{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"
"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Visualizza andamento valori dei coefficienti in ridge regression al crescere del coefficiente di regolarizzazione"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.linear_model import Ridge"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"plt.style.use('fivethirtyeight')\n",
"\n",
"plt.rcParams['font.family'] = 'sans-serif'\n",
"plt.rcParams['font.serif'] = 'Ubuntu'\n",
"plt.rcParams['font.monospace'] = 'Ubuntu Mono'\n",
"plt.rcParams['font.size'] = 10\n",
"plt.rcParams['axes.labelsize'] = 10\n",
"plt.rcParams['axes.labelweight'] = 'bold'\n",
"plt.rcParams['axes.titlesize'] = 10\n",
"plt.rcParams['xtick.labelsize'] = 8\n",
"plt.rcParams['ytick.labelsize'] = 8\n",
"plt.rcParams['legend.fontsize'] = 10\n",
"plt.rcParams['figure.titlesize'] = 12\n",
"plt.rcParams['image.cmap'] = 'jet'\n",
"plt.rcParams['image.interpolation'] = 'none'\n",
"plt.rcParams['figure.figsize'] = (16, 8)\n",
"plt.rcParams['lines.linewidth'] = 2\n",
"\n",
"colors = ['#008fd5', '#fc4f30', '#e5ae38', '#6d904f', '#8b8b8b', '#810f7c', '#137e6d', '#be0119', '#3b638c', '#af6f09']"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"# funzione radiale gaussiana\n",
"def rbf(x,m,s):\n",
" return np.exp(-(x-m)**2/(2*s*s))"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"# applicazione delle funzione radiali gaussiane a dataset\n",
"def Phi(x):\n",
" res = []\n",
" for x_ in x:\n",
" res.append([rbf(x_[0],m,s) for m in m_rbf])\n",
" return np.array(res)"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"# sampling di array di n valori casuali in 0-1\n",
"def sample(n):\n",
" return np.random.uniform(0.0, 1.0, n).reshape(-1,1)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
"# numero di funzioni radiali utilizzate\n",
"n_rbf = 24\n",
"\n",
"# definizione dei punti medi delle funzioni radiali mediante suddivisione del dominio\n",
"m_rbf = np.linspace(0,1,n_rbf)\n",
"\n",
"# definizione della std delle funzioni radiali\n",
"s = 0.1"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"# costruzione insieme di n_ts training set, ognuno di dimensione d_ts\n",
"n_ts = 100\n",
"d_ts = 5\n",
"training_sets = [sample(d_ts) for i in range(n_ts)]"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"# insieme di valori su cui calcolare i valori target e le predizioni delle funzioni apprese\n",
"x_plot = np.arange(0,1,0.01).reshape(-1,1)"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"# definizione del coefficiente di regolazione\n",
"alpha = 10#np.exp(-10000) "
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [],
"source": [
"# definizione modello, con parametro di regolazione alpha\n",
"model=Ridge(alpha=alpha, fit_intercept=False)"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# per ogni traning set, apprendimento della funzione e plot sui valori di x_plot\n",
"f = plt.figure(figsize=(16,8))\n",
"for x in training_sets:\n",
" # calcola valori target corrispondenti a valori in x_plot\n",
" t=np.sin(2*np.pi*x)\n",
" # istanzia il modello sul training set\n",
" model.fit(Phi(x),t)\n",
" # predice in corrispondenza ai valori in x_plot \n",
" y = model.predict(Phi(x_plot))\n",
" # effettua il plot dei valori predetti\n",
" plt.plot(x_plot, y, color=colors[3], linewidth=0.7, alpha=1)\n",
"# plot della funzione originaria\n",
"plt.plot(x_plot,np.sin(np.pi*2*x_plot).reshape(-1,1), color='r', linewidth=1.5)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [],
"source": [
"# costruzione training set\n",
"X = np.random.uniform(0.0, 1.0, 25).reshape(-1,1)\n",
"t = np.sin(2*np.pi*X).ravel()\n",
"\n",
"# applicazione funzioni base\n",
"phi = Phi(X)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(25, 1)"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X.shape"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(25, 24)"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"phi.shape"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"# insieme di valori del coefficiente di regolazione considerati\n",
"n_alphas = 200\n",
"alphas = np.logspace(-14, -1, n_alphas)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [],
"source": [
"# crea modello\n",
"clf = Ridge()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"# lista dei coefficienti appresi per i vari alpha\n",
"coefs = []\n",
"\n",
"# per ogni alpha, istanzia il modello, apprende i coefficienti e li salva\n",
"for a in alphas:\n",
" clf.set_params(alpha=a)\n",
" clf.fit(phi, t)\n",
" coefs.append(clf.coef_)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(200, 24)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(coefs).shape"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(16,8))\n",
"fig.patch.set_facecolor('white')\n",
"ax = fig.gca()\n",
"ax.plot(alphas, coefs, linewidth=1)\n",
"ax.set_xscale('log')\n",
"# inversione dell'asse x, da valori più grandi a valori più piccoli\n",
"ax.set_xlim(ax.get_xlim()[::-1])\n",
"plt.xlabel('alpha', fontsize=10)\n",
"plt.ylabel('coefficienti', fontsize=10)\n",
"plt.title('Coefficienti in Ridge regression, al diminuire della regolazione', fontsize=10)\n",
"plt.xticks(fontsize=10)\n",
"plt.yticks(fontsize=10)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3.8",
"language": "python",
"name": "python3.8"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.0"
}
},
"nbformat": 4,
"nbformat_minor": 4
}