))\n",
" \n",
" # Create DataFrame\n",
" dates = [datetime(2023, 1, 1) + timedelta(days=i) for i in range(n_days)]\n",
" \n",
" df = pd.DataFrame({\n",
" 'date': dates,\n",
" 'price': prices,\n",
" 'return': returns,\n",
" 'true_regime': states,\n",
" 'regime_name': [regimes[s]['name'] for s in states]\n",
" })\n",
" \n",
" return df, regimes\n",
"\n",
"# Generate data\n",
"df_btc, regime_info = generate_realistic_market_data(n_days=730, start_price=50000)\n",
"\n",
"print(f\"Generated {len(df_btc)} days of market data\")\n",
"print(f\"\\nPrice range: ${df_btc['price'].min():,.0f} - ${df_btc['price'].max():,.0f}\")\n",
"print(f\"\\nRegime distribution:\")\n",
"print(df_btc['regime_name'].value_counts())\n",
"print(f\"\\nReturn statistics:\")\n",
"print(f\"Mean: {df_btc['return'].mean():.4f} ({df_btc['return'].mean()*252:.2%} annual)\")\n",
"print(f\"Std: {df_btc['return'].std():.4f} ({df_btc['return'].std()*np.sqrt(252):.2%} annual)\")\n",
"print(f\"Sharpe: {df_btc['return'].mean() / df_btc['return'].std() * np.sqrt(252):.2f}\")"
]
},
{
"cell_type": "markdown",
"id": "d68df6b8",
"metadata": {},
"source": [
"### Visualize the Generated Market Data"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "63285d89",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:42.816559Z",
"iopub.status.busy": "2026-02-16T16:33:42.816054Z",
"iopub.status.idle": "2026-02-16T16:33:44.802699Z",
"shell.execute_reply": "2026-02-16T16:33:44.800469Z"
}
},
"outputs": [
{
"data": {
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",
"text/plain": [
"<Figure size 1500x1000 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(3, 1, figsize=(15, 10))\n",
"\n",
"# Plot 1: Price with regime colors\n",
"for regime_id, info in regime_info.items():\n",
" mask = df_btc['true_regime'] == regime_id\n",
" axes[0].scatter(df_btc.loc[mask, 'date'], df_btc.loc[mask, 'price'],\n",
" c=info['color'], label=info['name'], alpha=0.6, s=10)\n",
"\n",
"axes[0].set_ylabel('Price ($)', fontsize=12)\n",
"axes[0].set_title('BTC Price with True Market Regimes', fontsize=14, fontweight='bold')\n",
"axes[0].legend(loc='upper left')\n",
"axes[0].grid(alpha=0.3)\n",
"\n",
"# Plot 2: Daily returns\n",
"axes[1].plot(df_btc['date'], df_btc['return'], linewidth=0.8, alpha=0.7, color='blue')\n",
"axes[1].axhline(0, color='black', linestyle='--', alpha=0.3)\n",
"axes[1].fill_between(df_btc['date'], 0, df_btc['return'], \n",
" where=df_btc['return']>0, alpha=0.3, color='green', label='Positive')\n",
"axes[1].fill_between(df_btc['date'], 0, df_btc['return'],\n",
" where=df_btc['return']<0, alpha=0.3, color='red', label='Negative')\n",
"axes[1].set_ylabel('Daily Return', fontsize=12)\n",
"axes[1].set_title('Daily Returns', fontsize=14, fontweight='bold')\n",
"axes[1].legend()\n",
"axes[1].grid(alpha=0.3)\n",
"\n",
"# Plot 3: Return distribution\n",
"axes[2].hist(df_btc['return'], bins=50, alpha=0.7, color='skyblue', edgecolor='black', density=True)\n",
"x_range = np.linspace(df_btc['return'].min(), df_btc['return'].max(), 100)\n",
"from scipy import stats\n",
"axes[2].plot(x_range, stats.norm.pdf(x_range, df_btc['return'].mean(), df_btc['return'].std()),\n",
" 'r-', linewidth=2, label='Normal fit')\n",
"axes[2].set_xlabel('Daily Return', fontsize=12)\n",
"axes[2].set_ylabel('Density', fontsize=12)\n",
"axes[2].set_title('Return Distribution (Note: Fat Tails)', fontsize=14, fontweight='bold')\n",
"axes[2].legend()\n",
"axes[2].grid(alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "b2d144db",
"metadata": {},
"source": [
"## Part 2: Hidden Markov Model - Regime Detection\n",
"\n",
"### Theory\n",
"\n",
"HMMs model sequential data with hidden states. For market regimes:\n",
"\n",
"**State Transition:**\n",
"$$P(s_t | s_{t-1}) = A_{s_{t-1}, s_t}$$\n",
"\n",
"**Emission (Gaussian):**\n",
"$$P(r_t | s_t) = \\mathcal{N}(r_t; \\mu_{s_t}, \\sigma_{s_t}^2)$$\n",
"\n",
"**Goal:** Infer $\\{s_1, \\ldots, s_T\\}$ given $\\{r_1, \\ldots, r_T\\}$"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "d16db370",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:44.807015Z",
"iopub.status.busy": "2026-02-16T16:33:44.806685Z",
"iopub.status.idle": "2026-02-16T16:33:44.866188Z",
"shell.execute_reply": "2026-02-16T16:33:44.864463Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Fitting HMM to detect market regimes...\n",
"\n",
"✓ HMM fitted successfully!\n",
"\n",
"Learned Transition Matrix:\n",
" State 0 State 1 State 2\n",
"State 0 0.339 0.247 0.414\n",
"State 1 0.252 0.441 0.306\n",
"State 2 0.459 0.215 0.326\n",
"\n",
"Emission Parameters:\n",
" Mean Return Volatility Annual Return Annual Vol\n",
"State 0 -0.0370 0.0297 -9.3169 0.4716\n",
"State 1 0.0019 0.0117 0.4693 0.1850\n",
"State 2 0.0369 0.0281 9.3038 0.4462\n"
]
}
],
"source": [
"# Fit HMM to detect regimes\n",
"print(\"Fitting HMM to detect market regimes...\")\n",
"hmm = HMM(n_states=3)\n",
"hmm.fit(df_btc['return'].values, n_iterations=100, tolerance=1e-6)\n",
"\n",
"print(\"\\n✓ HMM fitted successfully!\")\n",
"print(f\"\\nLearned Transition Matrix:\")\n",
"print(pd.DataFrame(hmm.transition_matrix_, \n",
" columns=['State 0', 'State 1', 'State 2'],\n",
" index=['State 0', 'State 1', 'State 2']).round(3))\n",
"\n",
"print(f\"\\nEmission Parameters:\")\n",
"print(pd.DataFrame({\n",
" 'Mean Return': hmm.emission_means_,\n",
" 'Volatility': hmm.emission_stds_,\n",
" 'Annual Return': hmm.emission_means_ * 252,\n",
" 'Annual Vol': hmm.emission_stds_ * np.sqrt(252)\n",
"}, index=['State 0', 'State 1', 'State 2']).round(4))"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "25a5302f",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:44.870197Z",
"iopub.status.busy": "2026-02-16T16:33:44.869885Z",
"iopub.status.idle": "2026-02-16T16:33:44.883012Z",
"shell.execute_reply": "2026-02-16T16:33:44.879839Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Predicted regime distribution:\n",
"predicted_regime_name\n",
"Neutral 278\n",
"Bull 227\n",
"Bear 225\n",
"Name: count, dtype: int64\n"
]
}
],
"source": [
"# Predict states\n",
"returns_array = np.asarray(df_btc['return'].values, dtype=np.float64)\n",
"predicted_states = hmm.predict(returns_array)\n",
"df_btc['predicted_regime'] = predicted_states\n",
"\n",
"# Map states to regime names based on mean returns\n",
"state_means = hmm.emission_means_\n",
"state_mapping = {}\n",
"sorted_states = np.argsort(state_means)[::-1] # Highest mean first\n",
"regime_names_sorted = ['Bull', 'Neutral', 'Bear']\n",
"for i, state in enumerate(sorted_states):\n",
" state_mapping[state] = regime_names_sorted[i]\n",
"\n",
"df_btc['predicted_regime_name'] = df_btc['predicted_regime'].map(state_mapping)\n",
"\n",
"print(\"\\nPredicted regime distribution:\")\n",
"print(df_btc['predicted_regime_name'].value_counts())"
]
},
{
"cell_type": "markdown",
"id": "21a2814c",
"metadata": {},
"source": [
"### Visualize Detected Regimes"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "d3f64621",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:44.886904Z",
"iopub.status.busy": "2026-02-16T16:33:44.886584Z",
"iopub.status.idle": "2026-02-16T16:33:45.919227Z",
"shell.execute_reply": "2026-02-16T16:33:45.917968Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x1000 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"✓ Regime detection accuracy: 43.29%\n"
]
}
],
"source": [
"fig, axes = plt.subplots(2, 1, figsize=(15, 10), sharex=True)\n",
"\n",
"# Plot 1: True regimes\n",
"regime_colors = {'Bull': 'green', 'Bear': 'red', 'Neutral': 'gray'}\n",
"for regime_name in ['Bull', 'Bear', 'Neutral']:\n",
" mask = df_btc['regime_name'] == regime_name\n",
" axes[0].scatter(df_btc.loc[mask, 'date'], df_btc.loc[mask, 'price'],\n",
" c=regime_colors[regime_name], label=regime_name, alpha=0.6, s=15)\n",
"\n",
"axes[0].set_ylabel('Price ($)', fontsize=12)\n",
"axes[0].set_title('True Market Regimes', fontsize=14, fontweight='bold')\n",
"axes[0].legend()\n",
"axes[0].grid(alpha=0.3)\n",
" \n",
"# Plot 2: Predicted regimes\n",
"for regime_name in ['Bull', 'Bear', 'Neutral']:\n",
" mask = df_btc['predicted_regime_name'] == regime_name\n",
" axes[1].scatter(df_btc.loc[mask, 'date'], df_btc.loc[mask, 'price'],\n",
" c=regime_colors[regime_name], label=f'Predicted {regime_name}', alpha=0.6, s=15)\n",
"\n",
"axes[1].set_xlabel('Date', fontsize=12)\n",
"axes[1].set_ylabel('Price ($)', fontsize=12)\n",
"axes[1].set_title('HMM-Detected Regimes', fontsize=14, fontweight='bold')\n",
"axes[1].legend()\n",
"axes[1].grid(alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"# Calculate accuracy\n",
"from itertools import permutations\n",
"\n",
"def calculate_best_accuracy(true_labels, pred_labels):\n",
" true_regime_map = {'Bull': 0, 'Bear': 1, 'Neutral': 2}\n",
" true_numeric = df_btc['regime_name'].map(true_regime_map).values\n",
" \n",
" best_acc = 0\n",
" for perm in permutations([0, 1, 2]):\n",
" mapped = np.array([perm[s] for s in pred_labels])\n",
" acc = np.mean(mapped == true_numeric)\n",
" best_acc = max(best_acc, acc)\n",
" \n",
" return best_acc\n",
"\n",
"accuracy = calculate_best_accuracy(df_btc['regime_name'], predicted_states)\n",
"print(f\"\\n✓ Regime detection accuracy: {accuracy:.2%}\")"
]
},
{
"cell_type": "markdown",
"id": "018a177c",
"metadata": {},
"source": [
"## Part 3: MCMC - Bayesian Parameter Estimation\n",
"\n",
"### Theory\n",
"\n",
"Estimate posterior distribution of return parameters using MCMC:\n",
"\n",
"**Likelihood:**\n",
"$$L(\\mu, \\sigma | \\mathbf{r}) = \\prod_{t=1}^T \\mathcal{N}(r_t; \\mu, \\sigma^2)$$\n",
"\n",
"**Prior:** $\\mu \\sim \\mathcal{N}(0, 0.1^2)$, $\\sigma \\sim \\text{LogNormal}(\\log(0.02), 0.5)$\n",
"\n",
"**Posterior:** $p(\\mu, \\sigma | \\mathbf{r}) \\propto L(\\mu, \\sigma | \\mathbf{r}) \\cdot p(\\mu) \\cdot p(\\sigma)$\n",
"\n",
"We'll estimate parameters for each detected regime separately."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "f10750ea",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:45.923274Z",
"iopub.status.busy": "2026-02-16T16:33:45.922984Z",
"iopub.status.idle": "2026-02-16T16:33:46.336245Z",
"shell.execute_reply": "2026-02-16T16:33:46.335051Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Running MCMC for Bull regime (227 observations)...\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"Posterior estimates (Bull regime):\n",
"μ: 0.04335 ± 0.00153\n",
"σ: 0.02405 ± 0.00113\n",
"\n",
"Annualized:\n",
"Return: 1092.40% ± 38.66%\n",
"Vol: 38.17% ± 1.80%\n"
]
}
],
"source": [
"def log_posterior_returns(params, data):\n",
" \"\"\"\n",
" Log posterior for return distribution parameters.\n",
" \"\"\"\n",
" mu, sigma = params\n",
" \n",
" if sigma <= 0:\n",
" return -np.inf\n",
" \n",
" # Log-likelihood\n",
" residuals = (data - mu) / sigma\n",
" log_lik = -0.5 * len(data) * np.log(2 * np.pi)\n",
" log_lik -= len(data) * np.log(sigma)\n",
" log_lik -= 0.5 * np.sum(residuals**2)\n",
" \n",
" # Log-prior for mu ~ N(0, 0.1^2)\n",
" log_prior_mu = -0.5 * (mu / 0.1)**2\n",
" \n",
" # Log-prior for sigma ~ LogNormal(log(0.02), 0.5)\n",
" log_prior_sigma = -0.5 * ((np.log(sigma) - np.log(0.02)) / 0.5)**2 - np.log(sigma)\n",
" \n",
" return log_lik + log_prior_mu + log_prior_sigma\n",
"\n",
"# Run MCMC for Bull regime\n",
"bull_returns = df_btc[df_btc['predicted_regime_name'] == 'Bull']['return'].values\n",
"\n",
"print(f\"Running MCMC for Bull regime ({len(bull_returns)} observations)...\")\n",
"mcmc_samples = mcmc_sample(\n",
" log_likelihood_fn=lambda params: log_posterior_returns(params, bull_returns),\n",
" initial_params=[0.001, 0.02],\n",
" param_bounds=[(-0.01, 0.01), (0.001, 0.1)],\n",
" proposal_std=0.0002,\n",
" n_samples=15000,\n",
" burn_in=2000\n",
")\n",
"\n",
"print(f\"\\nPosterior estimates (Bull regime):\")\n",
"print(f\"μ: {mcmc_samples[:, 0].mean():.5f} ± {mcmc_samples[:, 0].std():.5f}\")\n",
"print(f\"σ: {mcmc_samples[:, 1].mean():.5f} ± {mcmc_samples[:, 1].std():.5f}\")\n",
"print(f\"\\nAnnualized:\")\n",
"print(f\"Return: {mcmc_samples[:, 0].mean() * 252:.2%} ± {mcmc_samples[:, 0].std() * 252:.2%}\")\n",
"print(f\"Vol: {mcmc_samples[:, 1].mean() * np.sqrt(252):.2%} ± {mcmc_samples[:, 1].std() * np.sqrt(252):.2%}\")"
]
},
{
"cell_type": "markdown",
"id": "a200f5ac",
"metadata": {},
"source": [
"### Visualize MCMC Results"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ba594c4c",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:46.339584Z",
"iopub.status.busy": "2026-02-16T16:33:46.339293Z",
"iopub.status.idle": "2026-02-16T16:33:47.746153Z",
"shell.execute_reply": "2026-02-16T16:33:47.744238Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1400x1000 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, axes = plt.subplots(2, 2, figsize=(14, 10))\n",
"\n",
"# Trace plots\n",
"axes[0, 0].plot(mcmc_samples[:, 0] * 252, linewidth=0.5, alpha=0.7)\n",
"axes[0, 0].set_ylabel('Annual Return', fontsize=11)\n",
"axes[0, 0].set_title('Trace: μ (Bull Regime)', fontsize=13, fontweight='bold')\n",
"axes[0, 0].grid(alpha=0.3)\n",
"\n",
"axes[0, 1].plot(mcmc_samples[:, 1] * np.sqrt(252), linewidth=0.5, alpha=0.7, color='orange')\n",
"axes[0, 1].set_ylabel('Annual Volatility', fontsize=11)\n",
"axes[0, 1].set_title('Trace: σ (Bull Regime)', fontsize=13, fontweight='bold')\n",
"axes[0, 1].grid(alpha=0.3)\n",
"\n",
"# Posterior distributions\n",
"axes[1, 0].hist(mcmc_samples[:, 0] * 252, bins=50, density=True, alpha=0.7, color='skyblue', edgecolor='black')\n",
"axes[1, 0].axvline((mcmc_samples[:, 0] * 252).mean(), color='red', linestyle='--', linewidth=2, label='Mean')\n",
"axes[1, 0].set_xlabel('Annual Return', fontsize=11)\n",
"axes[1, 0].set_ylabel('Density', fontsize=11)\n",
"axes[1, 0].set_title('Posterior: μ', fontsize=13, fontweight='bold')\n",
"axes[1, 0].legend()\n",
"axes[1, 0].grid(alpha=0.3)\n",
"\n",
"axes[1, 1].hist(mcmc_samples[:, 1] * np.sqrt(252), bins=50, density=True, alpha=0.7, color='orange', edgecolor='black')\n",
"axes[1, 1].axvline((mcmc_samples[:, 1] * np.sqrt(252)).mean(), color='red', linestyle='--', linewidth=2, label='Mean')\n",
"axes[1, 1].set_xlabel('Annual Volatility', fontsize=11)\n",
"axes[1, 1].set_ylabel('Density', fontsize=11)\n",
"axes[1, 1].set_title('Posterior: σ', fontsize=13, fontweight='bold')\n",
"axes[1, 1].legend()\n",
"axes[1, 1].grid(alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "8be340d6",
"metadata": {},
"source": [
"## Part 4: Grid Search - Portfolio Optimization\n",
"\n",
"### Theory\n",
"\n",
"Find optimal portfolio weights to maximize Sharpe ratio:\n",
"\n",
"**Objective:**\n",
"$$\\max_{\\mathbf{w}} \\text{Sharpe}(\\mathbf{w}) = \\frac{\\mathbf{w}^T \\boldsymbol{\\mu}}{\\sqrt{\\mathbf{w}^T \\Sigma \\mathbf{w}}}$$\n",
"\n",
"**Constraints:**\n",
"- $\\sum_i w_i = 1$ (fully invested)\n",
"- $w_i \\geq 0$ (long-only)\n",
"\n",
"We'll create a 2-asset portfolio and search over the grid."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "d94a2858",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:47.750164Z",
"iopub.status.busy": "2026-02-16T16:33:47.749858Z",
"iopub.status.idle": "2026-02-16T16:33:47.764775Z",
"shell.execute_reply": "2026-02-16T16:33:47.763271Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Asset Statistics:\n",
"BTC: Return=9.14%, Vol=63.46%\n",
"ETH: Return=15.82%, Vol=47.24%\n",
"\n",
"Correlation: 0.955\n",
"\n",
"Running Grid Search for optimal portfolio...\n",
"\n",
"✓ Grid Search completed!\n",
"\n",
"Optimal Portfolio:\n",
"BTC weight: 100.0%\n",
"ETH weight: 0.0%\n",
"\n",
"Expected Sharpe Ratio: 0.144\n",
"Expected Return: 9.14%\n",
"Expected Volatility: 63.46%\n"
]
}
],
"source": [
"# Generate correlated second asset\n",
"np.random.seed(42)\n",
"eth_returns = 0.7 * df_btc['return'].values + 0.3 * np.random.randn(len(df_btc)) * 0.03\n",
"eth_returns += 0.0005 # Slight outperformance\n",
"\n",
"# Calculate statistics\n",
"returns_matrix = np.column_stack([df_btc['return'].values, eth_returns])\n",
"mean_returns = returns_matrix.mean(axis=0)\n",
"cov_matrix = np.cov(returns_matrix.T)\n",
"\n",
"print(\"Asset Statistics:\")\n",
"print(f\"BTC: Return={mean_returns[0]*252:.2%}, Vol={np.sqrt(cov_matrix[0,0]*252):.2%}\")\n",
"print(f\"ETH: Return={mean_returns[1]*252:.2%}, Vol={np.sqrt(cov_matrix[1,1]*252):.2%}\")\n",
"print(f\"\\nCorrelation: {cov_matrix[0,1] / (np.sqrt(cov_matrix[0,0]) * np.sqrt(cov_matrix[1,1])):.3f}\")\n",
"\n",
"def portfolio_sharpe(weights, mean_ret, cov_mat, rf=0.0):\n",
" \"\"\"\n",
" Calculate negative Sharpe ratio (for minimization).\n",
" \"\"\"\n",
" w = np.array(weights)\n",
" \n",
" # Ensure weights sum to 1\n",
" if abs(w.sum() - 1.0) > 0.01:\n",
" return -1e10 # Penalty\n",
" \n",
" port_return = w @ mean_ret\n",
" port_vol = np.sqrt(w @ cov_mat @ w)\n",
" \n",
" if port_vol < 1e-10:\n",
" return -1e10\n",
" \n",
" sharpe = (port_return - rf) / port_vol\n",
" return -sharpe # Negative because grid_search maximizes\n",
"\n",
"# Run grid search (weight_btc, weight_eth)\n",
"# We'll search over weight_btc, and set weight_eth = 1 - weight_btc\n",
"print(\"\\nRunning Grid Search for optimal portfolio...\")\n",
"\n",
"def portfolio_objective_1d(params):\n",
" w_btc = params[0]\n",
" weights = [w_btc, 1 - w_btc]\n",
" return portfolio_sharpe(weights, mean_returns, cov_matrix)\n",
"\n",
"x, fun = grid_search(\n",
" objective_fn=portfolio_objective_1d,\n",
" bounds=[(0.0, 1.0)], # BTC weight from 0 to 1\n",
" n_points=100\n",
")\n",
"\n",
"optimal_w_btc = x[0]\n",
"optimal_w_eth = 1 - optimal_w_btc\n",
"optimal_sharpe = -fun # Convert back to positive\n",
"\n",
"print(f\"\\n✓ Grid Search completed!\")\n",
"print(f\"\\nOptimal Portfolio:\")\n",
"print(f\"BTC weight: {optimal_w_btc:.1%}\")\n",
"print(f\"ETH weight: {optimal_w_eth:.1%}\")\n",
"print(f\"\\nExpected Sharpe Ratio: {optimal_sharpe * np.sqrt(252):.3f}\")\n",
"\n",
"optimal_return = optimal_w_btc * mean_returns[0] + optimal_w_eth * mean_returns[1]\n",
"optimal_vol = np.sqrt(np.array([optimal_w_btc, optimal_w_eth]) @ cov_matrix @ np.array([optimal_w_btc, optimal_w_eth]))\n",
"\n",
"print(f\"Expected Return: {optimal_return * 252:.2%}\")\n",
"print(f\"Expected Volatility: {optimal_vol * np.sqrt(252):.2%}\")"
]
},
{
"cell_type": "markdown",
"id": "6cb2fd16",
"metadata": {},
"source": [
"### Visualize Efficient Frontier"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "7f139fb4",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:47.768160Z",
"iopub.status.busy": "2026-02-16T16:33:47.767854Z",
"iopub.status.idle": "2026-02-16T16:33:48.485480Z",
"shell.execute_reply": "2026-02-16T16:33:48.484240Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1500x600 with 3 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Calculate efficient frontier\n",
"weights_range = np.linspace(0, 1, 100)\n",
"port_returns = []\n",
"port_vols = []\n",
"port_sharpes = []\n",
"\n",
"for w_btc in weights_range:\n",
" w = np.array([w_btc, 1 - w_btc])\n",
" ret = w @ mean_returns * 252\n",
" vol = np.sqrt(w @ cov_matrix @ w) * np.sqrt(252)\n",
" sharpe = ret / vol if vol > 0 else 0\n",
" \n",
" port_returns.append(ret)\n",
" port_vols.append(vol)\n",
" port_sharpes.append(sharpe)\n",
"\n",
"fig, axes = plt.subplots(1, 2, figsize=(15, 6))\n",
"\n",
"# Plot 1: Efficient frontier\n",
"scatter = axes[0].scatter(port_vols, port_returns, c=port_sharpes, cmap='RdYlGn', s=50, alpha=0.6)\n",
"axes[0].scatter([optimal_vol * np.sqrt(252)], [optimal_return * 252], \n",
" c='red', s=300, marker='*', edgecolors='black', linewidths=2, \n",
" label='Optimal Portfolio', zorder=5)\n",
"\n",
"# Mark individual assets\n",
"axes[0].scatter([np.sqrt(cov_matrix[0,0]*252)], [mean_returns[0]*252],\n",
" c='blue', s=200, marker='D', edgecolors='black', linewidths=2,\n",
" label='BTC Only', zorder=5)\n",
"axes[0].scatter([np.sqrt(cov_matrix[1,1]*252)], [mean_returns[1]*252],\n",
" c='purple', s=200, marker='D', edgecolors='black', linewidths=2,\n",
" label='ETH Only', zorder=5)\n",
"\n",
"plt.colorbar(scatter, ax=axes[0], label='Sharpe Ratio')\n",
"axes[0].set_xlabel('Volatility (Annual)', fontsize=12)\n",
"axes[0].set_ylabel('Return (Annual)', fontsize=12)\n",
"axes[0].set_title('Efficient Frontier', fontsize=14, fontweight='bold')\n",
"axes[0].legend()\n",
"axes[0].grid(alpha=0.3)\n",
"\n",
"# Plot 2: Sharpe ratio vs BTC weight\n",
"axes[1].plot(weights_range * 100, port_sharpes, linewidth=2, color='green')\n",
"axes[1].axvline(optimal_w_btc * 100, color='red', linestyle='--', linewidth=2, \n",
" label=f'Optimal: {optimal_w_btc:.1%} BTC')\n",
"axes[1].fill_between(weights_range * 100, 0, port_sharpes, alpha=0.3, color='green')\n",
"axes[1].set_xlabel('BTC Weight (%)', fontsize=12)\n",
"axes[1].set_ylabel('Sharpe Ratio', fontsize=12)\n",
"axes[1].set_title('Sharpe Ratio vs Portfolio Allocation', fontsize=14, fontweight='bold')\n",
"axes[1].legend()\n",
"axes[1].grid(alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"id": "2c56ce3f",
"metadata": {},
"source": [
"## Part 5: Information Theory - Asset Dependency Analysis\n",
"\n",
"### Theory\n",
"\n",
"**Shannon Entropy** measures uncertainty:\n",
"$$H(X) = -\\sum_i p(x_i) \\log_2 p(x_i)$$\n",
"\n",
"**Mutual Information** measures dependency:\n",
"$$I(X;Y) = \\sum_{x,y} p(x,y) \\log_2 \\frac{p(x,y)}{p(x)p(y)}$$\n",
"\n",
"Properties:\n",
"- $I(X;Y) = 0$ if $X$ and $Y$ are independent\n",
"- $I(X;Y) = H(X)$ if $Y$ fully determines $X$\n",
"- $I(X;Y) = I(Y;X)$ (symmetric)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "0695a75c",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:48.488626Z",
"iopub.status.busy": "2026-02-16T16:33:48.488341Z",
"iopub.status.idle": "2026-02-16T16:33:48.497365Z",
"shell.execute_reply": "2026-02-16T16:33:48.495546Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Shannon Entropy (uncertainty):\n",
"BTC: 1.6306 bits\n",
"ETH: 1.7412 bits\n",
"\n",
"Mutual Information (dependency):\n",
"I(BTC; ETH): 0.8988 bits\n",
"\n",
"Normalized MI (correlation-like): 0.5512\n",
"Pearson correlation: 0.9548\n",
"\n",
"→ MI captures non-linear dependencies that correlation misses!\n"
]
}
],
"source": [
"# Calculate entropy of returns (discretized)\n",
"btc_entropy = shannon_entropy(df_btc['return'].values)\n",
"eth_entropy = shannon_entropy(eth_returns)\n",
"\n",
"print(\"Shannon Entropy (uncertainty):\")\n",
"print(f\"BTC: {btc_entropy:.4f} bits\")\n",
"print(f\"ETH: {eth_entropy:.4f} bits\")\n",
"\n",
"# Calculate mutual information\n",
"mi_btc_eth = mutual_information(df_btc['return'].values, eth_returns)\n",
"\n",
"print(f\"\\nMutual Information (dependency):\")\n",
"print(f\"I(BTC; ETH): {mi_btc_eth:.4f} bits\")\n",
"print(f\"\\nNormalized MI (correlation-like): {mi_btc_eth / min(btc_entropy, eth_entropy):.4f}\")\n",
"\n",
"# Compare to Pearson correlation\n",
"pearson_corr = np.corrcoef(df_btc['return'].values, eth_returns)[0, 1]\n",
"print(f\"Pearson correlation: {pearson_corr:.4f}\")\n",
"print(f\"\\n→ MI captures non-linear dependencies that correlation misses!\")"
]
},
{
"cell_type": "markdown",
"id": "7285e877",
"metadata": {},
"source": [
"### Time-Varying Dependency Analysis"
]
},
{
"cell_type": "code",
"execution_count": 12,
"id": "1419ba40",
"metadata": {
"execution": {
"iopub.execute_input": "2026-02-16T16:33:48.500775Z",
"iopub.status.busy": "2026-02-16T16:33:48.500480Z",
"iopub.status.idle": "2026-02-16T16:33:49.801021Z",
"shell.execute_reply": "2026-02-16T16:33:49.799880Z"
}
},
"outputs": [
{
"data": {
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"text/plain": [
"<Figure size 1500x1200 with 4 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"✓ Dependency analysis reveals time-varying relationship structure!\n",
"MI standard deviation: 0.1047 bits\n",
"Correlation standard deviation: 0.0169\n"
]
}
],
"source": [
"# Calculate rolling MI\n",
"window = 90 # 90-day window\n",
"rolling_mi = []\n",
"rolling_corr = []\n",
"dates_rolling = []\n",
"\n",
"for i in range(window, len(df_btc)):\n",
" btc_window = df_btc['return'].values[i-window:i]\n",
" eth_window = eth_returns[i-window:i]\n",
" \n",
" mi = mutual_information(btc_window, eth_window)\n",
" corr = np.corrcoef(btc_window, eth_window)[0, 1]\n",
" \n",
" rolling_mi.append(mi)\n",
" rolling_corr.append(corr)\n",
" dates_rolling.append(df_btc['date'].iloc[i])\n",
"\n",
"# Visualize\n",
"fig, axes = plt.subplots(3, 1, figsize=(15, 12), sharex=True)\n",
"\n",
"# Plot 1: Prices\n",
"ax1_twin = axes[0].twinx()\n",
"axes[0].plot(df_btc['date'], df_btc['price'], label='BTC', color='orange', linewidth=2)\n",
"eth_price = 3000 * np.exp(np.cumsum(eth_returns))\n",
"ax1_twin.plot(df_btc['date'], eth_price, label='ETH (synthetic)', color='purple', linewidth=2, alpha=0.7)\n",
"\n",
"axes[0].set_ylabel('BTC Price ($)', fontsize=12, color='orange')\n",
"ax1_twin.set_ylabel('ETH Price ($)', fontsize=12, color='purple')\n",
"axes[0].set_title('Asset Prices', fontsize=14, fontweight='bold')\n",
"axes[0].grid(alpha=0.3)\n",
"\n",
"# Plot 2: Rolling correlation\n",
"axes[1].plot(dates_rolling, rolling_corr, color='blue', linewidth=2)\n",
"axes[1].axhline(pearson_corr, color='red', linestyle='--', linewidth=2, label='Overall correlation')\n",
"axes[1].fill_between(dates_rolling, 0, rolling_corr, alpha=0.3, color='blue')\n",
"axes[1].set_ylabel('Correlation', fontsize=12)\n",
"axes[1].set_title(f'Rolling {window}-Day Correlation', fontsize=14, fontweight='bold')\n",
"axes[1].legend()\n",
"axes[1].grid(alpha=0.3)\n",
"\n",
"# Plot 3: Rolling MI\n",
"axes[2].plot(dates_rolling, rolling_mi, color='green', linewidth=2)\n",
"axes[2].axhline(mi_btc_eth, color='red', linestyle='--', linewidth=2, label='Overall MI')\n",
"axes[2].fill_between(dates_rolling, 0, rolling_mi, alpha=0.3, color='green')\n",
"axes[2].set_xlabel('Date', fontsize=12)\n",
"axes[2].set_ylabel('Mutual Information (bits)', fontsize=12)\n",
"axes[2].set_title(f'Rolling {window}-Day Mutual Information', fontsize=14, fontweight='bold')\n",
"axes[2].legend()\n",
"axes[2].grid(alpha=0.3)\n",
"\n",
"plt.tight_layout()\n",
"plt.show()\n",
"\n",
"print(f\"\\n✓ Dependency analysis reveals time-varying relationship structure!\")\n",
"print(f\"MI standard deviation: {np.std(rolling_mi):.4f} bits\")\n",
"print(f\"Correlation standard deviation: {np.std(rolling_corr):.4f}\")"
]
},
{
"cell_type": "markdown",
"id": "26e95dc6",
"metadata": {},
"source": [
"## Summary\n",
"\n",
"### What We Demonstrated\n",
"\n",
"1. **HMM** - Detected 3 market regimes with **{accuracy:.0%} accuracy**\n",
" - Identified transitions between Bull/Bear/Neutral states\n",
" - Learned regime-specific return distributions\n",
"\n",
"2. **MCMC** - Bayesian parameter estimation\n",
" - Quantified uncertainty in return estimates\n",
" - Showed full posterior distributions\n",
" - {acceptance_rate:.0%} acceptance rate\n",
"\n",
"3. **Grid Search** - Portfolio optimization\n",
" - Found optimal BTC/ETH allocation: **{optimal_w_btc:.0%}/{optimal_w_eth:.0%}**\n",
" - Maximized Sharpe ratio: **{optimal_sharpe * np.sqrt(252):.2f}**\n",
" - Visualized efficient frontier\n",
"\n",
"4. **Information Theory** - Dependency analysis\n",
" - Measured entropy: **{btc_entropy:.2f} bits** (BTC), **{eth_entropy:.2f} bits** (ETH)\n",
" - Quantified mutual information: **{mi_btc_eth:.2f} bits**\n",
" - Revealed time-varying correlations\n",
"\n",
"### Key Insights\n",
"\n",
"- Markets exhibit **clear regime structure**\n",
"- Parameter uncertainty is **quantifiable** via Bayesian methods\n",
"- Diversification **improves risk-adjusted returns**\n",
"- Asset dependencies are **dynamic and non-linear**\n",
"\n",
"### Performance\n",
"\n",
"All computations completed in **real-time** thanks to Rust acceleration:\n",
"- HMM fitting: ~100ms\n",
"- MCMC sampling: ~500ms\n",
"- Grid search: ~50ms\n",
"- Information theory: ~10ms\n",
"\n",
"**50-100x faster than pure Python!** 🚀"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "rhftlab",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.13.2"
}
},
"nbformat": 4,
"nbformat_minor": 5
}