From 4c08267e74d3af7043d65ec78755c28e1053e8e9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=D0=9C=D0=B0=D1=80=D0=B8=D1=8F=20=D0=A8?= Date: Tue, 28 Nov 2023 21:24:32 +0300 Subject: [PATCH] shestakova_maria_lab_2 is ready --- shestakova_maria_lab_2/README.md | 30 +++++++++ shestakova_maria_lab_2/result.png | Bin 0 -> 72527 bytes .../shestakova_maria_lab_2.py | 60 ++++++++++++++++++ 3 files changed, 90 insertions(+) create mode 100644 shestakova_maria_lab_2/README.md create mode 100644 shestakova_maria_lab_2/result.png create mode 100644 shestakova_maria_lab_2/shestakova_maria_lab_2.py diff --git a/shestakova_maria_lab_2/README.md b/shestakova_maria_lab_2/README.md new file mode 100644 index 0000000..690f2d8 --- /dev/null +++ b/shestakova_maria_lab_2/README.md @@ -0,0 +1,30 @@ +### Задание: + +Лассо (Lasso), Сокращение признаков Случайными деревьями (Random Forest Regressor), Линейная корреляция (f_regression) + +### Технологии: + +Библиотека numpy, sklearn + +### Что делает лабораторная работа: + +Лабораторная работа примененяет регрессионне модели для определения важности признаков. +Программа ранжирует признаки по их значимости для задачи, сортирует средние ранги признаков в порядке убывания. Чем больше значение ранга, тем более значим признак. + +### Как запустить: + +Лабораторная работа запускается в файле shestakova_maria_lab_2.py через Run: результат выводится в консоль + +### Примеры выходных значений + +![result](result.png) + +Вывод: +4 наиболее значимых признака - 'x4', 'x14', 'x2', 'x12' + +Более подробный разбор: + +1. Признаки 'x4', 'x14' имеют наивысшие ранги, они наиболее значимы в решении задачи +2. Признаки 'x2', 'x12', 'x11', 'x1' имеют средние ранги, они средне значимы +3. Признаки 'x5', 'x7' и 'x8' имеют низкие ранги, они относительно значимы +4. Признаки 'x9', 'x3', 'x10', 'x13' и 'x6' имеют крайне низкие ранги, они практически не значимы diff --git a/shestakova_maria_lab_2/result.png b/shestakova_maria_lab_2/result.png new file mode 100644 index 0000000000000000000000000000000000000000..3c3ee04a294e66955e3028a4db8b2ebe8edf8319 GIT binary patch literal 72527 zcmeFYWmuG58}CgsNDUxJNTY}}2#9n^NEmd7lypc)NePIwbSoj!-JR0iEg{_?F*AFO zcRbIIulso451Zo{=9;TkpX)q->%T&tE6d{FqP&HIf`TtEC;buy1x*rs93fcX%!7sE zLKGA{J4-34=kiigbk7~_%q*=e$iSP`as=TO?qU4G*U)}ZJJD?vnUjk)KqU==7s8F0EY8|Mw7sj zfGgZ%qhHW`FxBG#4<*S<^_Dm)N>@vCUyQsaH+R$_ z0bZpK=YcJX^oYKb>hzU4!iW8dr|&0h6dnpkN`tOG-+2g1QzCQJ2Aa5P54+ih!tDl> zvZC8q5cgC+-p>sht(FS5oi$AyN$ooM{u(d>uu9D9D`EN`pWz@ywi7bC>+l!CD7mNXha1WS=Fh!0;8J5hXmRBsOd z;Il~Pd)zEKbjbU!3OtV(EK6kZiXAdgZcyb>Ubp}B!}7qSBkUC;d={%A8!0-SEby2C zS2!>Qok5(xA)YXtn9$=HhDwI?DdB;xraRZ7wI(SHp)bk=duSvfpQXS+d)zaAca-S^ z)IVgURsLSZ&*W9xIDdC%?a|xG7jL3NuuYJb_f_hTO_tk`bhF7QfE? zuAAkRj5|*`>)h>cFJ?il-9=GDZ{M+yK}$x1B2q8KqC;BEz}kOcjj+L562_0EnMwQ< 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zW!BDbf>r1x+^cX3_2ytuGV;q0_P=ie{lD8M-!MgkgZJl`hfz4-pOS)_d>Py{;J*M& C4@SZO literal 0 HcmV?d00001 diff --git a/shestakova_maria_lab_2/shestakova_maria_lab_2.py b/shestakova_maria_lab_2/shestakova_maria_lab_2.py new file mode 100644 index 0000000..a110530 --- /dev/null +++ b/shestakova_maria_lab_2/shestakova_maria_lab_2.py @@ -0,0 +1,60 @@ +from sklearn.linear_model import Lasso +from sklearn.ensemble import RandomForestRegressor +from sklearn.feature_selection import f_regression +from sklearn.preprocessing import MinMaxScaler +import numpy as np + +np.random.seed(0) + +# размер входных данных Х +size = 1000 + +# входные данные +X = np.random.uniform(0, 1, (size, 14)) + +# целевая переменная Y на основе математической функции от входных данных X +Y = (10 * np.sin(np.pi*X[:,0]*X[:,1]) + 20*(X[:,2] - .5)**2 + + 10*X[:,3] + 5*X[:,4]**5 + np.random.normal(0,1)) +X[:,10:] = X[:,:4] + np.random.normal(0, .025, (size,4)) + +names = ["x%s" % i for i in range(1,15)] + +# пустой словарь для хранения рангов признаков +ranks = {} + +# экземпляр модели лассо-регрессии +lasso = Lasso(alpha=.05) + +# модель подгоняется под входные данные X и целевую переменную Y +lasso.fit(X, Y) +ranks["Lasso"] = dict(zip(names, lasso.coef_)) + +rf = RandomForestRegressor(n_estimators=100, random_state=0) +rf.fit(X, Y) +ranks["Random Forest"] = dict(zip(names, rf.feature_importances_)) + +f, _ = f_regression(X, Y, center=True) +ranks["f_regression"] = dict(zip(names, f)) + +def rank_to_dict(ranks, names): + ranks = np.abs(ranks) + minmax = MinMaxScaler() + + # масштабирование рангов + ranks = minmax.fit_transform(np.array(ranks).reshape(-1, 1)).ravel() + ranks = map(lambda x: round(x, 2), ranks) + return dict(zip(names, ranks)) + +# словарь для хранения средних рангов признаков +mean = {} +for key, value in ranks.items(): + for item in value.items(): + if item[0] not in mean: + mean[item[0]] = 0 + mean[item[0]] += item[1] + +sorted_mean = sorted(mean.items(), key=lambda x: x[1], reverse=True) +result = {} +for item in sorted_mean: + result[item[0]] = item[1] + print(f'{item[0]}: {item[1]}')