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@kiwamizamurai
Created February 12, 2019 01:59
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Ridge Regression from scratch\n",
"- https://qiita.com/eriksoon/items/b93030ba4dc686ecfbba\n",
"- https://ensekitt.hatenablog.com/entry/2018/07/23/200000\n",
"- https://xavierbourretsicotte.github.io/intro_ridge.html"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"from matplotlib import pyplot as plt\n",
"from sklearn import linear_model\n",
"from sklearn import preprocessing\n",
"\n",
"%matplotlib inline\n",
"plt.style.use('seaborn-pastel')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Regularized least squares\n",
"- https://en.wikipedia.org/wiki/Regularized_least_squares"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## データをまず作ろう\n",
"- 4 degree で近似する\n",
"- i.e. 4次式\n",
"ちなみに今回は切片なしのモデルです。パラメータは$\\theta$にしました。(一般的だから)\n",
"\n",
"\n",
"$$ x \\in [-0.5, 0.5] $$\n",
"$$ y = \\sin (2\\pi x) + \\epsilon $$\n",
"$$ \\hat{y} = \\theta_1 x + \\theta_2 x^2 + \\theta_3 x^3 + \\theta_4 x^4 $$\n",
"\n",
"$$ y \\approx \\hat{y} $$"
]
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {},
"outputs": [],
"source": [
"np.random.seed(515)"
]
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Data shape: (25, 4)\n"
]
}
],
"source": [
"N = 25\n",
"x = np.linspace(-0.5, 0.5, N)\n",
"noise = 1.2 * np.random.uniform(size = N)\n",
"y = np.sin(x * 2 * np.pi)\n",
"y_noise = (y + noise).reshape(-1, 1)\n",
"\n",
"y_noise = y_noise - y_noise.mean()\n",
"\n",
"X = np.vstack((x, x**2, x**3, x**4)).T\n",
"\n",
"X = preprocessing.scale(X)\n",
"print(\"Data shape: {}\".format(X.shape))"
]
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, 1, figsize=(12, 6))\n",
"ax.scatter(x, y_noise, label = 'Data point', c = 'r', alpha = 0.5, marker='x')\n",
"ax.plot(x, y - y.mean(), label = 'Sin')\n",
"ax.set_title('Noisy sin curve')\n",
"ax.set_xlabel('x')\n",
"ax.set_ylabel('y')\n",
"plt.legend()\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 129,
"metadata": {},
"outputs": [],
"source": [
"# def closed_form(X, y):\n",
"# return np.linalg.inv(X.T @ X) @ X.T @ y\n",
" \n",
"def closed_form_rid(X, y, lamda = 5): \n",
" m, n = X.shape\n",
" I = np.eye((n))\n",
" return (np.linalg.inv(X.T @ X + lamda * I) @ X.T @ y)[:,0]"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[[ 1.52984935 0.72056558 -1.16720041 -0.64671265]]\n",
"[ 0.55802906 0.14900782 -0.22963273 -0.08199521]\n"
]
}
],
"source": [
"normal_leastsquare = closed_form(X, y_noise)\n",
"ridge_leastsquare = closed_form_rid(X, y_noise)\n",
"\n",
"print(normal_leastsquare.T)\n",
"print(ridge_leastsquare)\n",
"\n",
"f = lambda param, X: X @ param"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1a20b4f0b8>"
]
},
"execution_count": 131,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax1 = plt.subplots(1, 1, figsize=(12, 6))\n",
"\n",
"ax1.scatter(x, y_noise, label = 'Data point', c = 'black', alpha = 0.5, marker='x')\n",
"ax1.plot(x, y - y.mean(), label = 'Sin')\n",
"ax1.plot(x, f(normal_leastsquare, X).flatten(), label = 'Non')\n",
"ax1.plot(x, f(ridge_leastsquare, X).flatten(), label = 'Ridge')\n",
"ax1.set_title('Noisy sin curve')\n",
"ax1.set_xlabel('x')\n",
"ax1.set_ylabel('y')\n",
"\n",
"plt.legend()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# いいlambdaを決めよう。どうやって?\n",
"# → 交差検証"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$$ \\texttt{objective function}(\\theta) = \\frac{1}{2N} \\|(y - X\\theta)\\|_2^2 + \\frac{\\lambda}{2N} \\|\\theta \\|_2^2 $$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"なぜ**2N**で割っているか?\n",
"> 別になくてもいいんだけど下の理由で都合がいい\n",
"\n",
"- 勾配を求めるときに2がキャンセルさせるから\n",
"- 値が大きくなりすぎるのを防ぐためにデータ数Nで割っている"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [],
"source": [
"# def cost(X, y, theta):\n",
"# m = np.size(y)\n",
"# h = X @ theta\n",
"# J = float((1./(2*m)) * (h - y).T @ (h - y)); \n",
"# return J\n",
"\n",
"\n",
"def cost_rid(X, y, theta, lamda = 10):\n",
" m = len(y) \n",
" h = X @ theta\n",
" J_reg = (lamda / (2*m)) * np.sum(theta**2)\n",
" J = float((1./(2*m)) * (h - y).T @ (h - y)) + J_reg;\n",
" return J "
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/kiwamizamurai/anaconda3/lib/python3.6/site-packages/sklearn/model_selection/_split.py:2026: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.\n",
" FutureWarning)\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(X, np.ravel(y_noise), random_state=3, train_size=0.7)"
]
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Ridge\n",
"Cross-Validation scores: [-0.49956679 0.0368966 0.40911964 -0.3557934 ]\n",
"Average score: -0.10233598662434283\n"
]
}
],
"source": [
"from sklearn.model_selection import cross_val_score\n",
"from sklearn.linear_model import Ridge\n",
"\n",
"\n",
"scores = cross_val_score(Ridge(alpha=1.0, fit_intercept=False), X, np.ravel(y_noise), cv=4)\n",
"\n",
"print('%s' %Ridge.__name__)\n",
"print('Cross-Validation scores: {}'.format(scores))\n",
"print('Average score: %s' %np.mean(scores))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## negative...だと?、調べてみるとモデルが鬼悪い意味らしい\n",
"- https://scikit-learn.org/stable/modules/generated/sklearn.linear_model.Ridge.html"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 5))\n",
"\n",
"alphas = np.logspace(0, 10, 30)\n",
"scores = [cross_val_score(Ridge(alpha, fit_intercept=False), X, y, cv=3).mean() for alpha in alphas]\n",
"\n",
"\n",
"plt.scatter(alphas, scores, label=Ridge.__name__)\n",
"plt.legend(loc='lower left')\n",
"plt.xlabel('alpha')\n",
"plt.ylabel('cross validation score')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# これじゃ勉強にならんと思いつついいデータを探した\n",
"- http://scipy-lectures.org/packages/scikit-learn/auto_examples/plot_linear_model_cv.html \n",
"ちなみにリンク先はalphaをnegativeでとっているから間違っている"
]
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>age</th>\n",
" <th>sex</th>\n",
" <th>bmi</th>\n",
" <th>map</th>\n",
" <th>tc</th>\n",
" <th>ldl</th>\n",
" <th>hdl</th>\n",
" <th>tch</th>\n",
" <th>ltg</th>\n",
" <th>glu</th>\n",
" <th>target</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0.038076</td>\n",
" <td>0.050680</td>\n",
" <td>0.061696</td>\n",
" <td>0.021872</td>\n",
" <td>-0.044223</td>\n",
" <td>-0.034821</td>\n",
" <td>-0.043401</td>\n",
" <td>-0.002592</td>\n",
" <td>0.019908</td>\n",
" <td>-0.017646</td>\n",
" <td>151.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>-0.001882</td>\n",
" <td>-0.044642</td>\n",
" <td>-0.051474</td>\n",
" <td>-0.026328</td>\n",
" <td>-0.008449</td>\n",
" <td>-0.019163</td>\n",
" <td>0.074412</td>\n",
" <td>-0.039493</td>\n",
" <td>-0.068330</td>\n",
" <td>-0.092204</td>\n",
" <td>75.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>0.085299</td>\n",
" <td>0.050680</td>\n",
" <td>0.044451</td>\n",
" <td>-0.005671</td>\n",
" <td>-0.045599</td>\n",
" <td>-0.034194</td>\n",
" <td>-0.032356</td>\n",
" <td>-0.002592</td>\n",
" <td>0.002864</td>\n",
" <td>-0.025930</td>\n",
" <td>141.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>-0.089063</td>\n",
" <td>-0.044642</td>\n",
" <td>-0.011595</td>\n",
" <td>-0.036656</td>\n",
" <td>0.012191</td>\n",
" <td>0.024991</td>\n",
" <td>-0.036038</td>\n",
" <td>0.034309</td>\n",
" <td>0.022692</td>\n",
" <td>-0.009362</td>\n",
" <td>206.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>0.005383</td>\n",
" <td>-0.044642</td>\n",
" <td>-0.036385</td>\n",
" <td>0.021872</td>\n",
" <td>0.003935</td>\n",
" <td>0.015596</td>\n",
" <td>0.008142</td>\n",
" <td>-0.002592</td>\n",
" <td>-0.031991</td>\n",
" <td>-0.046641</td>\n",
" <td>135.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" age sex bmi map tc ldl hdl \\\n",
"0 0.038076 0.050680 0.061696 0.021872 -0.044223 -0.034821 -0.043401 \n",
"1 -0.001882 -0.044642 -0.051474 -0.026328 -0.008449 -0.019163 0.074412 \n",
"2 0.085299 0.050680 0.044451 -0.005671 -0.045599 -0.034194 -0.032356 \n",
"3 -0.089063 -0.044642 -0.011595 -0.036656 0.012191 0.024991 -0.036038 \n",
"4 0.005383 -0.044642 -0.036385 0.021872 0.003935 0.015596 0.008142 \n",
"\n",
" tch ltg glu target \n",
"0 -0.002592 0.019908 -0.017646 151.0 \n",
"1 -0.039493 -0.068330 -0.092204 75.0 \n",
"2 -0.002592 0.002864 -0.025930 141.0 \n",
"3 0.034309 0.022692 -0.009362 206.0 \n",
"4 -0.002592 -0.031991 -0.046641 135.0 "
]
},
"execution_count": 136,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.datasets import load_diabetes\n",
"import pandas as pd \n",
"diabetes = load_diabetes()\n",
"df = pd.DataFrame(diabetes.data, columns=(\"age\", \"sex\", \"bmi\", \"map\", \"tc\", \"ldl\", \"hdl\", \"tch\", \"ltg\", \"glu\"))\n",
"df['target'] = diabetes.target\n",
"\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 切片のパラメータはセンタリングにより消せるじゃないか"
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>age</th>\n",
" <th>sex</th>\n",
" <th>bmi</th>\n",
" <th>map</th>\n",
" <th>tc</th>\n",
" <th>ldl</th>\n",
" <th>hdl</th>\n",
" <th>tch</th>\n",
" <th>ltg</th>\n",
" <th>glu</th>\n",
" <th>target</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" <td>4.420000e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>-1.098920e-18</td>\n",
" <td>-6.656315e-18</td>\n",
" <td>3.202566e-18</td>\n",
" <td>2.919987e-18</td>\n",
" <td>-1.507090e-18</td>\n",
" <td>-3.673532e-18</td>\n",
" <td>2.449021e-18</td>\n",
" <td>3.281061e-18</td>\n",
" <td>-1.144054e-18</td>\n",
" <td>1.122468e-18</td>\n",
" <td>1.009549e-14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>4.761905e-02</td>\n",
" <td>4.761905e-02</td>\n",
" <td>4.761905e-02</td>\n",
" <td>4.761905e-02</td>\n",
" <td>4.761905e-02</td>\n",
" <td>4.761905e-02</td>\n",
" <td>4.761905e-02</td>\n",
" <td>4.761905e-02</td>\n",
" <td>4.761905e-02</td>\n",
" <td>4.761905e-02</td>\n",
" <td>7.709300e+01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-1.072256e-01</td>\n",
" <td>-4.464164e-02</td>\n",
" <td>-9.027530e-02</td>\n",
" <td>-1.123996e-01</td>\n",
" <td>-1.267807e-01</td>\n",
" <td>-1.156131e-01</td>\n",
" <td>-1.023071e-01</td>\n",
" <td>-7.639450e-02</td>\n",
" <td>-1.260974e-01</td>\n",
" <td>-1.377672e-01</td>\n",
" <td>-1.271335e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>-3.729927e-02</td>\n",
" <td>-4.464164e-02</td>\n",
" <td>-3.422907e-02</td>\n",
" <td>-3.665645e-02</td>\n",
" <td>-3.424784e-02</td>\n",
" <td>-3.035840e-02</td>\n",
" <td>-3.511716e-02</td>\n",
" <td>-3.949338e-02</td>\n",
" <td>-3.324879e-02</td>\n",
" <td>-3.317903e-02</td>\n",
" <td>-6.513348e+01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>5.383060e-03</td>\n",
" <td>-4.464164e-02</td>\n",
" <td>-7.283766e-03</td>\n",
" <td>-5.670611e-03</td>\n",
" <td>-4.320866e-03</td>\n",
" <td>-3.819065e-03</td>\n",
" <td>-6.584468e-03</td>\n",
" <td>-2.592262e-03</td>\n",
" <td>-1.947634e-03</td>\n",
" <td>-1.077698e-03</td>\n",
" <td>-1.163348e+01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>3.807591e-02</td>\n",
" <td>5.068012e-02</td>\n",
" <td>3.124802e-02</td>\n",
" <td>3.564384e-02</td>\n",
" <td>2.835801e-02</td>\n",
" <td>2.984439e-02</td>\n",
" <td>2.931150e-02</td>\n",
" <td>3.430886e-02</td>\n",
" <td>3.243323e-02</td>\n",
" <td>2.791705e-02</td>\n",
" <td>5.936652e+01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>1.107267e-01</td>\n",
" <td>5.068012e-02</td>\n",
" <td>1.705552e-01</td>\n",
" <td>1.320442e-01</td>\n",
" <td>1.539137e-01</td>\n",
" <td>1.987880e-01</td>\n",
" <td>1.811791e-01</td>\n",
" <td>1.852344e-01</td>\n",
" <td>1.335990e-01</td>\n",
" <td>1.356118e-01</td>\n",
" <td>1.938665e+02</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" age sex bmi map tc \\\n",
"count 4.420000e+02 4.420000e+02 4.420000e+02 4.420000e+02 4.420000e+02 \n",
"mean -1.098920e-18 -6.656315e-18 3.202566e-18 2.919987e-18 -1.507090e-18 \n",
"std 4.761905e-02 4.761905e-02 4.761905e-02 4.761905e-02 4.761905e-02 \n",
"min -1.072256e-01 -4.464164e-02 -9.027530e-02 -1.123996e-01 -1.267807e-01 \n",
"25% -3.729927e-02 -4.464164e-02 -3.422907e-02 -3.665645e-02 -3.424784e-02 \n",
"50% 5.383060e-03 -4.464164e-02 -7.283766e-03 -5.670611e-03 -4.320866e-03 \n",
"75% 3.807591e-02 5.068012e-02 3.124802e-02 3.564384e-02 2.835801e-02 \n",
"max 1.107267e-01 5.068012e-02 1.705552e-01 1.320442e-01 1.539137e-01 \n",
"\n",
" ldl hdl tch ltg glu \\\n",
"count 4.420000e+02 4.420000e+02 4.420000e+02 4.420000e+02 4.420000e+02 \n",
"mean -3.673532e-18 2.449021e-18 3.281061e-18 -1.144054e-18 1.122468e-18 \n",
"std 4.761905e-02 4.761905e-02 4.761905e-02 4.761905e-02 4.761905e-02 \n",
"min -1.156131e-01 -1.023071e-01 -7.639450e-02 -1.260974e-01 -1.377672e-01 \n",
"25% -3.035840e-02 -3.511716e-02 -3.949338e-02 -3.324879e-02 -3.317903e-02 \n",
"50% -3.819065e-03 -6.584468e-03 -2.592262e-03 -1.947634e-03 -1.077698e-03 \n",
"75% 2.984439e-02 2.931150e-02 3.430886e-02 3.243323e-02 2.791705e-02 \n",
"max 1.987880e-01 1.811791e-01 1.852344e-01 1.335990e-01 1.356118e-01 \n",
"\n",
" target \n",
"count 4.420000e+02 \n",
"mean 1.009549e-14 \n",
"std 7.709300e+01 \n",
"min -1.271335e+02 \n",
"25% -6.513348e+01 \n",
"50% -1.163348e+01 \n",
"75% 5.936652e+01 \n",
"max 1.938665e+02 "
]
},
"execution_count": 137,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"(df - df.mean()).describe()"
]
},
{
"cell_type": "code",
"execution_count": 138,
"metadata": {},
"outputs": [],
"source": [
"X = (df - df.mean()).iloc[:, :10]\n",
"y = (df - df.mean()).iloc[:, 10:]"
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x360 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(8, 5))\n",
"\n",
"alphas = np.logspace(0, 20, 30)\n",
"scores = [cross_val_score(Ridge(alpha, fit_intercept=False), X, y, cv=3).mean() for alpha in alphas]\n",
"\n",
"\n",
"plt.scatter(alphas, scores, label=Ridge.__name__)\n",
"plt.legend(loc='upper right')\n",
"plt.xlabel('alpha')\n",
"plt.ylabel('cross validation score')\n",
"plt.tight_layout()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ちなみに\n",
"> class sklearn.linear_model.Ridge \n",
"(alpha=1.0, fit_intercept=True, normalize=False, copy_X=True, max_iter=None, tol=0.001, solver=’auto’, random_state=None)[source]¶\n",
"\n",
"ということなので標準化しなくてもここでできたわ"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## では、いいパラメータを決めよう\n",
"詳しい解説は下にあるよ\n",
"- https://qiita.com/tomov3/items/039d4271ed30490edf7b\n",
"\n",
"多分一般的なスプリットは[X,y]に対して次の2分割\n",
"- train+val用_X, train用_X, train+val用_y, test用_y \n",
"\n",
"上のリンクでは分割を**2**から**3**にしたほうがいいだろうということ、つまり上の[train+val用_X, train+val用_y]に対してさらに分割\n",
"- train用_X, validation用_X, train用_y, validation用_y\n",
"\n",
"しかし、今回は2分割しかしない"
]
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/kiwamizamurai/anaconda3/lib/python3.6/site-packages/sklearn/model_selection/_split.py:2026: FutureWarning: From version 0.21, test_size will always complement train_size unless both are specified.\n",
" FutureWarning)\n"
]
}
],
"source": [
"X_train, X_test, y_train, y_test = train_test_split(X, np.ravel(y), random_state=3, train_size=0.7)"
]
},
{
"cell_type": "code",
"execution_count": 153,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Best score on validation set: 0.37686355674810545\n",
"Best parameters: {'alpha': 1.0}\n"
]
}
],
"source": [
"best_score = 0\n",
"best_parameter = {}\n",
"\n",
"np.logspace(0, 10, 30)\n",
"\n",
"for alpha in alphas:\n",
" ridge = Ridge(alpha, fit_intercept=False)\n",
" ridge.fit(X_train, y_train)\n",
" # validation set を用いて score を計算する\n",
" score = ridge.score(X_test, y_test)\n",
" if score > best_score:\n",
" best_score = score\n",
" best_parameter = {'alpha' : alpha}\n",
"\n",
"print('Best score on validation set: {}'.format(best_score))\n",
"print('Best parameters: {}'.format(best_parameter))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# 凸関数だったのでそれを確認(使うデータは最初の)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"def gradient_descent_reg(X, y, theta, alpha = 0.0002, lamda = 5, num_iters=1000):\n",
" m = np.size(y)\n",
" J_history = np.zeros(num_iters)\n",
" theta_0_hist, theta_1_hist = [], []\n",
"\n",
" for i in range(num_iters):\n",
" h = np.dot(X, theta)\n",
" \n",
" theta = theta - alpha * (1/m)* ( (X.T @ (h-y)) + lamda * theta )\n",
" \n",
" J_history[i] = cost_rid(X, y, theta, lamda)\n",
" \n",
" theta_0_hist.append(theta[0, 0])\n",
" theta_1_hist.append(theta[1, 0]) \n",
" return theta, J_history, theta_0_hist, theta_1_hist"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"from mpl_toolkits.mplot3d import Axes3D\n",
"from mpl_toolkits import mplot3d\n",
"\n",
"l = 9\n",
"\n",
"X = np.vstack((x, x**2)).T\n",
"X = preprocessing.scale(X)\n",
"\n",
"T1, T2 = np.meshgrid(np.linspace(-5, 5, 100),np.linspace(-5, 5, 100))\n",
"\n",
"zs = np.array([cost_rid(X, y_noise, np.array([t1, t2]).reshape(-1,1), l) for t1, t2 in zip(np.ravel(T1), np.ravel(T2))]) \n",
"Z = zs.reshape(T1.shape)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,0.98,'Cost function and gradient descent: Ridge regularization')"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1152x576 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"theta_result_reg, J_history_reg, theta_0, theta_1 = gradient_descent_reg(X, \n",
" y_noise,\n",
" np.array([14., 10.]).reshape(-1,1),\n",
" 0.8,\n",
" l,\n",
" num_iters=5000\n",
" )\n",
"\n",
"\n",
"anglesx = np.array(theta_0)[1:] - np.array(theta_0)[:-1]\n",
"anglesy = np.array(theta_1)[1:] - np.array(theta_1)[:-1]\n",
"\n",
"fig = plt.figure(figsize = (16,8))\n",
"\n",
"ax = fig.add_subplot(1, 2, 1, projection='3d')\n",
"ax.plot_surface(T1, T2, Z, rstride = 5, cstride = 5, cmap = 'jet', alpha=0.5)\n",
"ax.plot(theta_0, theta_1, J_history_reg, \n",
" marker = '*', color = 'r', alpha = .4, label = 'Gradient descent')\n",
"\n",
"ax.set_xlabel('theta 1')\n",
"ax.set_ylabel('theta 2')\n",
"ax.set_zlabel('error')\n",
"ax.set_title('Gradient descent: Root at {}'.format(theta_result_reg.ravel()))\n",
"ax.view_init(45, -45)\n",
"\n",
"\n",
"ax = fig.add_subplot(1, 2, 2)\n",
"ax.contour(T1, T2, Z, 100, cmap = 'jet')\n",
"ax.quiver(theta_0[:-1], theta_1[:-1], \n",
" anglesx, anglesy, scale_units = 'xy', angles = 'xy', \n",
" scale = 1.0, color = 'r', alpha = .9)\n",
"ax.set_xlabel('theta 1')\n",
"ax.set_ylabel('theta 2')\n",
"\n",
"plt.suptitle('Cost function and gradient descent: Ridge regularization')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# $\\lambda$を変えながら変化をみよう"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a846c2d2090c4551b42edfc58459756a",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(IntSlider(value=5, description='lams', max=10), Output()), _dom_classes=('widget-interac…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from ipywidgets import interact\n",
"\n",
"def GD_history(lams):\n",
" theta_result_reg, J_history_reg, theta_0, theta_1 = gradient_descent_reg(X, \n",
" y_noise,\n",
" np.array([14., 10.]).reshape(-1,1),\n",
" 0.8,\n",
" lams,\n",
" num_iters=5000\n",
" )\n",
" fig = plt.figure(figsize = (7, 7))\n",
"\n",
" ax = fig.add_subplot(1, 1, 1)\n",
" ax.contour(T1, T2, Z, 100, cmap = 'jet')\n",
" ax.quiver(theta_0[:-1], theta_1[:-1], \n",
" anglesx, anglesy, scale_units = 'xy', angles = 'xy', \n",
" scale = 1.0, color = 'r', alpha = .9)\n",
" ax.set_xlabel('theta 1')\n",
" ax.set_ylabel('theta 2')\n",
"\n",
"interact(GD_history, lams=(0, 10, 1));"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"application/vnd.jupyter.widget-view+json": {
"model_id": "a2d0eda9240e466f9e3e5630a47180e0",
"version_major": 2,
"version_minor": 0
},
"text/plain": [
"interactive(children=(IntSlider(value=5, description='lams', max=10), Output()), _dom_classes=('widget-interac…"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"@interact\n",
"def cost_show(lams=(0, 10, 1)):\n",
" theta_result_reg, J_history_reg, theta_0, theta_1 = gradient_descent_reg(X, \n",
" y_noise,\n",
" np.array([14., 10.]).reshape(-1,1),\n",
" 0.8,\n",
" lams,\n",
" num_iters=10\n",
" )\n",
" fig = plt.figure(figsize = (10, 7))\n",
" ax = fig.add_subplot(1, 1, 1)\n",
" \n",
" ax.plot(range(len(J_history_reg)), J_history_reg)\n",
" ax.set_xlabel('iter')\n",
" ax.set_ylabel('cost')\n",
" return "
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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