diff --git a/Final Project/Neural_Engineering_Sp26_Team3_Final_Report.docx b/Final Project/Neural_Engineering_Sp26_Team3_Final_Report.docx new file mode 100644 index 0000000..845e2cb Binary files /dev/null and b/Final Project/Neural_Engineering_Sp26_Team3_Final_Report.docx differ diff --git a/Final Project/Neural_Engineering_Sp26_Team3_Final_Report.pdf b/Final Project/Neural_Engineering_Sp26_Team3_Final_Report.pdf new file mode 100644 index 0000000..4d74b48 Binary files /dev/null and b/Final Project/Neural_Engineering_Sp26_Team3_Final_Report.pdf differ diff --git a/Final Project/overall_analysis.ipynb b/Final Project/overall_analysis.ipynb index 7f0f834..d41bf9a 100755 --- a/Final Project/overall_analysis.ipynb +++ b/Final Project/overall_analysis.ipynb @@ -38,7 +38,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 1, "id": "857b22c0", "metadata": { "execution": { @@ -74,7 +74,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 2, "id": "dc4b2c55", "metadata": { "execution": { @@ -137,7 +137,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 3, "id": "e798b039", "metadata": { "execution": { @@ -410,7 +410,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 4, "id": "d266216b", "metadata": { "execution": { @@ -511,7 +511,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 5, "id": "611baf23", "metadata": { "execution": { @@ -562,7 +562,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 6, "id": "f5e80da3", "metadata": { "execution": { @@ -681,7 +681,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 7, "id": "d53e63b9", "metadata": { "execution": { @@ -768,7 +768,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 8, "id": "393042a0", "metadata": { "execution": { @@ -854,7 +854,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 9, "id": "75df404b", "metadata": { "execution": { @@ -935,7 +935,7 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 10, "id": "086ef172", "metadata": { "execution": { @@ -1117,7 +1117,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "id": "4ea9951f", "metadata": { "execution": { @@ -1248,7 +1248,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 12, "id": "2ba1928b", "metadata": { "execution": { @@ -1383,7 +1383,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 13, "id": "41bf28d0", "metadata": { "execution": { @@ -1517,7 +1517,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 14, "id": "a9db789c", "metadata": { "execution": { @@ -1530,7 +1530,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1617,89 +1617,7 @@ }, { "cell_type": "code", - "execution_count": 42, - "id": "d26b244a", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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- "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Saved: avg_within_session_mi_trajectory_by_pair.png\n" - ] - } - ], - "source": [ - "# Creating an aggregated view of trajectories by Calibration Pair\n", - "# Averages all subject trajectories under each condition/pair, padding with NaNs for uneven lengths\n", - "import warnings\n", - "\n", - "fig, axes = plt.subplots(1, 2, figsize=(13, 4.5), sharey=True)\n", - "fig.suptitle(f'Cross-Subject Average MI Trajectory split by Calibration Type (window = {WINDOW})',\n", - " fontsize=13, fontweight='bold', y=1.02)\n", - "\n", - "traj_groups = {}\n", - "for r in lr_results:\n", - " key = (r['pair'], r['cond'])\n", - " if key not in traj_groups:\n", - " traj_groups[key] = []\n", - " traj_groups[key].append(r['traj'])\n", - "\n", - "for i, (pair_name, sub_label) in enumerate(PAIRS_TO_PLOT):\n", - " ax = axes[i]\n", - " for cond in ['FES', 'NOFES']:\n", - " key = (pair_name, cond)\n", - " if key in traj_groups:\n", - " trajs = traj_groups[key]\n", - " max_len = max(len(t) for t in trajs)\n", - " \n", - " # Pad uneven trajectories with NaNs to average them step-by-step\n", - " padded = np.full((len(trajs), max_len), np.nan)\n", - " for j, t in enumerate(trajs):\n", - " padded[j, :len(t)] = t\n", - " \n", - " with warnings.catch_warnings():\n", - " warnings.simplefilter(\"ignore\", category=RuntimeWarning)\n", - " mean_traj = np.nanmean(padded, axis=0)\n", - " # Compute standard error of the mean for the shaded variance area\n", - " n_present = np.sum(~np.isnan(padded), axis=0)\n", - " sem_traj = np.nanstd(padded, axis=0, ddof=1) / np.sqrt(n_present)\n", - " \n", - " x_vals = np.arange(max_len)\n", - " ax.plot(x_vals, mean_traj, color=cond_color[cond], label=f'ONLINE_{cond} (avg)', lw=2)\n", - " \n", - " # Add a shaded semi-transparent region to show confidence interval / Variance\n", - " ax.fill_between(x_vals, mean_traj - sem_traj, mean_traj + sem_traj, \n", - " color=cond_color[cond], alpha=0.15, edgecolor='none')\n", - " \n", - " ax.axhline(0.5, color='gray', linestyle='--', lw=0.8, alpha=0.6)\n", - " ax.set_title(sub_label, fontweight='bold')\n", - " ax.set_xlabel(f'Sliding window start (trial index)')\n", - " ax.grid(axis='y', alpha=0.3)\n", - " ax.spines[['top','right']].set_visible(False)\n", - " \n", - "axes[0].set_ylabel('Average MI Accuracy within window')\n", - "axes[0].legend(loc='lower left')\n", - "\n", - "plt.tight_layout()\n", - "plt.savefig('avg_within_session_mi_trajectory_by_pair.png', dpi=150, bbox_inches='tight')\n", - "plt.show()\n", - "print('Saved: avg_within_session_mi_trajectory_by_pair.png')" - ] - }, - { - "cell_type": "code", - "execution_count": 44, + "execution_count": 16, "id": "ddedb148", "metadata": {}, "outputs": [ @@ -1809,7 +1727,7 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 17, "id": "cf55268e", "metadata": { "execution": { @@ -1909,6 +1827,506 @@ "print('\\n* = 95% bootstrap CI excludes zero (suggestive at this n).')\n", "print('Sign column: number of (subject × pair) comparisons where FES > NOFES.')" ] + }, + { + "cell_type": "markdown", + "id": "ee6e054e", + "metadata": {}, + "source": [ + "## Riemannian Generic Recentering & Discriminability\n", + "\n", + "To investigate whether discriminability changes resulting from FES feedback are hidden by pure accuracy levels, we replicate the robust transfer learning baseline (Riemannian Generic recentering, e.g., Zanini et al., 2018). \n", + "\n", + "Here we calculated a parameter-independent discriminability metric mathematically isolated from the fixed CSP projections. For each session, covariances are calculated and trace-normalized. We define the global reference point $C_{ref}$ as the Riemannian mean of the resting state trials and calculate discriminability as the native distance between class centers: $\\delta_R(C_{MI}, C_{REST})$ upon the Riemannian manifold of SPD matrices.\n", + "\n", + "By projecting each session's testing data to the identity $C_{ref}^{-1/2} X$, the identical offline decoder is evaluated on harmonized session distributions." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "4cb58a3b", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:157: SyntaxWarning: invalid escape sequence '\\d'\n", + "<>:157: SyntaxWarning: invalid escape sequence '\\d'\n", + "/var/folders/98/qwcfyxcd0c12f9zp2wjlf1x80000gn/T/ipykernel_41885/1640400890.py:157: SyntaxWarning: invalid escape sequence '\\d'\n", + " ax.set_ylabel('Riemannian distance (MI vs REST)\\n$\\delta_R(C_{MI}, C_{REST})$')\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.9375691313508494e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.669963803608868e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.645524816095128e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.663373071280961e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.6914791949032847e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.6459381005574144e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.574740959007683e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.6370933350269555e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.5834058892971734e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.619226858195733e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.802433522130159e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.223125920536493e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.7162919724570517e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.9009604106934567e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.750509135686626e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.913175562960757e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.7225637711028584e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.0329918184869934e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.8006281048873087e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.0723573088052246e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.7691939412319846e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.007728608121999e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.422868575242497e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 3.0645254120286126e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.8596526698824483e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.2336790648652972e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.8526260428090153e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.2948400779817427e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.850686253077868e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.826465184871438e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.8727151431041065e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.793714914157437e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.3041236094301544e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.7244569473274707e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.2527220293745332e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.714964358671654e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.275182870324487e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.455653261686123e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.308158695654615e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.796099171627302e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.3019580157253367e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.711078152814985e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.3069898990797965e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.646265488710886e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.4338975954189277e-13\n", + " return f(*arrays, *other_args, **kwargs)\n", + "/Users/adipu/ECE374N/Final Project/venv/lib/python3.13/site-packages/scipy/_lib/_util.py:1181: RuntimeWarning: logm result may be inaccurate, approximate err = 2.5362700984456297e-13\n", + " return f(*arrays, *other_args, **kwargs)\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Riemannian Alignment & Discriminability Metrics ===\n", + "\n", + "Metric FES NOFES paired Δ 95% CI (boot)\n", + "-----------------------------------------------------------------------------------------------------\n", + "Riemannian MI–REST Distance 1.702 ± 0.588 1.687 ± 0.422 +0.016 [ -0.395, +0.371] \n", + "Aligned CSPLDA test acc 0.690 ± 0.147 0.705 ± 0.197 -0.015 [ -0.101, +0.070] \n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Saved: riemannian_discriminability.png\n" + ] + } + ], + "source": [ + "from scipy.linalg import sqrtm, logm, eigh, inv, norm, expm\n", + "\n", + "def riemannian_mean_cov(covs, tol=1e-5, max_iter=30):\n", + " \"\"\"Compute Riemannian mean of SPD matrices using iterative fixed-point algorithm.\"\"\"\n", + " covs = [np.asarray(C, dtype=np.float64) for C in covs]\n", + " # Add small regularization to ensure SPD\n", + " for i in range(len(covs)):\n", + " covs[i] = covs[i] + 1e-5 * np.trace(covs[i]) / covs[i].shape[0] * np.eye(covs[i].shape[0])\n", + " C_mean = np.mean(covs, axis=0) # Init with Euclidean mean\n", + " for _ in range(max_iter):\n", + " C_sq_inv = inv(sqrtm(C_mean))\n", + " tangent_sum = np.zeros_like(C_mean)\n", + " for C in covs:\n", + " tangent_sum += np.real(logm(C_sq_inv @ C @ C_sq_inv))\n", + " tangent_sum /= len(covs)\n", + " \n", + " C_mean = sqrtm(C_mean) @ expm(tangent_sum) @ sqrtm(C_mean)\n", + " C_mean = np.real(C_mean)\n", + " if norm(tangent_sum) < tol:\n", + " break\n", + " return C_mean\n", + "\n", + "def riemannian_dist(A, B):\n", + " \"\"\"Riemannian distance between symmetric positive-definite matrices A and B.\"\"\"\n", + " A_reg = A + 1e-6 * np.trace(A) / A.shape[0] * np.eye(A.shape[0])\n", + " B_reg = B + 1e-6 * np.trace(B) / B.shape[0] * np.eye(B.shape[0])\n", + " evals = np.clip(np.real(eigh(A_reg, B_reg, eigvals_only=True)), 1e-12, np.inf)\n", + " return np.sqrt(np.sum(np.log(evals)**2))\n", + "\n", + "def recenter_data(X, y):\n", + " \"\"\"\n", + " Riemannian Generic Recentering (Zanini et al. 2018).\n", + " Calculates reference covariance C_ref from resting state (y=0)\n", + " and transforms X -> R @ X where R = C_ref^{-1/2}\n", + " \"\"\"\n", + " # compute trace-normalized covariances\n", + " covs = np.einsum('ijk,ilk->ijl', X, X)\n", + " covs /= np.trace(covs, axis1=1, axis2=2)[:, None, None]\n", + " \n", + " covs_rest = covs[y == 0]\n", + " if len(covs_rest) == 0:\n", + " return X, None, np.nan\n", + " \n", + " C_ref = riemannian_mean_cov(covs_rest)\n", + " \n", + " # Alignment transformation R = C_ref^{-1/2}\n", + " R = np.real(inv(sqrtm(C_ref)))\n", + " X_aligned = np.einsum('ij,kjl->kil', R, X)\n", + " \n", + " # Riemannian discriminability (Distance between MI center and REST center)\n", + " covs_mi = covs[y == 1]\n", + " if len(covs_mi) > 0:\n", + " C_mi = riemannian_mean_cov(covs_mi)\n", + " dist = riemannian_dist(C_mi, C_ref)\n", + " else:\n", + " dist = np.nan\n", + " \n", + " return X_aligned, C_ref, dist\n", + "\n", + "MIN_TEST_TRIALS = 10\n", + "ra_results = []\n", + "\n", + "for subj in subjects:\n", + " subj_ses = sessions[subj]\n", + " for pair in PAIRS:\n", + " needed = (pair['train'], pair['online_fes'], pair['online_nofes'])\n", + " if any(k not in subj_ses for k in needed): continue\n", + " \n", + " train = subj_ses[pair['train']]\n", + " if set(np.unique(train['y'])) != {0, 1}: continue\n", + " \n", + " # 1. Recenter Training data\n", + " X_train_r, _, _ = recenter_data(train['X'], train['y'])\n", + " \n", + " # 2. Fit CSPLDA on recentered offline train data\n", + " clf = CSPLDA(n_csp=N_CSP).fit(X_train_r, train['y'])\n", + " train_acc = (clf.predict(X_train_r) == train['y']).mean()\n", + " \n", + " for cond_key, cond_label in [('online_fes', 'FES'), ('online_nofes', 'NOFES')]:\n", + " te = subj_ses[pair[cond_key]]\n", + " if len(te['y']) < MIN_TEST_TRIALS or set(np.unique(te['y'])) != {0, 1}: continue\n", + " \n", + " # 3. Recenter Testing data (Online sets)\n", + " X_test_r, _, riemann_dist = recenter_data(te['X'], te['y'])\n", + " \n", + " # 4. Evaluate decoder on recentered test data\n", + " res = evaluate(clf, X_test_r, te['y'])\n", + " \n", + " y_true = res['y']\n", + " y_pred = res['pred']\n", + " acc = (y_true == y_pred).mean()\n", + " mi_acc = (y_pred[y_true == 1] == 1).mean() if (y_true == 1).any() else np.nan\n", + " rest_acc = (y_pred[y_true == 0] == 0).mean() if (y_true == 0).any() else np.nan\n", + " \n", + " ra_results.append({\n", + " 'subject': subj,\n", + " 'pair': pair['name'],\n", + " 'condition': cond_label,\n", + " 'train_acc': train_acc,\n", + " 'test_acc': acc,\n", + " 'mi_acc': mi_acc,\n", + " 'rest_acc': rest_acc,\n", + " 'riemann_dist': riemann_dist\n", + " })\n", + "\n", + "print(\"=== Riemannian Alignment & Discriminability Metrics ===\\n\")\n", + "hdr = f'{\"Metric\":<28} {\"FES\":>18} {\"NOFES\":>18} {\"paired Δ\":>9} {\"95% CI (boot)\":>24}'\n", + "print(hdr); print('-'*len(hdr))\n", + "\n", + "def fmt_ra(arr):\n", + " if len(arr) == 0: return ' -- '\n", + " return f'{np.mean(arr):>8.3f} ± {np.std(arr, ddof=1):6.3f}'\n", + "\n", + "metrics = [\n", + " ('riemann_dist', 'Riemannian MI–REST Distance'),\n", + " ('test_acc', 'Aligned CSPLDA test acc')\n", + "]\n", + "\n", + "for m_key, m_label in metrics:\n", + " fes_vals, nof_vals, deltas = [], [], []\n", + " for subj in subjects:\n", + " for pair in PAIRS:\n", + " fes = next((r for r in ra_results if r['subject']==subj and r['pair']==pair['name'] and r['condition']=='FES'), None)\n", + " nof = next((r for r in ra_results if r['subject']==subj and r['pair']==pair['name'] and r['condition']=='NOFES'), None)\n", + " if fes and nof and not np.isnan(fes[m_key]) and not np.isnan(nof[m_key]):\n", + " fes_vals.append(fes[m_key])\n", + " nof_vals.append(nof[m_key])\n", + " deltas.append(fes[m_key] - nof[m_key])\n", + " \n", + " if len(deltas) > 0:\n", + " mean_d, lo, hi = boot_paired_ci(deltas)\n", + " marker = ' ' if lo < 0 < hi else ' *'\n", + " print(f'{m_label:<28} {fmt_ra(fes_vals):>18} {fmt_ra(nof_vals):>18} '\n", + " f'{mean_d:>+9.3f} [{lo:>+7.3f},{hi:>+7.3f}]{marker}')\n", + "\n", + "# Plot Riemannian Distance (Discriminability) distribution\n", + "fes_dists = [r['riemann_dist'] for r in ra_results if r['condition'] == 'FES']\n", + "nof_dists = [r['riemann_dist'] for r in ra_results if r['condition'] == 'NOFES']\n", + "\n", + "if fes_dists and nof_dists:\n", + " fig, ax = plt.subplots(figsize=(6, 5))\n", + " means = [np.mean(fes_dists), np.mean(nof_dists)]\n", + " sems = [np.std(fes_dists, ddof=1)/np.sqrt(len(fes_dists)),\n", + " np.std(nof_dists, ddof=1)/np.sqrt(len(nof_dists))]\n", + " ax.bar(['ONLINE FES', 'ONLINE NOFES'], means, yerr=sems, \n", + " color=[cond_color['FES'], cond_color['NOFES']], capsize=6, edgecolor='white')\n", + "\n", + " # Paired lines\n", + " for subj in subjects:\n", + " for pair in PAIRS:\n", + " fes = next((r for r in ra_results if r['subject']==subj and r['pair']==pair['name'] and r['condition']=='FES'), None)\n", + " nof = next((r for r in ra_results if r['subject']==subj and r['pair']==pair['name'] and r['condition']=='NOFES'), None)\n", + " if fes and nof:\n", + " ax.plot([0, 1], [fes['riemann_dist'], nof['riemann_dist']], color='k', alpha=0.3, lw=1)\n", + " ax.scatter([0, 1], [fes['riemann_dist'], nof['riemann_dist']], color='k', alpha=0.5, s=20, zorder=3)\n", + "\n", + " ax.set_ylabel('Riemannian distance (MI vs REST)\\n$\\delta_R(C_{MI}, C_{REST})$')\n", + " ax.set_title('Inherent Riemannian Discriminability\\n(Independent of classifier projection)', fontweight='bold')\n", + " ax.spines[['top', 'right']].set_visible(False)\n", + " ax.grid(axis='y', alpha=0.3)\n", + " plt.tight_layout()\n", + " plt.savefig('riemannian_discriminability.png', dpi=150, bbox_inches='tight')\n", + " plt.show()\n", + " print('\\nSaved: riemannian_discriminability.png')" + ] + }, + { + "cell_type": "markdown", + "id": "09f20fd7", + "metadata": {}, + "source": [ + "## Nonstationarity: Drift from Offline Calibration to Online Session\n", + "\n", + "This analysis measures the covariate shift (drift) by calculating the Riemannian distance between the class manifold in the offline calibration session and the class manifold in the subsequent online session. \n", + "- **FES Drift:** Distance from OFFLINE_FES to ONLINE_FES\n", + "- **NOFES Drift:** Distance from OFFLINE_NOFES to ONLINE_NOFES\n", + "\n", + "This is done separately for the MI state and the REST state. High distances indicate that the brain state during the online task has drifted significantly from what the classifier learned during the offline phase." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "17f73b20", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "<>:112: SyntaxWarning: invalid escape sequence '\\d'\n", + "<>:112: SyntaxWarning: invalid escape sequence '\\d'\n", + "/var/folders/98/qwcfyxcd0c12f9zp2wjlf1x80000gn/T/ipykernel_41885/2712111310.py:112: SyntaxWarning: invalid escape sequence '\\d'\n", + " axes[0].set_ylabel('Riemannian distance (Offline vs Online)\\n$\\delta_R(C_{train}, C_{test})$')\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "=== Offline to Online Nonstationarity (Riemannian Drift) ===\n", + "\n", + "Metric FES NOFES paired Δ 95% CI (boot)\n", + "-----------------------------------------------------------------------------------------------------\n", + "MI Drift (Offline->Online) 2.470 ± 1.075 2.248 ± 0.935 +0.222 [ -0.245, +0.869] \n", + "REST Drift (Offline->Online) 2.534 ± 1.087 2.354 ± 0.987 +0.180 [ -0.375, +0.836] \n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Saved: riemannian_drift_offline_to_online.png\n" + ] + } + ], + "source": [ + "drift_results = []\n", + "\n", + "for subj in subjects:\n", + " subj_ses = sessions[subj]\n", + " \n", + " # We want to measure the drift from offline to the corresponding online session:\n", + " # 1. FES Drift: OFFLINE_FES -> ONLINE_FES\n", + " # 2. NOFES Drift: OFFLINE_NOFES -> ONLINE_NOFES\n", + " drift_pairs = [\n", + " ('FES', PAIRS[0]['train'], PAIRS[0]['online_fes']), \n", + " ('NOFES', PAIRS[1]['train'], PAIRS[1]['online_nofes']) \n", + " ]\n", + " \n", + " for cond_label, train_key, test_key in drift_pairs:\n", + " if train_key not in subj_ses or test_key not in subj_ses:\n", + " continue\n", + " \n", + " train = subj_ses[train_key]\n", + " test = subj_ses[test_key]\n", + " \n", + " # Internal helper to calculate regularized trace-normalized covariances\n", + " def get_covs(X):\n", + " c = np.einsum('ijk,ilk->ijl', X, X)\n", + " c /= np.trace(c, axis1=1, axis2=2)[:, None, None]\n", + " # Add small regularization to ensure they are SPD for the Riemannian distance\n", + " for i in range(len(c)):\n", + " c[i] = c[i] + 1e-5 * np.trace(c[i]) / c[i].shape[0] * np.eye(c[i].shape[0])\n", + " return c\n", + "\n", + " train_covs = get_covs(train['X'])\n", + " test_covs = get_covs(test['X'])\n", + " \n", + " # Pull out the MI and REST manifolds\n", + " train_mi, train_rest = train_covs[train['y'] == 1], train_covs[train['y'] == 0]\n", + " test_mi, test_rest = test_covs[test['y'] == 1], test_covs[test['y'] == 0]\n", + " \n", + " if len(train_mi) == 0 or len(train_rest) == 0 or len(test_mi) == 0 or len(test_rest) == 0:\n", + " continue\n", + " \n", + " # Riemannian mean for each phase/class\n", + " C_train_mi = riemannian_mean_cov(train_mi)\n", + " C_train_rest = riemannian_mean_cov(train_rest)\n", + " \n", + " C_test_mi = riemannian_mean_cov(test_mi)\n", + " C_test_rest = riemannian_mean_cov(test_rest)\n", + " \n", + " # Calculate Riemannian Drift (distance) between offline and online centers\n", + " mi_drift = riemannian_dist(C_train_mi, C_test_mi)\n", + " rest_drift = riemannian_dist(C_train_rest, C_test_rest)\n", + " \n", + " drift_results.append({\n", + " 'subject': subj,\n", + " 'condition': cond_label,\n", + " 'mi_drift': mi_drift,\n", + " 'rest_drift': rest_drift\n", + " })\n", + "\n", + "print(\"=== Offline to Online Nonstationarity (Riemannian Drift) ===\\n\")\n", + "hdr = f'{\"Metric\":<28} {\"FES\":>18} {\"NOFES\":>18} {\"paired Δ\":>9} {\"95% CI (boot)\":>24}'\n", + "print(hdr); print('-'*len(hdr))\n", + "\n", + "drift_metrics = [\n", + " ('mi_drift', 'MI Drift (Offline->Online)'),\n", + " ('rest_drift', 'REST Drift (Offline->Online)')\n", + "]\n", + "\n", + "for m_key, m_label in drift_metrics:\n", + " fes_vals, nof_vals, deltas = [], [], []\n", + " for subj in subjects:\n", + " fes = next((r for r in drift_results if r['subject']==subj and r['condition']=='FES'), None)\n", + " nof = next((r for r in drift_results if r['subject']==subj and r['condition']=='NOFES'), None)\n", + " if fes and nof and not np.isnan(fes[m_key]) and not np.isnan(nof[m_key]):\n", + " fes_vals.append(fes[m_key])\n", + " nof_vals.append(nof[m_key])\n", + " deltas.append(fes[m_key] - nof[m_key])\n", + " \n", + " if len(deltas) > 0:\n", + " mean_d, lo, hi = boot_paired_ci(deltas)\n", + " marker = ' ' if lo < 0 < hi else ' *'\n", + " print(f'{m_label:<28} {fmt_ra(fes_vals):>18} {fmt_ra(nof_vals):>18} '\n", + " f'{mean_d:>+9.3f} [{lo:>+7.3f},{hi:>+7.3f}]{marker}')\n", + "\n", + "\n", + "# ── Figure ──\n", + "fig, axes = plt.subplots(1, 2, figsize=(10, 5), sharey=True)\n", + "fig.suptitle('Manifold Drift: Offline Calibration to Online Session\\nMeasured by Riemannian Distance', fontweight='bold')\n", + "\n", + "for ax, (m_key, m_label) in zip(axes, drift_metrics):\n", + " fes_dists = [r[m_key] for r in drift_results if r['condition'] == 'FES']\n", + " nof_dists = [r[m_key] for r in drift_results if r['condition'] == 'NOFES']\n", + "\n", + " if fes_dists and nof_dists:\n", + " means = [np.mean(fes_dists), np.mean(nof_dists)]\n", + " sems = [np.std(fes_dists, ddof=1)/np.sqrt(len(fes_dists)),\n", + " np.std(nof_dists, ddof=1)/np.sqrt(len(nof_dists))]\n", + " \n", + " ax.bar(['FES Path\\n(FES Calib -> Online)', 'NOFES Path\\n(NOFES Calib -> Online)'], means, yerr=sems, \n", + " color=[cond_color['FES'], cond_color['NOFES']], capsize=6, edgecolor='white')\n", + "\n", + " # Paired lines\n", + " for subj in subjects:\n", + " fes = next((r for r in drift_results if r['subject']==subj and r['condition']=='FES'), None)\n", + " nof = next((r for r in drift_results if r['subject']==subj and r['condition']=='NOFES'), None)\n", + " if fes and nof:\n", + " ax.plot([0, 1], [fes[m_key], nof[m_key]], color='k', alpha=0.3, lw=1)\n", + " ax.scatter([0, 1], [fes[m_key], nof[m_key]], color='k', alpha=0.5, s=20, zorder=3)\n", + "\n", + " ax.set_title(m_label, fontweight='bold', fontsize=11)\n", + " ax.spines[['top', 'right']].set_visible(False)\n", + " ax.grid(axis='y', alpha=0.3)\n", + "\n", + "axes[0].set_ylabel('Riemannian distance (Offline vs Online)\\n$\\delta_R(C_{train}, C_{test})$')\n", + "plt.tight_layout()\n", + "plt.savefig('riemannian_drift_offline_to_online.png', dpi=150, bbox_inches='tight')\n", + "plt.show()\n", + "print('\\nSaved: riemannian_drift_offline_to_online.png')" + ] } ], "metadata": { diff --git a/Final Project/riemannian_discriminability.png b/Final Project/riemannian_discriminability.png new file mode 100644 index 0000000..2c52d3e Binary files /dev/null and b/Final Project/riemannian_discriminability.png differ diff --git a/Final Project/riemannian_drift_offline_to_online.png b/Final Project/riemannian_drift_offline_to_online.png new file mode 100644 index 0000000..5844649 Binary files /dev/null and b/Final Project/riemannian_drift_offline_to_online.png differ diff --git a/Final Project/within_session_mi_trajectory.png b/Final Project/within_session_mi_trajectory.png index 36a6366..13c80e1 100644 Binary files a/Final Project/within_session_mi_trajectory.png and b/Final Project/within_session_mi_trajectory.png differ