4ma-da/tp/lda/har.ipynb
2022-04-01 16:22:15 +02:00

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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<center>\n",
"<a href=\"http://www.insa-toulouse.fr/\" ><img src=\"http://www.math.univ-toulouse.fr/~besse/Wikistat/Images/logo-insa.jpg\" style=\"float:left; max-width: 120px; display: inline\" alt=\"INSA\"/></a> \n",
"\n",
"<a href=\"http://wikistat.fr/\" ><img src=\"http://www.math.univ-toulouse.fr/~besse/Wikistat/Images/wikistat.jpg\" style=\"float:right; max-width: 250px; display: inline\" alt=\"Wikistat\"/></a>\n",
"\n",
"</center>"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# [Scénarios d'Exploration Statistique](https://github.com/wikistat/Exploration)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analyse de signaux issus d'un *smartphone* en <a href=\"https://www.python.org/\"><img src=\"https://upload.wikimedia.org/wikipedia/commons/thumb/f/f8/Python_logo_and_wordmark.svg/390px-Python_logo_and_wordmark.svg.png\" style=\"max-width: 120px; display: inline\" alt=\"Python\"/></a> avec <a href=\"http://scikit-learn.org/stable/#\"><img src=\"http://scikit-learn.org/stable/_static/scikit-learn-logo-small.png\" style=\"max-width: 100px; display: inline\" alt=\"Scikit-Learn\"/></a>\n",
"## Données transformées (métier): exploration et première modélisation par [ACP](http://wikistat.fr/pdf/st-m-explo-acp.pdf), [AFD](http://wikistat.fr/pdf/st-m-explo-afd.pdf), [régression logistique](http://wikistat.fr/pdf/st-m-app-rlogit.pdf).\n",
"\n",
"### Résumé\n",
"Ce cas d'usage de [reconnaissance d'activités humaines](https://archive.ics.uci.edu/ml/datasets/Human+Activity+Recognition+Using+Smartphones) à partir des enregistrements d'un smartphone (gyroscope, accéléromètre) est traité pour illustrer les principales étapes d'exploration et apprentissage communes en *science des données* et applicables à des signaux. Les données analysées sont obtenues après transformation \"métier\" des données brutes afin de caractériser au mieux les comportements. Exploration multidimensionnelle par méthodes factorielles, classification non supervisée, avant d'introduire le problème de classification supervisée pour prévoir l'activité. La régression logistique est testée avec succès."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1 Introduction\n",
"### 1.1 Contexte\n",
"Les données sont issues de la communauté qui vise la reconnaissance d'activités humaines (*Human activity recognition, HAR*) à partir denregistrements, par exemple du gyroscope et de l'accéléromètre d'un smartphone. Voir à ce propos l'[article](https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2013-11.pdf) relatant un colloque de 2013. \n",
"\n",
"Les données publiques disponibles et largement étudiées ont été acquises, décrites et analysées par [Anguita et al. (2013)](). Elles sont accessibles sur le [dépôt](https://archive.ics.uci.edu/ml/datasets/Human+Activity+Recognition+Using+Smartphones) de l'University California Irvine (UCI) consacré à l'apprentissage machine ainsi que sur le site *Kaggle*.\n",
"\n",
"L'archive contient les données brutes: accélérations échantillonnnées à 64 htz pendant 2s. Les accélérations en x, y, et z, chacune de 128 colonnes, celles en y soustrayant la gravité naturelle ainsi que les accélérations angulaires (gyroscope) en x, y, et z soit en tout 9 fichiers.\n",
"\n",
"Il sagit donc d'un ensemble de signaux comme il est extrêmement fréquent d'en rencontrer en lien avec des objets connectés, ici un smartphone, ou dans tout environnement industriel ou scientifique. Les approches développées dans les calepins traitant de ces données sont tout à fait génériques.\n",
"\n",
"L'**archive contient également** deux fichiers `train` et `test` de 561 *features* ou variables \"métier\" calculées dans les domaines temporels et fréquentiels à partir des signaux bruts.\n",
"\n",
"Les données, chaque enregistrement échantilloné 128 fois, sont labellisées avec **6 activités** : debout, assis, couché, marche, monter ou descendre un escalier. Il s'agit donc d'un problème de classification supervisée (6 classes) avec 10 299 échantillons pour l'apprentissage, 2 947 pour le test, décrites par 561 variables métiers ou 768 mesures issues de l'échantillonnage des signaux.\n",
"\n",
"Voici une liste indicative des variables calculées sur chacune des variables initiales et couples de variables:\n",
"\n",
"Name|Signification\n",
"-|-\n",
"mean | Mean value\n",
"std | Standard deviation\n",
"mad | Median absolute value\n",
"max | Largest values in array\n",
"min | Smallest value in array\n",
"sma | Signal magnitude area\n",
"energy | Average sum of the squares\n",
"iqr | Interquartile range\n",
"entropy | Signal Entropy\n",
"arCoeff | Autorregresion coefficients\n",
"correlation | Correlation coefficient\n",
"maxFreqInd | Largest frequency component\n",
"meanFreq | Frequency signal weighted average\n",
"skewness | Frequency signal Skewness\n",
"kurtosis | Frequency signal Kurtosis\n",
"energyBand | Energy of a frequency interval\n",
"angle | Angle between two vectors\n",
"\n",
"### 1.2 Objectifs\n",
"Ce calepin s'intéresse aux seules variables construites à partir des connaissances *a priori* du comportement des capteurs en fonction des types d'activité humaine. IL propose une exploration et une modélisation, des 561 variables métier. Il s'agit de répondre à la question : est-il possible d'identifier l'activité du porteur du smartphone à partir d'un enregistrement? \n",
"\n",
"\n",
"Un [autre calepin]() s'intéresse aux données brutes afin d'économiser le travail préliminaire de définition des variables métier en utilisant, par exemple, des décompositions systématiques sur une base d'ondelettes ou, mieux, un algorithme d'apprentissage profond sur les seules données brutes. L'enjeu est d'obtenir une discrimination sur les données brutes donc moins énergivores qu'un calcul systématique des caractéristiques métier.\n",
"\n",
"Une *troisième étape* viserait à traiter les données à flux continu pour une application réelle de la reconnaissance d'activité afin, par exemple, de sécuriser des personnes dépendantes ou d'évaluer l'activité physique d'un assuré...\n",
"\n",
"Une optimisation poussée de la modélisation des méthodes d'apprentissage sur les données métiers comme le traitement direct des données bruts sont abordés dans d'autres calepins. L'objectif est d'abord une sensibilisation au traitement de données complexes temporelles."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# Importation des principals librairies et\n",
"# Affichage des graphiques dans le notebook\n",
"\n",
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import time\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 1.3 Lecture des données métier\n",
"\n",
"Les données peuvent être préalablement téléchargées ou directement lues. Ce sont celles originales du dépôt de l'[UCI](https://archive.ics.uci.edu/ml/datasets/Human+Activity+Recognition+Using+Smartphones). "
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
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" <td>0.180637</td>\n",
" <td>-0.049118</td>\n",
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" <th>3</th>\n",
" <td>0.279174</td>\n",
" <td>-0.026201</td>\n",
" <td>-0.123283</td>\n",
" <td>-0.996091</td>\n",
" <td>-0.983403</td>\n",
" <td>-0.990675</td>\n",
" <td>-0.997099</td>\n",
" <td>-0.982750</td>\n",
" <td>-0.989302</td>\n",
" <td>-0.938692</td>\n",
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" <td>-0.012892</td>\n",
" <td>0.640011</td>\n",
" <td>-0.485366</td>\n",
" <td>-0.848649</td>\n",
" <td>0.181935</td>\n",
" <td>-0.047663</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>0.276629</td>\n",
" <td>-0.016570</td>\n",
" <td>-0.115362</td>\n",
" <td>-0.998139</td>\n",
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" <td>0.185151</td>\n",
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"<p>5 rows × 561 columns</p>\n",
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" 0 1 2 3 4 5 6 \\\n",
"0 0.288585 -0.020294 -0.132905 -0.995279 -0.983111 -0.913526 -0.995112 \n",
"1 0.278419 -0.016411 -0.123520 -0.998245 -0.975300 -0.960322 -0.998807 \n",
"2 0.279653 -0.019467 -0.113462 -0.995380 -0.967187 -0.978944 -0.996520 \n",
"3 0.279174 -0.026201 -0.123283 -0.996091 -0.983403 -0.990675 -0.997099 \n",
"4 0.276629 -0.016570 -0.115362 -0.998139 -0.980817 -0.990482 -0.998321 \n",
"\n",
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"2 -0.963668 -0.977469 -0.938692 ... 0.414503 -0.390748 -0.760104 -0.118559 \n",
"3 -0.982750 -0.989302 -0.938692 ... 0.404573 -0.117290 -0.482845 -0.036788 \n",
"4 -0.979672 -0.990441 -0.942469 ... 0.087753 -0.351471 -0.699205 0.123320 \n",
"\n",
" 555 556 557 558 559 560 \n",
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"3 -0.012892 0.640011 -0.485366 -0.848649 0.181935 -0.047663 \n",
"4 0.122542 0.693578 -0.615971 -0.847865 0.185151 -0.043892 \n",
"\n",
"[5 rows x 561 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Lecture des données d'apprentissage\n",
"# Attention, il peut y avoir plusieurs espaces comme séparateur dans le fichier\n",
"Xtrain = pd.read_table(\"X_train.txt\", sep=\"\\s+\", header=None)\n",
"Xtrain.head()\n"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Variable cible\n",
"ytrain = pd.read_table(\"y_train.txt\", sep=\"\\s+\", header=None, names=list(\"y\"))\n",
"# Le type dataFrame est inutile et même gênant pour les la suite\n",
"ytrain = ytrain[\"y\"]\n"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2947, 561)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Lecture des données de test\n",
"Xtest = pd.read_table(\"X_test.txt\", sep=\"\\s+\", header=None)\n",
"Xtest.shape\n"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"ytest = pd.read_table(\"y_test.txt\", sep=\"\\s+\", header=None, names=list(\"y\"))\n",
"ytest = ytest[\"y\"]\n",
"# Significaiton des codes de y\n",
"label_dic = {\n",
" 1: \"Marcher\",\n",
" 2: \"Monter escalier\",\n",
" 3: \"Descendre escalier\",\n",
" 4: \"Assis\",\n",
" 5: \"Debout\",\n",
" 6: \"Couche\",\n",
"}\n",
"labels = label_dic.values()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2 Exploration par [Analyse en composantes principales](http://wikistat.fr/pdf/st-m-explo-acp.pdf)\n",
"### 2.1 Principe\n",
"Il est important de se faire une idée précise de la structure des données. Une analyse en composantes principales est adaptée à cet objectif. \n",
"\n",
" - Elle recherche les axes de plus grande dispersion du nuages des individus dans $R^p$ avec $p=561$. Ces axes sont définis par les vecteurs propres de la matrice des covariances ou des corrélations si les variables sont réduites (divisées par l'écart-type).\n",
" - Les représentations graphiques des individus sont obtenues par projection sur les sous-espaces engendrés par les premiers vecteurs propres. Elles préservent au mieux les distances entre ceux-ci.\n",
" - Les coordonnées sont stockées dans la matrice des *composantes principales* qui sont aussi les combinaisons linéaires de plus grande variance des variables. Ce sont des variables décorrélées, orthogonales deux à deux.\n",
" - Les representations graphiques des variables initiales conservent au mieux les angles entre les vecteurs variables dans l'espace $R^n$ de façon à interpréter leurs corrélations qui, géométriquement, sont les cosinus de ces angles. "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.decomposition import PCA\n",
"from sklearn.preprocessing import scale\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"La fonction définie ci-après affiche un nuage de points dans un plan factoriel."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def plot_pca(X_R, fig, ax, nbc, nbc2):\n",
" for i in range(6):\n",
" xs = X_R[ytrain == i + 1, nbc - 1]\n",
" ys = X_R[ytrain == i + 1, nbc2 - 1]\n",
" label = label_dic[i + 1]\n",
" color = cmaps(i)\n",
" ax.scatter(xs, ys, color=color, alpha=0.8, s=1, label=label)\n",
" ax.set_xlabel(\n",
" \"PC%d : %.2f %%\" % (nbc, pca.explained_variance_ratio_[nbc - 1] * 100),\n",
" fontsize=10,\n",
" )\n",
" ax.set_ylabel(\n",
" \"PC%d : %.2f %%\" % (nbc2, pca.explained_variance_ratio_[nbc2 - 1] * 100),\n",
" fontsize=10,\n",
" )\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Calcul de la matrice des composantes principales. C'est aussi un changement (transformation) de base; de la base canonique dans la base des vecteurs propres. "
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"pca = PCA()\n",
"X_r = pca.fit_transform(Xtrain)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 2.2 Valeurs propres ou variances des composantes principales\n",
"Représentation de la décroissance des valeurs propres, les variances des variables ou composantes principales."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.plot(pca.explained_variance_ratio_[0:10])\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Un graphique plus explicite décrit les distribution de ces composantes par des diagrames boîtes; seules les premières sont affichées. "
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.boxplot(X_r[:, 0:10])\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Commenter la décroissance des variances, le choix éventuel d'une dimension ou nombre de composantes à retenir sur les 561.\n",
"### 2.3 Représentation des individus ou \"activités\"\n",
"Projection dans les principaux plans factoriels."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1440x1440 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cmaps = plt.get_cmap(\"Accent\")\n",
"fig = plt.figure(figsize=(20, 20))\n",
"count = 0\n",
"for nbc, nbc2, count in [\n",
" (1, 2, 1),\n",
" (1, 3, 2),\n",
" (1, 4, 3),\n",
" (2, 3, 5),\n",
" (2, 4, 6),\n",
" (3, 4, 9),\n",
"]:\n",
" ax = fig.add_subplot(3, 3, count)\n",
" plot_pca(X_r, fig, ax, nbc, nbc2)\n",
"plt.legend(loc=\"upper right\", bbox_to_anchor=(1.8, 0.5), markerscale=10)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Q** Commenter la séparation des deux types de situation par le premier axe.\n",
"\n",
"**Q** Que dire sur la forme des nuages?\n",
"\n",
"**Q** Que dire sur la plus ou moins bonne séparation des classes?"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"### 2.4 Représentation des variables\n",
"Lecture des libellés des variables et constitution d'une liste. Souci de la grande dimension (561), les représentations ne sont guère exploitables. "
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"with open(\"features.txt\", \"r\") as content_file:\n",
" featuresNames = content_file.read()\n",
"columnsNames = list(map(lambda x: x.split(\" \")[1], featuresNames.split(\"\\n\")[:-1]))\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Graphe illisible en mettant les libellés en clair. Seule une * est représentée."
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# coordonnées des variables\n",
"coord1 = pca.components_[0] * np.sqrt(pca.explained_variance_[0])\n",
"coord2 = pca.components_[1] * np.sqrt(pca.explained_variance_[1])\n",
"fig = plt.figure(figsize=(8, 8))\n",
"ax = fig.add_subplot(1, 1, 1)\n",
"for i, j in zip(\n",
" coord1,\n",
" coord2,\n",
"):\n",
" plt.text(i, j, \"*\")\n",
" plt.arrow(0, 0, i, j, color=\"r\")\n",
"plt.axis((-1.2, 1.2, -1.2, 1.2))\n",
"# cercle\n",
"c = plt.Circle((0, 0), radius=1, color=\"b\", fill=False)\n",
"ax.add_patch(c)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Identification des variables participant le plus au premier axe. Ce n'est pas plus clair ! Seule la réprésentation des individus apporte finalement des éléments de compréhension."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array(['tBodyAccJerk-entropy()-X', 'tBodyAccJerk-entropy()-Y',\n",
" 'tBodyAccMag-entropy()', 'tGravityAccMag-entropy()',\n",
" 'tBodyAccJerkMag-entropy()', 'tBodyGyroJerkMag-entropy()',\n",
" 'fBodyAcc-entropy()-X', 'fBodyAcc-entropy()-Y',\n",
" 'fBodyAcc-entropy()-Z', 'fBodyAccJerk-entropy()-X',\n",
" 'fBodyAccJerk-entropy()-Y', 'fBodyAccJerk-entropy()-Z',\n",
" 'fBodyAccMag-entropy()', 'fBodyBodyAccJerkMag-entropy()',\n",
" 'fBodyBodyGyroJerkMag-entropy()'], dtype='<U36')"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"np.array(columnsNames)[abs(coord1) > 0.6]\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3 Exploration par [Analyse Factorielle Discriminante (AFD)](http://wikistat.fr/pdf/st-m-explo-afd.pdf)\n",
"### 3.1 Principe\n",
"L'ACP ne prend pas en compte la présence de la variable qualitative à modéliser, contrairement à l'analyse factorielle discriminante (AFD). L'AFD est adaptée à ce contexte \"supervisé\" puisque l'activité est connue sur un échantillon d'apprentissage. L'AFD est une ACP des barycentres des classes munissant l'espace des indivudus d'une métrique spécifique dite de *Mahalanobis*. Métrique définie par l'inverse de la matrice de covariance intraclasse. L'objectif est alors de visualiser les capacités des variables à discriminer les classes.\n",
"\n",
"La librairie `scikit-learn` ne propose pas de fonction spécifique d'analyse factorielle discriminante mais les coordonnées des individus dans la base des vecteurs discriminants sont obtenues comme résultats de l'analyse discriminante linéaire décisionnnelle. Cette dernière sera utilisé avec une finalité prédictive dans un deuxième temps (voir section 4 de ce calepin). \n",
"\n",
"Les résultats de la fonction `LinearDiscriminantAnalysis` de `scikit-learn` sont identiques à ceux de la fonction `lda` de R. Elle est donc utilisée strictement de la même façon."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.discriminant_analysis import LinearDiscriminantAnalysis\n",
"\n",
"method = LinearDiscriminantAnalysis()\n",
"lda = method.fit(Xtrain, ytrain)\n",
"X_r2 = lda.transform(Xtrain)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 3.2 Représentation des individus"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1440x1440 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(20, 20))\n",
"count = 0\n",
"for nbc, nbc2, count in [\n",
" (1, 2, 1),\n",
" (1, 3, 2),\n",
" (1, 4, 3),\n",
" (2, 3, 5),\n",
" (2, 4, 6),\n",
" (3, 4, 9),\n",
"]:\n",
" ax = fig.add_subplot(3, 3, count)\n",
" plot_pca(X_r2, fig, ax, nbc, nbc2)\n",
"plt.legend(loc=\"upper right\", bbox_to_anchor=(1.8, 0.5), markerscale=10)\n",
"plt.show()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Q** Que dire de la séparation des classes. Sont-elles toutes séparables deux à deux ?\n",
"\n",
"**Q** Que dire de la forme des nuages notamment dans le premier plan ? Critiquer l'hypothèse utilisée dans l'AFD.\n",
"\n",
"Comme pour l'ACP, la représentation des variables n'apporterait rien."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4 Apprentissage et prévision de l'activité par Analyse Factorielle Discriminante (AFD)\n",
"\n",
"D'autres méthodes sont successivement testées dans les calepins complétant l'étude: SVM, $k$ plus proches voisins, forêts aléatoires, réseaux de neurones... Seule l'analyse discriminante décisionnelle et la régression logistique sont utilisées dans ce calepin pour illustrer la phase d'apprentissage / modélisation pour la prévision du comportement."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On rappelle que l'analyse factorielle discriminante a deux facettes : exploratoire et prédictive. L'analyse exploratoire réalise une ACP des centres des classes avec la métrique de Mahalanobis (qui a pour effet de rendre les données 'sphériques'), cf section 3. La prédiction est obtenue en utilisant le centre le plus proche au sens de cette métrique, en tenant compte des fréquences de chaque classe. De façon équivalente, c'est la prévision bayésienne obtenue lorsque le prior est un mélange gaussien homoscédastique."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.1. Estimation du modèle"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"method = LinearDiscriminantAnalysis()\n",
"ts = time.time()\n",
"method.fit(Xtrain, ytrain)\n",
"scoreLDA = method.score(Xtest, ytest)\n",
"ypredLDA = method.predict(Xtest)\n",
"te = time.time()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### 4.2. Prévision de l'activité pour l'échantillon test"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Score : 0.962335, time running : 0 secondes\n"
]
},
{
"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>Marcher</th>\n",
" <th>Monter escalier</th>\n",
" <th>Descendre escalier</th>\n",
" <th>Assis</th>\n",
" <th>Debout</th>\n",
" <th>Couche</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Marcher</th>\n",
" <td>490</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Monter escalier</th>\n",
" <td>11</td>\n",
" <td>460</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Descendre escalier</th>\n",
" <td>1</td>\n",
" <td>14</td>\n",
" <td>405</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Assis</th>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>434</td>\n",
" <td>56</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Debout</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>22</td>\n",
" <td>510</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Couche</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>537</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Marcher Monter escalier Descendre escalier Assis \\\n",
"Marcher 490 6 0 0 \n",
"Monter escalier 11 460 0 0 \n",
"Descendre escalier 1 14 405 0 \n",
"Assis 0 1 0 434 \n",
"Debout 0 0 0 22 \n",
"Couche 0 0 0 0 \n",
"\n",
" Debout Couche \n",
"Marcher 0 0 \n",
"Monter escalier 0 0 \n",
"Descendre escalier 0 0 \n",
"Assis 56 0 \n",
"Debout 510 0 \n",
"Couche 0 537 "
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.metrics import confusion_matrix\n",
"\n",
"print(\"Score : %f, time running : %d secondes\" % (scoreLDA, te - ts))\n",
"pd.DataFrame(confusion_matrix(ytest, ypredLDA), index=labels, columns=labels)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Q** Quelles sont les classes qui restent difficiles à discriminer ?\n",
"\n",
"**Q** Commenter la qualité des résultats obtenus. Sont-ils cohérents avec l'approche exploratoire ?\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5 Apprentissage et prévision de l'activité par [Régression logistique](http://wikistat.fr/pdf/st-m-app-rlogit.pdf)\n",
"\n",
"\n",
"Une méthode ancienne mais finalement efficace sur ces données. La régression logistique est adaptée à la prévision d'une variable binaire. Dans le cas multiclasse, la fonction logistique de la librairie `Scikit-learn` estime *par défaut* **un modèle par classe**: une classe contre les autres. \n",
"\n",
"La probabilité d'appartenance d'un individu à une classe est modélisée à l'aide d'une combinaison linéaire des variables explicatives. Pour transformer une combinaison linéaire à valeur dans $R$ en une probabilité à valeurs dans l'intervalle $[0, 1]$, une fonction de forme sigmoïdale, inverse de la fonction *logit*, est appliquée. Ceci donne: $P(y_i=1)=\\frac{e^{Xb}}{1+e^{Xb}}$ ou encore, $\\log\\frac{P(y_i=1)}{1-P(y_i=1)}=Xb$\n",
"\n",
"\n",
"### 5.1 Estimation du modèle sans optimisation\n",
"Le modèle est estimé sans chercher à raffiner les valeurs de certains paramètres (pénalisation). Ce sera fait dans un deuxième temps."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/local/insa/anaconda/lib/python3.8/site-packages/sklearn/linear_model/_logistic.py:763: ConvergenceWarning: lbfgs failed to converge (status=1):\n",
"STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.\n",
"\n",
"Increase the number of iterations (max_iter) or scale the data as shown in:\n",
" https://scikit-learn.org/stable/modules/preprocessing.html\n",
"Please also refer to the documentation for alternative solver options:\n",
" https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression\n",
" n_iter_i = _check_optimize_result(\n"
]
}
],
"source": [
"from sklearn.linear_model import LogisticRegression\n",
"\n",
"ts = time.time()\n",
"method = LogisticRegression()\n",
"method.fit(Xtrain, ytrain)\n",
"scoreLR = method.score(Xtest, ytest)\n",
"ypredLR = method.predict(Xtest)\n",
"te = time.time()\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
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"### 5.2. Prévision de l'activité pour l'échantillon test\n",
"Une fois le modèle estimé, l'erreur de prévision est évaluée, sans biais optimiste, sur un autre échantillon, dit échantillon test, qui n'a pas participé à l'apprentissage du modèle."
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"text": [
"Score : 0.958263, time running : 1 secondes\n"
]
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" <th></th>\n",
" <th>Marcher</th>\n",
" <th>Monter escalier</th>\n",
" <th>Descendre escalier</th>\n",
" <th>Assis</th>\n",
" <th>Debout</th>\n",
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" <td>4</td>\n",
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" Marcher Monter escalier Descendre escalier Assis \\\n",
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"Assis 0 3 0 431 \n",
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"Marcher 0 0 \n",
"Monter escalier 0 0 \n",
"Descendre escalier 0 0 \n",
"Assis 57 0 \n",
"Debout 516 0 \n",
"Couche 0 537 "
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"source": [
"from sklearn.metrics import confusion_matrix\n",
"\n",
"print(\"Score : %f, time running : %d secondes\" % (scoreLR, te - ts))\n",
"pd.DataFrame(confusion_matrix(ytest, ypredLR), index=labels, columns=labels)\n"
]
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"**Q** Mêmes questions que pour le modèle précédent (AFD) : Quelles sont les classes qui restent difficiles à discriminer ? Commenter la qualité des résultats obtenus. Sont-ils cohérents avec l'approche exploratoire ?\n",
"\n",
"**Q** Comparer avec l'AFD. Qu'est-ce qui peut expliquer que, souvent, les résultats de l'AFD et de la régression logistique sont semblables ? Pourquoi les deux méthodes sont-elles complémentaires ?"
]
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"Un calepin suivant exploite d'autres méthodes d'apprentissage ainsi qu'une stratégie de hiérarchisation des modèles afin d'améliorer encore la prévision sur les données métiers. \n",
"\n",
"Un autre traite directement les signaux bruts en apprennant un réseau de neurones profond associant des couches convolutionnelles afin d'obtenir des résultats comparables sans prétraitement des données. Réseau intégrable à un équipement embarqué de faible consommation."
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