{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "cell-0", "metadata": {}, "outputs": [], "source": [ "import os\n", "os.environ[\"CUDA_DEVICE_ORDER\"] = \"PCI_BUS_ID\"\n", "os.environ[\"CUDA_VISIBLE_DEVICES\"] = \"0\"\n", "os.environ[\"XLA_PYTHON_CLIENT_PREALLOCATE\"] = \"false\"\n", "os.environ[\"XLA_PYTHON_CLIENT_ALLOCATOR\"] = \"platform\"\n", "\n", "import jax\n", "jax.config.update('jax_default_device', 'cpu')\n", "jax.config.update('jax_default_matmul_precision', 'highest')" ] }, { "cell_type": "code", "execution_count": 2, "id": "cell-1", "metadata": {}, "outputs": [], "source": [ "import jax.numpy as jnp\n", "import jax.random as jr\n", "import jax.tree_util as jtu\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "\n", "from functools import partial\n", "from jax import vmap\n", "from scipy.linalg import orthogonal_procrustes, solve\n", "\n", "from sppcax.distributions import MultivariateNormalInverseGamma as MVNIG, MultivariateNormal\n", "\n", "from sppcax.models import BayesianDynamicFactorAnalysis as BDFA\n", "from sppcax.models.dynamic_factor_analysis import (\n", " ParamsLGSSM, ParamsLGSSMInitial,\n", ")\n", "from sppcax.inference.utils import ParamsLGSSMVB\n", "from dynamax.linear_gaussian_ssm import parallel_lgssm_smoother" ] }, { "cell_type": "markdown", "id": "cell-2", "metadata": {}, "source": [ "# Testing PX-VBEM for Dynamic Factor Analysis\n", "\n", "This notebook tests the **Parameter-Expanded VBEM (PX-VBEM)** algorithm\n", "applied to Bayesian Dynamic Factor Analysis (DFA).\n", "\n", "The PX-VB rotation matrix $\\mathbf{R}$ is found by numerically minimizing\n", "the full objective $\\mathbb{E}_q[-\\ln p(\\tilde{\\mathbf{H}}, \\tilde{\\mathbf{F}}, \\tilde{\\mathbf{x}} \\mid \\mathbf{R})]$\n", "using gradient descent with Anderson acceleration (m=1).\n", "\n", "The rotation $\\mathbf{R}$ transforms posteriors as:\n", "- **Emissions:** $\\tilde{\\mathbf{H}} = \\mathbf{H} \\mathbf{R}_\\text{block}$ where $\\mathbf{R}_\\text{block} = \\text{blkdiag}(\\mathbf{R}, \\mathbf{I})$\n", "- **Dynamics:** $\\tilde{\\mathbf{F}} = \\mathbf{R}^{-1} \\mathbf{F} \\mathbf{R}_\\text{block}$\n", "- **Initial:** $\\tilde{\\boldsymbol{\\mu}}_0 = \\mathbf{R}^{-1} \\boldsymbol{\\mu}_0$,\n", " $\\tilde{\\boldsymbol{\\Sigma}}_0 = \\mathbf{R}^{-1} \\boldsymbol{\\Sigma}_0 \\mathbf{R}^{-\\top}$\n", "- **Process noise:** $\\mathbf{Q} = \\mathbf{I}$ (kept fixed)" ] }, { "cell_type": "markdown", "id": "cell-3", "metadata": {}, "source": [ "## 1. Generate Synthetic DFA Data" ] }, { "cell_type": "code", "execution_count": 3, "id": "cell-4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "y_obs shape: (200, 20), H_true shape: (20, 2)\n", "F_true eigenvalues: [0.8227241+0.475j 0.8227241-0.475j]\n", "H_true sparsity: 42.5% zeros\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Data dimensions\n", "T = 200 # time steps\n", "D = 20 # features\n", "K = 2 # latent components\n", "\n", "key = jr.PRNGKey(137)\n", "\n", "# True dynamics: damped 2D rotation\n", "theta = jnp.pi / 6\n", "rho = 0.95\n", "F_true = rho * jnp.array([[jnp.cos(theta), -jnp.sin(theta)],\n", " [jnp.sin(theta), jnp.cos(theta)]])\n", "Q_true = jnp.eye(K)\n", "\n", "# True sparse loading matrix\n", "key, k1, k2 = jr.split(key, 3)\n", "H_true = jr.normal(k1, (D, K)) * jr.bernoulli(k2, p=0.5, shape=(D, K))\n", "\n", "# True diagonal noise covariance\n", "key, k1 = jr.split(key)\n", "R_true_diag = jr.uniform(k1, (D,), minval=0.25, maxval=1.0)\n", "R_true = jnp.diag(R_true_diag)\n", "\n", "# Initial state\n", "mu0_true = jnp.zeros(K)\n", "Sigma0_true = jnp.eye(K)\n", "\n", "# Generate latent states and observations\n", "z_true = jnp.zeros((T, K))\n", "y_obs = jnp.zeros((T, D))\n", "\n", "key, k1, k2 = jr.split(key, 3)\n", "z_curr = jr.multivariate_normal(k1, mu0_true, Sigma0_true)\n", "z_true = z_true.at[0].set(z_curr)\n", "y_obs = y_obs.at[0].set(jr.multivariate_normal(k2, H_true @ z_curr, R_true))\n", "\n", "for t in range(1, T):\n", " key, k1, k2 = jr.split(key, 3)\n", " z_curr = jr.multivariate_normal(k1, F_true @ z_curr, Q_true)\n", " z_true = z_true.at[t].set(z_curr)\n", " y_obs = y_obs.at[t].set(jr.multivariate_normal(k2, H_true @ z_curr, R_true))\n", "\n", "print(f\"y_obs shape: {y_obs.shape}, H_true shape: {H_true.shape}\")\n", "print(f\"F_true eigenvalues: {jnp.linalg.eigvals(F_true)}\")\n", "print(f\"H_true sparsity: {jnp.isclose(H_true, 0.).mean():.1%} zeros\")\n", "\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 4))\n", "axes[0].plot(z_true[:, 0], z_true[:, 1], alpha=0.5, lw=0.5)\n", "axes[0].set_xlabel('$z_1$'); axes[0].set_ylabel('$z_2$')\n", "axes[0].set_title('Latent Phase Portrait')\n", "axes[0].set_aspect('equal')\n", "sns.heatmap(y_obs[:100], ax=axes[1], cmap='RdBu_r', center=0)\n", "axes[1].set_title('Observations (first 100)')\n", "sns.heatmap(H_true, ax=axes[2], cmap='RdBu_r', center=0)\n", "axes[2].set_title('True Loading Matrix H')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "cell-11", "metadata": {}, "source": [ "## 2. Experiments Without BMR" ] }, { "cell_type": "code", "execution_count": 4, "id": "cell-12", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EM final ELBO: -5607.1\n", "PX-EM final ELBO: -5361.8\n", "VBEM final ELBO: -5638.9\n", "PX-VBEM final ELBO: -5414.5\n" ] } ], "source": [ "NUM_ITERS = 20\n", "\n", "# --- Standard EM ---\n", "model = BDFA(2 * K, D, use_px=False)\n", "key, k1, k2 = jr.split(key, 3)\n", "params_init, props = model.initialize(k1)\n", "params_em, elbos_em = model.fit_em(params_init, props, y_obs, k2, num_iters=NUM_ITERS)\n", "print(f\"EM final ELBO: {elbos_em[-1]:.1f}\")\n", "\n", "# --- PX-EM ---\n", "model_px = BDFA(2 * K, D, use_px=True)\n", "params_pxl, elbos_pxl = model_px.fit_em(params_init, props, y_obs, k2, num_iters=NUM_ITERS)\n", "print(f\"PX-EM final ELBO: {elbos_pxl[-1]:.1f}\")\n", "\n", "# --- Standard VBEM ---\n", "model = BDFA(2 * K, D, use_px=False)\n", "key, k1, k2 = jr.split(key, 3)\n", "params_vbem_init, props_vbem = model.initialize(k1, variational_bayes=True)\n", "params_vbem, elbos_vbem = model.fit_vbem(params_vbem_init, props_vbem, y_obs, k2, num_iters=NUM_ITERS)\n", "print(f\"VBEM final ELBO: {elbos_vbem[-1]:.1f}\")\n", "\n", "# --- PX-VBEM ---\n", "model_px = BDFA(2 * K, D, use_px=True)\n", "params_pxl_vb, elbos_pxl_vb = model_px.fit_vbem(params_vbem_init, props_vbem, y_obs, k2, num_iters=NUM_ITERS)\n", "print(f\"PX-VBEM final ELBO: {elbos_pxl_vb[-1]:.1f}\")" ] }, { "cell_type": "markdown", "id": "cell-13", "metadata": {}, "source": [ "### Convergence Comparison (No BMR)" ] }, { "cell_type": "code", "execution_count": 5, "id": "cell-14", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "ax = axes[0]\n", "ax.plot(elbos_em[1:], label='EM', alpha=0.8)\n", "ax.plot(elbos_pxl[1:], label='PX-EM', alpha=0.8)\n", "ax.plot(elbos_vbem[1:], label='VBEM', alpha=0.8)\n", "ax.plot(elbos_pxl_vb[1:], label='PX-VBEM', alpha=0.8)\n", "ax.set_xlabel('Iteration')\n", "ax.set_ylabel('ELBO')\n", "ax.set_title('ELBO Convergence (No BMR)')\n", "ax.legend()\n", "ax.grid(True, alpha=0.3)\n", "\n", "ax = axes[1]\n", "ax.plot(elbos_em[1:20], label='EM', alpha=0.8)\n", "ax.plot(elbos_pxl[1:20], label='PX-EM', alpha=0.8)\n", "ax.plot(elbos_vbem[1:20], label='VBEM', alpha=0.8)\n", "ax.plot(elbos_pxl_vb[1:20], label='PX-VBEM', alpha=0.8)\n", "ax.set_xlabel('Iteration')\n", "ax.set_ylabel('ELBO')\n", "ax.set_title('ELBO Convergence \\u2014 First 20 Iterations')\n", "ax.legend()\n", "ax.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "cell-15", "metadata": {}, "source": [ "### Loading Matrix & Latent State Recovery (No BMR)" ] }, { "cell_type": "code", "execution_count": 6, "id": "cell-16", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def procrustes_similarity(H_est, H_true):\n", " \"\"\"Align H_est to H_true via orthogonal Procrustes.\n", " \n", " Handles different number of columns by zero-padding.\n", " Returns aligned H_est and Frobenius disparity.\n", " \"\"\"\n", " D, K_est = H_est.shape\n", " K_true = H_true.shape[1]\n", " K_max = max(K_est, K_true)\n", "\n", " A = jnp.pad(H_est, [(0, 0), (0, K_max - K_est)]) if K_est < K_max else H_est\n", " B = jnp.pad(H_true, [(0, 0), (0, K_max - K_true)]) if K_true < K_max else H_true\n", "\n", " R, _ = orthogonal_procrustes(A, B)\n", " H_aligned = A @ R\n", " disparity = jnp.linalg.norm(H_aligned - B, 'fro')\n", " return H_aligned, float(disparity), R\n", "\n", "\n", "results_no_bmr = {\n", " 'EM': params_em,\n", " 'PX-EM': params_pxl,\n", " 'VBEM': params_vbem,\n", " 'PX-VBEM': params_pxl_vb,\n", "}\n", "\n", "# Loading recovery\n", "fig, axes = plt.subplots(1, 5, figsize=(20, 6))\n", "vmax = jnp.abs(H_true).max()\n", "\n", "sns.heatmap(jnp.pad(H_true, [(0, 0), (0, K)]), ax=axes[0], cmap='RdBu_r', center=0, vmin=-vmax, vmax=vmax)\n", "axes[0].set_title('True H')\n", "\n", "Ezs = {}\n", "procrustes_Rs = {}\n", "for idx, (name, p) in enumerate(results_no_bmr.items()):\n", " H_aligned, disparity, R = procrustes_similarity(p.emissions.weights, H_true)\n", " procrustes_Rs[name] = R\n", " sns.heatmap(H_aligned, ax=axes[idx + 1], cmap='RdBu_r', center=0, vmin=-vmax, vmax=vmax)\n", " axes[idx + 1].set_title(f'{name}\\n||.||={disparity:.2f}')\n", "\n", " post = parallel_lgssm_smoother(p, y_obs)\n", " Ezs[name] = jax.scipy.linalg.solve(R, post.smoothed_means[..., None])[..., 0]\n", "\n", "plt.suptitle('Loading Matrix Recovery (No BMR)', y=1.02)\n", "plt.tight_layout()\n", "\n", "# Transition matrix recovery: F_aligned = R^T @ F_est @ R\n", "K_true = H_true.shape[1]\n", "K_est = params_em.emissions.weights.shape[1]\n", "K_max = max(K_est, K_true)\n", "F_true_pad = jnp.pad(F_true, [(0, K_max - K_true), (0, K_max - K_true)])\n", "\n", "fig, axes = plt.subplots(1, 5, figsize=(20, 4))\n", "vmax_f = max(jnp.abs(F_true).max(), 0.5)\n", "\n", "sns.heatmap(F_true_pad, ax=axes[0], cmap='RdBu_r', center=0, vmin=-vmax_f, vmax=vmax_f, annot=True, fmt='.2f')\n", "axes[0].set_title('True F')\n", "\n", "for idx, (name, p) in enumerate(results_no_bmr.items()):\n", " R = procrustes_Rs[name]\n", " F_aligned = R.T @ p.dynamics.weights @ R\n", " err = jnp.linalg.norm(F_aligned - F_true_pad, 'fro')\n", " sns.heatmap(F_aligned, ax=axes[idx + 1], cmap='RdBu_r', center=0, vmin=-vmax_f, vmax=vmax_f, annot=True, fmt='.2f')\n", " axes[idx + 1].set_title(f'{name}\\n||.||={err:.3f}')\n", "\n", "plt.suptitle('Transition Matrix Recovery (No BMR)', y=1.02)\n", "plt.tight_layout()\n", "\n", "# Latent state recovery\n", "fig, axes = plt.subplots(K, 1, figsize=(12, 3 * K), sharex=True)\n", "name = 'PX-VBEM'\n", "for i in range(K):\n", " axes[i].plot(z_true[:, i], label=f'True $z_{i}$', ls='--', alpha=0.7)\n", " axes[i].plot(Ezs[name][:, i], label=f'{name} $E[z_{i}]$', alpha=0.7)\n", " axes[i].legend()\n", " axes[i].grid(True, alpha=0.3)\n", "axes[-1].set_xlabel('Time')\n", "plt.suptitle(f'Latent State Recovery ({name}, No BMR)')\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "cell-17", "metadata": {}, "source": [ "## 3. Experiments With BMR" ] }, { "cell_type": "code", "execution_count": 7, "id": "cell-18", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "EM+BMR final ELBO: -5412.8\n", "PX-EM+BMR final ELBO: -5243.1\n" ] } ], "source": [ "NUM_ITERS_BMR = 20\n", "use_ard = True\n", "\n", "comp_dim = 2 * K\n", "\n", "# --- Standard EM + BMR ---\n", "model_bmr = BDFA(\n", " comp_dim,\n", " D,\n", " has_ard=use_ard, use_bmr=True, use_px=False,\n", ")\n", "key, k1, k2 = jr.split(key, 3)\n", "params_init_bmr, props_bmr = model_bmr.initialize(k1)\n", "params_em_bmr, elbos_em_bmr = model_bmr.fit_em(\n", " params_init_bmr, props_bmr, y_obs, k2, num_iters=NUM_ITERS_BMR, bmr_start_iter=8)\n", "print(f\"EM+BMR final ELBO: {elbos_em_bmr[-1]:.1f}\")\n", "\n", "# --- PX-EM + BMR ---\n", "model_bmr2 = BDFA(\n", " comp_dim, D,\n", " has_ard=use_ard, use_bmr=True, use_px=True\n", ")\n", "params_pxl_bmr, elbos_pxl_bmr = model_bmr2.fit_em(\n", " params_init_bmr, props_bmr, y_obs, k2, num_iters=NUM_ITERS_BMR, bmr_start_iter=8)\n", "print(f\"PX-EM+BMR final ELBO: {elbos_pxl_bmr[-1]:.1f}\")" ] }, { "cell_type": "code", "execution_count": 8, "id": "cell-19", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "VBEM+BMR final ELBO: -5540.4\n", "PX-VBEM+BMR final ELBO: -5259.5\n" ] } ], "source": [ "# --- Standard VBEM + BMR ---\n", "model_bmr3 = BDFA(\n", " comp_dim,\n", " D,\n", " has_ard=use_ard, use_bmr=True, use_px=False,\n", ")\n", "key, k1, k2 = jr.split(key, 3)\n", "params_vbem_bmr_init, props_vbem_bmr = model_bmr3.initialize(k1, variational_bayes=True)\n", "params_vbem_bmr, elbos_vbem_bmr = model_bmr3.fit_vbem(\n", " params_vbem_bmr_init, props_vbem_bmr, y_obs, k2, num_iters=NUM_ITERS_BMR, bmr_start_iter=8)\n", "print(f\"VBEM+BMR final ELBO: {elbos_vbem_bmr[-1]:.1f}\")\n", "\n", "# --- PXL-VBEM + BMR ---\n", "model_bmr4 = BDFA(\n", " comp_dim,\n", " D,\n", " has_ard=use_ard, use_bmr=True, use_px=True\n", ")\n", "params_pxl_vb_bmr, elbos_pxl_vb_bmr = model_bmr4.fit_vbem(\n", " params_vbem_bmr_init, props_vbem_bmr, y_obs, k2, num_iters=NUM_ITERS_BMR, bmr_start_iter=8)\n", "print(f\"PX-VBEM+BMR final ELBO: {elbos_pxl_vb_bmr[-1]:.1f}\")" ] }, { "cell_type": "markdown", "id": "cell-20", "metadata": {}, "source": [ "### Convergence Comparison (With BMR)" ] }, { "cell_type": "code", "execution_count": 9, "id": "cell-21", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n", "\n", "ax = axes[0]\n", "ax.plot(elbos_em_bmr[1:], label='EM+BMR', alpha=0.8)\n", "ax.plot(elbos_pxl_bmr[1:], label='PXL-EM+BMR', alpha=0.8)\n", "ax.plot(elbos_vbem_bmr[1:], label='VBEM+BMR', alpha=0.8)\n", "ax.plot(elbos_pxl_vb_bmr[1:], label='PXL-VBEM+BMR', alpha=0.8)\n", "ax.set_xlabel('Iteration')\n", "ax.set_ylabel('ELBO')\n", "ax.set_title('ELBO Convergence (With BMR)')\n", "ax.legend()\n", "ax.grid(True, alpha=0.3)\n", "\n", "ax = axes[1]\n", "ax.plot(elbos_em_bmr[1:20], label='EM+BMR', alpha=0.8)\n", "ax.plot(elbos_pxl_bmr[1:20], label='PX-EM+BMR', alpha=0.8)\n", "ax.plot(elbos_vbem_bmr[1:20], label='VBEM+BMR', alpha=0.8)\n", "ax.plot(elbos_pxl_vb_bmr[1:20], label='PX-VBEM+BMR', alpha=0.8)\n", "ax.set_xlabel('Iteration')\n", "ax.set_ylabel('ELBO')\n", "ax.set_title('ELBO Convergence \\u2014 First 20 Iterations')\n", "ax.legend()\n", "ax.grid(True, alpha=0.3)\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "cell-22-md", "metadata": {}, "source": [ "### Loading Matrix Recovery (With BMR)" ] }, { "cell_type": "code", "execution_count": 10, "id": "cell-22", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "results_bmr = {\n", " 'EM+BMR': params_em_bmr,\n", " 'PX-EM+BMR': params_pxl_bmr,\n", " 'VBEM+BMR': params_vbem_bmr,\n", " 'PX-VBEM+BMR': params_pxl_vb_bmr,\n", "}\n", "\n", "# Loading recovery\n", "fig, axes = plt.subplots(1, 5, figsize=(20, 6))\n", "vmax = jnp.abs(H_true).max()\n", "\n", "sns.heatmap(jnp.pad(H_true, [(0, 0), (0, comp_dim - K)]), ax=axes[0], cmap='RdBu_r', center=0, vmin=-vmax, vmax=vmax)\n", "axes[0].set_title('True H')\n", "\n", "procrustes_Rs_bmr = {}\n", "for idx, (name, p) in enumerate(results_bmr.items()):\n", " H_aligned, disparity, R = procrustes_similarity(p.emissions.weights, H_true)\n", " procrustes_Rs_bmr[name] = R\n", " sparsity = jnp.mean(jnp.abs(p.emissions.weights) < 0.05)\n", " sns.heatmap(H_aligned, ax=axes[idx + 1], cmap='RdBu_r', center=0, vmin=-vmax, vmax=vmax)\n", " axes[idx + 1].set_title(f'{name}\\n||.||={disparity:.2f}, Sp={sparsity:.0%}')\n", "\n", "plt.suptitle('Loading Matrix Recovery (With BMR)', y=1.02)\n", "plt.tight_layout()\n", "\n", "# Transition matrix recovery\n", "K_bmr = params_em_bmr.dynamics.weights.shape[0]\n", "F_true_bmr = F_true[:K_bmr, :K_bmr] if K_bmr <= K_true else jnp.pad(F_true, [(0, K_bmr - K_true)] * 2)\n", "\n", "fig, axes = plt.subplots(1, 5, figsize=(20, 4))\n", "vmax_f = max(jnp.abs(F_true).max(), 0.5)\n", "\n", "sns.heatmap(F_true_bmr, ax=axes[0], cmap='RdBu_r', center=0, vmin=-vmax_f, vmax=vmax_f, annot=True, fmt='.2f')\n", "axes[0].set_title('True F')\n", "\n", "for idx, (name, p) in enumerate(results_bmr.items()):\n", " R = procrustes_Rs_bmr[name]\n", " F_aligned = R.T @ p.dynamics.weights @ R\n", " err = jnp.linalg.norm(F_aligned - F_true_bmr, 'fro')\n", " sns.heatmap(F_aligned, ax=axes[idx + 1], cmap='RdBu_r', center=0, vmin=-vmax_f, vmax=vmax_f, annot=True, fmt='.2f')\n", " axes[idx + 1].set_title(f'{name}\\n||.||={err:.3f}')\n", "\n", "plt.suptitle('Transition Matrix Recovery (With BMR)', y=1.02)\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "id": "cell-23", "metadata": {}, "source": [ "## 7. Summary\n", "\n", "**DFA PX-VB rotation:**\n", "The rotation $\\mathbf{R}$ is found by numerically minimizing the full objective\n", "$\\mathcal{L}(\\mathbf{R}) = \\mathbb{E}_q[-\\ln p(\\tilde{\\mathbf{H}}, \\tilde{\\mathbf{F}}, \\tilde{\\mathbf{x}} \\mid \\mathbf{R})]$\n", "via gradient descent with Anderson acceleration (m=1). The loss has four terms:\n", "- $\\mathcal{L}_\\text{init}$: initial state prior\n", "- $\\mathcal{L}_\\text{em}$: emission prior\n", "- $\\mathcal{L}_\\text{dyn-prior}$: dynamics prior\n", "- $\\mathcal{L}_\\text{dyn-lik}$: dynamics likelihood\n", "\n", "The converged $\\mathbf{R}$ transforms posteriors as:\n", "- $\\tilde{\\mathbf{H}} = \\mathbf{H} \\mathbf{R}_\\text{block}$, $\\mathbf{R}_\\text{block} = \\text{blkdiag}(\\mathbf{R}, \\mathbf{I})$\n", "- $\\tilde{\\mathbf{F}} = \\mathbf{R}^{-1} \\mathbf{F} \\mathbf{R}_\\text{block}$\n", "- $\\tilde{\\boldsymbol{\\mu}}_0 = \\mathbf{R}^{-1} \\boldsymbol{\\mu}_0$,\n", " $\\tilde{\\boldsymbol{\\Sigma}}_0 = \\mathbf{R}^{-1} \\boldsymbol{\\Sigma}_0 \\mathbf{R}^{-\\top}$\n", "- $\\mathbf{Q} = \\mathbf{I}$ (kept fixed)\n", "\n", "If the optimization does not reduce the loss, $\\mathbf{R}$ falls back to identity.\n", "\n", "**Expected findings:**\n", "- PX-EM converges faster than standard EM\n", "- The 2D rotation dynamics test whether PX-EM can correctly handle coupled latent dynamics\n", "- BMR enables sparse loading recovery" ] } ], "metadata": { "kernelspec": { "display_name": "sppcax", "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 }