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Feature transformation order
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{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"id": "e48684c9-b0eb-4dea-afae-5ef644144bb9", | |
"metadata": {}, | |
"source": [ | |
"# Feature transformation order\n", | |
"\n", | |
"I'm trying to figure out if it's best to standardize then expand (eg polynomial expansion, order 2), or expand then standardize. I call these 'SP' and 'PS' respectively.\n", | |
"\n", | |
"I did a bit of research and the opinion seems to be 'SP', although ChatGPT says 'PS' of course. A bit of trial and error suggested that sometimes it didn't seem to matter. So this notebook is my attempt to get a bit more systematic.\n", | |
"\n", | |
"This code is in development and is pretty rough, sorry :D\n", | |
"\n", | |
"Current summary:\n", | |
"\n", | |
"- Number of samples N varies 10 to 350 (above this number, it's pretty stable)\n", | |
"- Number of features M varies 5 to 100\n", | |
"- Exactly half of the features are informative\n", | |
"- There is Gaussian noise in the data, stdev = 1.0\n", | |
"- I adjust the scales of the features in random ways, using multipliers from 1e-6 to 1e6" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 175, | |
"id": "da19ad88-ec3f-46f4-94f6-383aab7f4276", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"import numpy as np\n", | |
"import pandas as pd\n", | |
"from sklearn.datasets import make_regression\n", | |
"from sklearn.preprocessing import PolynomialFeatures, StandardScaler\n", | |
"from sklearn.linear_model import LinearRegression, Ridge\n", | |
"from sklearn.linear_model import SGDRegressor\n", | |
"from sklearn.metrics import mean_squared_error\n", | |
"\n", | |
"Mmin, Mmax = 5, 101\n", | |
"\n", | |
"def run_experiment(iterations=100, random_seed=None):\n", | |
" \"\"\" \n", | |
" Let's make a lot of datasets and measure RMSE for ridge regression.\n", | |
" \"\"\"\n", | |
" rng = np.random.default_rng(random_seed)\n", | |
"\n", | |
" results = []\n", | |
" \n", | |
" for _ in range(iterations):\n", | |
"\n", | |
" # Set number of records and number of features.\n", | |
" N = rng.integers(10, 350, 1).item()\n", | |
" Minf = rng.integers(Mmin, Mmax, 1).item()\n", | |
" M = 2 * Minf # So Minf always exactly half.\n", | |
" \n", | |
" # Generate synthetic data.\n", | |
" X, y = make_regression(n_samples=N,\n", | |
" n_features=M,\n", | |
" n_informative=Minf,\n", | |
" n_targets=1,\n", | |
" bias=0.0,\n", | |
" effective_rank=None, tail_strength=0.5,\n", | |
" noise=1.0,\n", | |
" shuffle=True,\n", | |
" coef=False,\n", | |
" random_state=random_seed,\n", | |
" )\n", | |
" \n", | |
" # Mess with scales.\n", | |
" X *= np.random.choice([1e-6, 1e-3, 1, 1e3, 1e6], M)\n", | |
" \n", | |
" # Method 1: Standardize before basis expansion.\n", | |
" scaler = StandardScaler()\n", | |
" X_scaled_before = scaler.fit_transform(X)\n", | |
" poly = PolynomialFeatures(degree=2, include_bias=False)\n", | |
" X_poly_before = poly.fit_transform(X_scaled_before)\n", | |
" \n", | |
" model_before = Ridge()\n", | |
" model_before.fit(X_poly_before, y)\n", | |
" y_pred_before = model_before.predict(X_poly_before)\n", | |
" rmse_before = mean_squared_error(y, y_pred_before, squared=False)\n", | |
" \n", | |
" # Method 2: Basis expansion before standardization.\n", | |
" poly = PolynomialFeatures(degree=2, include_bias=False)\n", | |
" X_poly_after = poly.fit_transform(X)\n", | |
" X_scaled_after = scaler.fit_transform(X_poly_after)\n", | |
" \n", | |
" model_after = Ridge()\n", | |
" model_after.fit(X_scaled_after, y)\n", | |
" y_pred_after = model_after.predict(X_scaled_after)\n", | |
" rmse_after = mean_squared_error(y, y_pred_after, squared=False)\n", | |
"\n", | |
" # Decide which is best.\n", | |
" if abs(rmse_before - rmse_after) / rmse_before < 0.01:\n", | |
" best = '-' # Small relative difference.\n", | |
" elif rmse_before > rmse_after:\n", | |
" best = 'PS'\n", | |
" else:\n", | |
" best = 'SP'\n", | |
"\n", | |
" result = {'N': N, 'M': M,\n", | |
" 'best': best,\n", | |
" 'SP': rmse_before,\n", | |
" 'PS': rmse_after\n", | |
" }\n", | |
" results.append(result)\n", | |
"\n", | |
" return results" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "2181e725-3c89-426a-a9d0-3ae7aafae9cb", | |
"metadata": {}, | |
"source": [ | |
"## Run experiment _k_ times" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 176, | |
"id": "8bfdb2dc-ef27-4090-b9ef-2b27b8d4a4ae", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"results = run_experiment(k=5000)" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 177, | |
"id": "d0e3815c-5010-49b2-921d-cc8f775213f7", | |
"metadata": {}, | |
"outputs": [], | |
"source": [ | |
"from collections import Counter\n", | |
"\n", | |
"c = Counter(r['best'] for r in results)\n", | |
"Ns = [r['N'] for r in results]\n", | |
"Ms = [r['M'] for r in results]\n", | |
"\n", | |
"# Negative difference means that P-S error was higher, so S-P was better.\n", | |
"diffs = [(r['SP'] - r['PS']) / r['SP'] for r in results]" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "2b3b360f-63fb-4506-8e56-162af07ab43d", | |
"metadata": {}, | |
"source": [ | |
"## Relative RMSE difference vs N and M\n", | |
"\n", | |
"Negative difference means that P-S error was higher, so S-P was better.\n", | |
"\n", | |
"I suggest that an absolute relative difference smaller than 0.01 (i.e. 1% different) is essentially no difference." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 248, | |
"id": "17e6028e-5d6d-4c79-b386-f95e9cacb77a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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| |
"text/plain": [ | |
"<Figure size 1500x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"fig, axs = plt.subplots(ncols=2, figsize=(15, 5))\n", | |
"\n", | |
"ax = axs[0]\n", | |
"ax.scatter(Ns, diffs, c=diffs, cmap='coolwarm_r', vmin=-0.25, vmax=0.25, s=5)\n", | |
"ax.set_ylim(-0.5, 0.5)\n", | |
"ax.axhline(0, lw=0.5, c='k', alpha=0.5)\n", | |
"ax.set_xlabel('N')\n", | |
"ax.set_ylabel('RMSE difference')\n", | |
"ax.grid(c='k', alpha=0.1)\n", | |
"plt.suptitle(f'RMSE difference for S-then-P vs P-then-S | {k} experiments, Ridge regression')\n", | |
"ax.set_title('RMSE diff vs number of samples N', fontsize=10)\n", | |
"blue = plt.colormaps['coolwarm_r'](0.875)\n", | |
"red = plt.colormaps['coolwarm_r'](0.125)\n", | |
"ax.text(225, 0.055, f'~same: {c[\"-\"]} points', c='k', alpha=0.5, va='center')\n", | |
"ax.text(225, 0.35, f'P-S better: {c[\"PS\"]} points', c=blue, va='center')\n", | |
"ax.text(225, -0.35, f'S-P better: {c[\"SP\"]} points', c=red, va='center')\n", | |
"\n", | |
"ax = axs[1]\n", | |
"ax.scatter(Ms, diffs, c=diffs, cmap='coolwarm_r', vmin=-0.25, vmax=0.25, s=5)\n", | |
"ax.set_ylim(-0.5, 0.5)\n", | |
"ax.axhline(0, lw=0.5, c='k', alpha=0.5)\n", | |
"ax.set_xlabel('M')\n", | |
"ax.set_xticks(range(Mmin, Mmax, 5))\n", | |
"ax.set_ylabel('RMSE difference')\n", | |
"ax.grid(c='k', alpha=0.1)\n", | |
"plt.suptitle(f'RMSE difference for S-then-P vs P-then-S | {k} experiments, Ridge regression')\n", | |
"ax.set_title('RMSE diff vs number of features M', fontsize=10)\n", | |
"blue = plt.colormaps['coolwarm_r'](0.875)\n", | |
"red = plt.colormaps['coolwarm_r'](0.125)\n", | |
"ax.text(Mmax*0.67, -0.085, f'~same: {c[\"-\"]} points', c='k', alpha=0.5, va='center')\n", | |
"ax.text(Mmax*0.67, 0.35, f'P-S better: {c[\"PS\"]} points', c=blue, va='center')\n", | |
"ax.text(Mmax*0.67, -0.35, f'S-P better: {c[\"SP\"]} points', c=red, va='center')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "8967ed3f-00a4-413b-9f19-4033680c969c", | |
"metadata": {}, | |
"source": [ | |
"## Relative RMSE difference vs N, colour by M\n", | |
"\n", | |
"Negative difference means that P-S error was higher, so S-P was better.\n", | |
"\n", | |
"Again, an absolute relative difference smaller than 0.01 (i.e. 1% different) is essentially no difference." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 249, | |
"id": "6ad127ea-63dc-4778-972f-140d5abd569a", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
"image/png": 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", | |
"text/plain": [ | |
"<Figure size 900x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"import matplotlib.pyplot as plt\n", | |
"\n", | |
"fig, ax = plt.subplots(ncols=1, figsize=(9, 5))\n", | |
"\n", | |
"scatter = ax.scatter(Ns, diffs, c=Ms, cmap='magma', s=6, alpha=0.5)\n", | |
"ax.set_ylim(-0.5, 0.5)\n", | |
"ax.axhline(0, lw=0.5, c='k', alpha=0.5)\n", | |
"ax.set_xlabel('Number of samples, N')\n", | |
"ax.set_ylabel('Relative RMSE difference')\n", | |
"plt.suptitle(f'RMSE difference for S-P vs P-S | {k} experiments, Ridge regression')\n", | |
"ax.set_title('Relative RMSE diff vs number of samples N', fontsize=10)\n", | |
"blue = plt.colormaps['coolwarm_r'](0.875)\n", | |
"red = plt.colormaps['coolwarm_r'](0.125)\n", | |
"ax.text(225, 0.3, f'P-S better: {c[\"PS\"]} points', c='k', va='center', alpha=0.5)\n", | |
"ax.text(225, -0.3, f'S-P better: {c[\"SP\"]} points', c='k', va='center', alpha=0.5)\n", | |
"plt.colorbar(scatter, label=\"Number of features, M\")\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "b5d02a92-35ea-4213-a5ec-0d8bb54d6d5f", | |
"metadata": {}, | |
"source": [ | |
"## Mean relative RMSE difference vs N and M\n", | |
"\n", | |
"Negative difference means that P-S error was higher, so S-P was better.\n", | |
"\n", | |
"Again, an absolute relative difference smaller than 0.01 (i.e. 1% different) is essentially no difference." | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"execution_count": 256, | |
"id": "fb6c656a-82b3-421e-9066-59148ce81e70", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"data": { | |
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", | |
"text/plain": [ | |
"<Figure size 1500x500 with 2 Axes>" | |
] | |
}, | |
"metadata": {}, | |
"output_type": "display_data" | |
} | |
], | |
"source": [ | |
"n, n_bins = np.histogram(Ns, bins=range(0, 351, 25), density=False)\n", | |
"n_diff_sum, _ = np.histogram(Ns, bins=range(0, 351, 25), weights=diffs, density=False)\n", | |
"\n", | |
"m, m_bins = np.histogram(Ms, bins=range(0, 101, 10), density=False)\n", | |
"m_diff_sum, _ = np.histogram(Ms, bins=range(0, 101, 10), weights=diffs, density=False)\n", | |
"\n", | |
"fig, axs = plt.subplots(ncols=2, figsize=(15, 5), sharey=True)\n", | |
"\n", | |
"ax = axs[0]\n", | |
"ax.plot(n_bins[:-1], n_diff_sum / n, 'o-')\n", | |
"ax.axhline(0, c='k', alpha=0.33)\n", | |
"ax.axhline(0.01, c='b', alpha=0.33)\n", | |
"ax.axhline(-0.01, c='r', alpha=0.33)\n", | |
"ax.set_title('Relative RMSE difference vs N')\n", | |
"ax.set_xlabel('Number of samples, N')\n", | |
"ax.set_ylabel('Relative RMSE difference')\n", | |
"\n", | |
"ax = axs[1]\n", | |
"ax.plot(m_bins[:-1], m_diff_sum / m, 'o-')\n", | |
"ax.axhline(0, c='k', alpha=0.33)\n", | |
"ax.axhline(0.01, c='b', alpha=0.33)\n", | |
"ax.axhline(-0.01, c='r', alpha=0.33)\n", | |
"ax.set_title('Relative RMSE difference vs M')\n", | |
"ax.set_xlabel('Number of features, M')\n", | |
"ax.set_ylabel('Relative RMSE difference')\n", | |
"\n", | |
"plt.show()" | |
] | |
}, | |
{ | |
"cell_type": "markdown", | |
"id": "2cd449d8-0fbd-436e-900e-917d7362d7a8", | |
"metadata": {}, | |
"source": [ | |
"---\n", | |
"\n", | |
"© Matt Hall 2024 | CC BY — please share this work." | |
] | |
} | |
], | |
"metadata": { | |
"kernelspec": { | |
"display_name": "py311", | |
"language": "python", | |
"name": "py311" | |
}, | |
"language_info": { | |
"codemirror_mode": { | |
"name": "ipython", | |
"version": 3 | |
}, | |
"file_extension": ".py", | |
"mimetype": "text/x-python", | |
"name": "python", | |
"nbconvert_exporter": "python", | |
"pygments_lexer": "ipython3", | |
"version": "3.11.6" | |
} | |
}, | |
"nbformat": 4, | |
"nbformat_minor": 5 | |
} |
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