update week 36
This commit is contained in:
Morten Hjorth-Jensen
@@ -30,8 +30,8 @@ class LinearRegression:
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return X_bias @ self.weights
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class RidgeRegression:
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def __init__(self, alpha=1.0):
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self.alpha = alpha
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def __init__(self, theta=1.0):
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self.theta = theta
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self.weights = None
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def fit(self, X, y):
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@@ -39,15 +39,15 @@ class RidgeRegression:
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n = X_bias.shape[1]
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I = np.eye(n)
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I[0, 0] = 0
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self.weights = np.linalg.inv(X_bias.T @ X_bias + self.alpha * I) @ X_bias.T @ y
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self.weights = np.linalg.pinv(X_bias.T @ X_bias + self.theta * I) @ X_bias.T @ y
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def predict(self, X):
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X_bias = np.c_[np.ones((X.shape[0], 1)), X]
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return X_bias @ self.weights
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class LassoRegression:
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def __init__(self, alpha=1.0, max_iter=1000, tol=1e-4):
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self.alpha = alpha
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def __init__(self, theta=1.0, max_iter=1000, tol=1e-4):
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self.theta = theta
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self.max_iter = max_iter
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self.tol = tol
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self.weights = None
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@@ -65,10 +65,10 @@ class LassoRegression:
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if j == 0:
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self.weights[j] = rho / np.sum(X_bias[:, j] ** 2)
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else:
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if rho < -self.alpha / 2:
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self.weights[j] = (rho + self.alpha / 2) / np.sum(X_bias[:, j] ** 2)
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elif rho > self.alpha / 2:
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self.weights[j] = (rho - self.alpha / 2) / np.sum(X_bias[:, j] ** 2)
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if rho < -self.theta / 2:
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self.weights[j] = (rho + self.theta / 2) / np.sum(X_bias[:, j] ** 2)
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elif rho > self.theta / 2:
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self.weights[j] = (rho - self.theta / 2) / np.sum(X_bias[:, j] ** 2)
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else:
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self.weights[j] = 0
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if np.linalg.norm(self.weights - weights_old, ord=1) < self.tol:
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@@ -79,11 +79,11 @@ class LassoRegression:
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return X_bias @ self.weights
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class KernelRidgeRegression:
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def __init__(self, alpha=1.0, gamma=0.1):
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self.alpha = alpha
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def __init__(self, theta=1.0, gamma=0.1):
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self.theta = theta
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self.gamma = gamma
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self.X_train = None
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self.alpha_vec = None
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self.theta_vec = None
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def _rbf_kernel(self, X1, X2):
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dists = np.sum((X1[:, np.newaxis] - X2[np.newaxis, :]) ** 2, axis=2)
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@@ -93,11 +93,11 @@ class KernelRidgeRegression:
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self.X_train = X
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K = self._rbf_kernel(X, X)
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n = K.shape[0]
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self.alpha_vec = np.linalg.inv(K + self.alpha * np.eye(n)) @ y
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self.theta_vec = np.linalg.pinv(K + self.theta * np.eye(n)) @ y
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def predict(self, X):
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K = self._rbf_kernel(X, self.X_train)
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return K @ self.alpha_vec
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return K @ self.theta_vec
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if __name__ == "__main__":
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np.random.seed(42)
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@@ -106,9 +106,9 @@ if __name__ == "__main__":
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models = {
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"linear": LinearRegression(),
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"ridge": RidgeRegression(alpha=1.0),
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"lasso": LassoRegression(alpha=0.1),
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"kernel_ridge": KernelRidgeRegression(alpha=1.0, gamma=5.0)
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"ridge": RidgeRegression(theta=1.0),
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"lasso": LassoRegression(theta=0.1),
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"kernel_ridge": KernelRidgeRegression(theta=1.0, gamma=5.0)
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}
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for name, model in models.items():
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@@ -0,0 +1,101 @@
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X,True Y,Predicted Y
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0.749080237694725,6.29076424720326,5.9632111096332805
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1.9014286128198323,9.554782163226564,8.923791804579743
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1.4639878836228102,8.43784403913618,8.14487876291345
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1.1973169683940732,6.598166447881773,7.23065576409039
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0.31203728088487304,4.826275898735863,5.010606946926668
|
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0.3119890406724053,5.114523407773089,5.010493117819951
|
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0.11616722433639892,5.087448695379955,4.368853673783048
|
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1.7323522915498704,8.937921765512787,9.20139481417348
|
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1.2022300234864176,7.202443269012659,7.2453112461884785
|
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1.416145155592091,7.997556944984005,7.952005287248253
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0.041168988591604894,4.581208024625852,3.9887394849785283
|
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1.9398197043239886,9.983834667801808,8.66111601751442
|
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1.6648852816008435,8.72977574291901,9.010778402281698
|
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0.4246782213565523,5.530668380626334,5.252160449642787
|
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0.36364993441420124,5.139488577916623,5.125983179085797
|
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0.36680901970686763,5.584749554387048,5.132710704422761
|
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0.6084844859190754,5.474426910818551,5.6348527679735305
|
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1.0495128632644757,6.9847075164945425,6.792075642513141
|
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0.8638900372842315,6.395616035286616,6.260416621744536
|
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0.5824582803960838,5.015617367122192,5.577965701090422
|
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1.223705789444759,7.8191775068665645,7.309638532769508
|
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0.27898772130408367,4.967490800002196,4.929153964118509
|
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0.5842892970704363,5.75542461953254,5.581930369469573
|
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0.7327236865873834,6.080877493074577,5.923091591995984
|
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0.9121399684340719,6.0287345342770084,6.393531167034059
|
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1.5703519227860272,8.500733106975401,8.615662374441502
|
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0.39934756431671947,5.026685434686774,5.200558539662605
|
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1.0284688768272232,6.68426799587086,6.729856570260571
|
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1.184829137724085,7.47384455733925,7.193476949149691
|
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0.09290082543999545,4.480727904727256,4.259978265008839
|
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1.2150897038028767,8.588362062013896,7.28377082725751
|
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0.34104824737458306,5.110433648539669,5.076867610258187
|
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0.13010318597055903,4.519084753273059,4.430205969594416
|
||||
1.8977710745066665,9.656090265636918,8.94469169179684
|
||||
1.9312640661491187,8.834406590797835,8.72648057222058
|
||||
1.6167946962329223,8.837127150974158,8.820376511597601
|
||||
0.6092275383467414,5.857797720010738,5.636493949472784
|
||||
0.19534422801276774,5.817653740280946,4.681074504439231
|
||||
1.3684660530243138,8.009217676682379,7.7753720741564525
|
||||
0.8803049874792026,6.791688633604414,6.305181146720942
|
||||
0.24407646968955765,4.714873524216051,4.834020940213563
|
||||
0.9903538202225404,6.386722441857855,6.617888670619095
|
||||
0.06877704223043679,4.777742533948821,4.1384784372420516
|
||||
1.8186408041575641,9.83188892881608,9.225386516840524
|
||||
0.5175599632000338,5.948195863121625,5.440833966306462
|
||||
1.325044568707964,7.520439978726522,7.6266956607154
|
||||
0.6234221521788219,6.5716636120045155,5.668030433844864
|
||||
1.0401360423556216,6.419482595670725,6.764327510889418
|
||||
1.0934205586865593,7.573690222959813,6.922278413331732
|
||||
0.3697089110510541,6.204354546058151,5.138860558343526
|
||||
1.9391692555291171,9.322239604022007,8.666221853700872
|
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1.550265646722229,8.3676480753653,8.524809424502802
|
||||
1.8789978831283782,9.686819331928955,9.040701774048289
|
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1.7896547008552977,9.117226275507795,9.251443032721058
|
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1.1957999576221703,6.812068157333445,7.2261341487986055
|
||||
1.8437484700462337,9.565526897541716,9.17090433765779
|
||||
0.176985004103839,3.9998031554484643,4.616244794067541
|
||||
0.3919657248382904,5.412693389832461,5.185359884543399
|
||||
0.09045457782107613,3.811651616346327,4.248057873282361
|
||||
0.6506606615265287,6.726949187088356,5.729543847640402
|
||||
0.777354579378964,5.940437091968773,6.033835735521897
|
||||
0.5426980635477918,5.467063432540538,5.493207852633572
|
||||
1.6574750183038587,9.37918366359641,8.98364977129139
|
||||
0.7135066533871786,5.525087801944558,5.876627090660308
|
||||
0.5618690193747615,5.799337025426349,5.533763227561337
|
||||
1.085392166316497,7.909747876090704,6.898456333861031
|
||||
0.2818484499495253,4.0418037325679625,4.93650387688113
|
||||
1.6043939615080793,8.90549881379039,8.767000512389243
|
||||
0.14910128735954165,4.5772452592028365,4.5092940448450864
|
||||
1.9737738732010346,10.31223305549176,8.363935752423266
|
||||
1.5444895385933148,8.014993260340905,8.498661435867785
|
||||
0.3974313630683448,4.5320657826628965,5.1966219660726445
|
||||
0.011044234247204798,4.294103485550063,3.812779002299245
|
||||
1.6309228569096683,9.041260907345597,8.879431789427978
|
||||
1.4137146876952342,8.36639048825864,7.94262841477836
|
||||
1.4580143360819746,8.547267112994412,8.119954571086216
|
||||
1.5425406933718915,8.28760971932643,8.489844914245644
|
||||
0.14808930346818072,4.560394758985043,4.505211113881285
|
||||
0.7169314570885452,6.297330607914976,5.884855474594401
|
||||
0.23173811905025943,4.338038648137594,4.797714038583459
|
||||
1.726206851751187,10.11150781082594,9.189123852131019
|
||||
1.2465962536551158,7.976705221421241,7.378888841756547
|
||||
0.6617960497052984,5.389736400514571,5.755074415423479
|
||||
0.12711670057204727,4.709626906033057,4.417298683437371
|
||||
0.6219646434313244,5.378553095180313,5.664775998213837
|
||||
0.6503666440534941,6.344642234031708,5.72887277792006
|
||||
1.4592123566761281,8.956934859532087,8.124934745358393
|
||||
1.2751149427104262,7.415003668955423,7.4666792325570395
|
||||
1.774425485152653,9.80496452008012,9.250473324765727
|
||||
0.9444298503238986,7.039680014439945,6.485039717959085
|
||||
0.2391884918766034,5.128595555627054,4.819819059143873
|
||||
1.42648957444599,9.227865214664945,7.992374640716333
|
||||
1.5215700972337949,8.442016233699949,8.395392421300997
|
||||
1.1225543951389925,6.9907951032382325,7.008708925719992
|
||||
1.541934359909122,8.181045864914603,8.48710270019971
|
||||
0.9875911927287815,6.554868435703625,6.6098235186289145
|
||||
1.0454656587639881,7.0978461215849125,6.780094908540351
|
||||
0.8550820367170993,6.73582209755962,6.2366273241183805
|
||||
0.05083825348819038,4.290860160129581,4.042465502982899
|
||||
0.2157828539866089,5.060940186477839,4.748416398789303
|
||||
|
@@ -0,0 +1,101 @@
|
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X,True Y,Predicted Y
|
||||
0.749080237694725,6.29076424720326,6.269012008684799
|
||||
1.9014286128198323,9.554782163226564,9.591851942859844
|
||||
1.4639878836228102,8.43784403913618,8.33047512731766
|
||||
1.1973169683940732,6.598166447881773,7.5615195011088305
|
||||
0.31203728088487304,4.826275898735863,5.008782184800115
|
||||
0.3119890406724053,5.114523407773089,5.0086430823308605
|
||||
0.11616722433639892,5.087448695379955,4.443983500775647
|
||||
1.7323522915498704,8.937921765512787,9.104314003494723
|
||||
1.2022300234864176,7.202443269012659,7.575686480480734
|
||||
1.416145155592091,7.997556944984005,8.192518819405924
|
||||
0.041168988591604894,4.581208024625852,4.22772326376319
|
||||
1.9398197043239886,9.983834667801808,9.702554100922704
|
||||
1.6648852816008435,8.72977574291901,8.909770339671123
|
||||
0.4246782213565523,5.530668380626334,5.3335865784208325
|
||||
0.36364993441420124,5.139488577916623,5.157609214852874
|
||||
0.36680901970686763,5.584749554387048,5.166718556257376
|
||||
0.6084844859190754,5.474426910818551,5.863598863962162
|
||||
1.0495128632644757,6.9847075164945425,7.135320798041875
|
||||
0.8638900372842315,6.395616035286616,6.600070389245476
|
||||
0.5824582803960838,5.015617367122192,5.788551320256071
|
||||
1.223705789444759,7.8191775068665645,7.637612660344203
|
||||
0.27898772130408367,4.967490800002196,4.913482535186757
|
||||
0.5842892970704363,5.75542461953254,5.793831125787987
|
||||
0.7327236865873834,6.080877493074577,6.221847277620767
|
||||
0.9121399684340719,6.0287345342770084,6.739200882685431
|
||||
1.5703519227860272,8.500733106975401,8.637179839643329
|
||||
0.39934756431671947,5.026685434686774,5.260544674958513
|
||||
1.0284688768272232,6.68426799587086,7.074639670687183
|
||||
1.184829137724085,7.47384455733925,7.525510371112055
|
||||
0.09290082543999545,4.480727904727256,4.376893963404605
|
||||
1.2150897038028767,8.588362062013896,7.612767852936018
|
||||
0.34104824737458306,5.110433648539669,5.092436399152226
|
||||
0.13010318597055903,4.519084753273059,4.484168370940532
|
||||
1.8977710745066665,9.656090265636918,9.581305293400263
|
||||
1.9312640661491187,8.834406590797835,9.677883596061946
|
||||
1.6167946962329223,8.837127150974158,8.771099325793887
|
||||
0.6092275383467414,5.857797720010738,5.865741483618796
|
||||
0.19534422801276774,5.817653740280946,4.672293372480547
|
||||
1.3684660530243138,8.009217676682379,8.055034331678296
|
||||
0.8803049874792026,6.791688633604414,6.647403516277849
|
||||
0.24407646968955765,4.714873524216051,4.812814626487545
|
||||
0.9903538202225404,6.386722441857855,6.964733469651725
|
||||
0.06877704223043679,4.777742533948821,4.307332126079673
|
||||
1.8186408041575641,9.83188892881608,9.353130179004394
|
||||
0.5175599632000338,5.948195863121625,5.6014145787161
|
||||
1.325044568707964,7.520439978726522,7.92982684650971
|
||||
0.6234221521788219,6.5716636120045155,5.906672187136568
|
||||
1.0401360423556216,6.419482595670725,7.108282381844027
|
||||
1.0934205586865593,7.573690222959813,7.261930291243317
|
||||
0.3697089110510541,6.204354546058151,5.175080502150851
|
||||
1.9391692555291171,9.322239604022007,9.700678507328448
|
||||
1.550265646722229,8.3676480753653,8.57926030621542
|
||||
1.8789978831283782,9.686819331928955,9.527172089110445
|
||||
1.7896547008552977,9.117226275507795,9.26954765858956
|
||||
1.1957999576221703,6.812068157333445,7.55714514342129
|
||||
1.8437484700462337,9.565526897541716,9.425529079085056
|
||||
0.176985004103839,3.9998031554484643,4.619353858977587
|
||||
0.3919657248382904,5.412693389832461,5.239258862841209
|
||||
0.09045457782107613,3.811651616346327,4.369840116276003
|
||||
0.6506606615265287,6.726949187088356,5.9852154545734955
|
||||
0.777354579378964,5.940437091968773,6.350542137670922
|
||||
0.5426980635477918,5.467063432540538,5.6739012377056275
|
||||
1.6574750183038587,9.37918366359641,8.888402566402645
|
||||
0.7135066533871786,5.525087801944558,6.166434238723501
|
||||
0.5618690193747615,5.799337025426349,5.7291814107620125
|
||||
1.085392166316497,7.909747876090704,7.238780119515455
|
||||
0.2818484499495253,4.0418037325679625,4.921731553963635
|
||||
1.6043939615080793,8.90549881379039,8.73534134023475
|
||||
0.14910128735954165,4.5772452592028365,4.5389501117157245
|
||||
1.9737738732010346,10.31223305549176,9.800462225507097
|
||||
1.5444895385933148,8.014993260340905,8.562604680912191
|
||||
0.3974313630683448,4.5320657826628965,5.255019236499572
|
||||
0.011044234247204798,4.294103485550063,4.140857400189669
|
||||
1.6309228569096683,9.041260907345597,8.811838409135795
|
||||
1.4137146876952342,8.36639048825864,8.185510473700113
|
||||
1.4580143360819746,8.547267112994412,8.31325017803509
|
||||
1.5425406933718915,8.28760971932643,8.556985112327675
|
||||
0.14808930346818072,4.560394758985043,4.536032018056252
|
||||
0.7169314570885452,6.297330607914976,6.176309789165768
|
||||
0.23173811905025943,4.338038648137594,4.777236527788301
|
||||
1.726206851751187,10.11150781082594,9.086593396413626
|
||||
1.2465962536551158,7.976705221421241,7.703618175891288
|
||||
0.6617960497052984,5.389736400514571,6.017324765717306
|
||||
0.12711670057204727,4.709626906033057,4.475556727830498
|
||||
0.6219646434313244,5.378553095180313,5.9024694057770954
|
||||
0.6503666440534941,6.344642234031708,5.984367644118051
|
||||
1.4592123566761281,8.956934859532087,8.316704715532733
|
||||
1.2751149427104262,7.415003668955423,7.785852889723395
|
||||
1.774425485152653,9.80496452008012,9.22563364161755
|
||||
0.9444298503238986,7.039680014439945,6.832309973069372
|
||||
0.2391884918766034,5.128595555627054,4.798719958395109
|
||||
1.42648957444599,9.227865214664945,8.222347340715581
|
||||
1.5215700972337949,8.442016233699949,8.49651560866429
|
||||
1.1225543951389925,6.9907951032382325,7.34593880575991
|
||||
1.541934359909122,8.181045864914603,8.555236726954806
|
||||
0.9875911927287815,6.554868435703625,6.956767329239963
|
||||
1.0454656587639881,7.0978461215849125,7.123650531457317
|
||||
0.8550820367170993,6.73582209755962,6.574672187923306
|
||||
0.05083825348819038,4.290860160129581,4.255604953212358
|
||||
0.2157828539866089,5.060940186477839,4.731228920142662
|
||||
|
@@ -0,0 +1,101 @@
|
||||
X,True Y,Predicted Y
|
||||
0.749080237694725,6.29076424720326,6.268687032292801
|
||||
1.9014286128198323,9.554782163226564,9.593277424867807
|
||||
1.4639878836228102,8.43784403913618,8.331236121211234
|
||||
1.1973169683940732,6.598166447881773,7.561875412343666
|
||||
0.31203728088487304,4.826275898735863,5.007793324524211
|
||||
0.3119890406724053,5.114523407773089,5.007654148776349
|
||||
0.11616722433639892,5.087448695379955,4.442697106877805
|
||||
1.7323522915498704,8.937921765512787,9.105482652523017
|
||||
1.2022300234864176,7.202443269012659,7.576049854821989
|
||||
1.416145155592091,7.997556944984005,8.19320713848434
|
||||
0.041168988591604894,4.581208024625852,4.226322944862653
|
||||
1.9398197043239886,9.983834667801808,9.704037900371866
|
||||
1.6648852816008435,8.72977574291901,8.910836503898087
|
||||
0.4246782213565523,5.530668380626334,5.33276882376254
|
||||
0.36364993441420124,5.139488577916623,5.156698756043805
|
||||
0.36680901970686763,5.584749554387048,5.165812896211863
|
||||
0.6084844859190754,5.474426910818551,5.8630603175942735
|
||||
1.0495128632644757,6.9847075164945425,7.13545218955424
|
||||
0.8638900372842315,6.395616035286616,6.599919813045667
|
||||
0.5824582803960838,5.015617367122192,5.787973239151067
|
||||
1.223705789444759,7.8191775068665645,7.6380086571421115
|
||||
0.27898772130408367,4.967490800002196,4.912443471447707
|
||||
0.5842892970704363,5.75542461953254,5.793255826062803
|
||||
0.7327236865873834,6.080877493074577,6.2214974550425834
|
||||
0.9121399684340719,6.0287345342770084,6.739123599856881
|
||||
1.5703519227860272,8.500733106975401,8.638102404316905
|
||||
0.39934756431671947,5.026685434686774,5.259688442126128
|
||||
1.0284688768272232,6.68426799587086,7.07473909563143
|
||||
1.184829137724085,7.47384455733925,7.5258473128854275
|
||||
0.09290082543999545,4.480727904727256,4.375572227014628
|
||||
1.2150897038028767,8.588362062013896,7.6131507615916485
|
||||
0.34104824737458306,5.110433648539669,5.091491607572109
|
||||
0.13010318597055903,4.519084753273059,4.482903146266885
|
||||
1.8977710745066665,9.656090265636918,9.582725219476702
|
||||
1.9312640661491187,8.834406590797835,9.679354399190695
|
||||
1.6167946962329223,8.837127150974158,8.772092438701536
|
||||
0.6092275383467414,5.857797720010738,5.865204065974123
|
||||
0.19534422801276774,5.817653740280946,4.671127251283357
|
||||
1.3684660530243138,8.009217676682379,8.055650224494487
|
||||
0.8803049874792026,6.791688633604414,6.647277874974528
|
||||
0.24407646968955765,4.714873524216051,4.811722531308558
|
||||
0.9903538202225404,6.386722441857855,6.96477499646166
|
||||
0.06877704223043679,4.777742533948821,4.305973744800121
|
||||
1.8186408041575641,9.83188892881608,9.354429903369777
|
||||
0.5175599632000338,5.948195863121625,5.600737914745937
|
||||
1.325044568707964,7.520439978726522,7.930376780538088
|
||||
0.6234221521788219,6.5716636120045155,5.90615633161803
|
||||
1.0401360423556216,6.419482595670725,7.108399529630033
|
||||
1.0934205586865593,7.573690222959813,7.262128380115554
|
||||
0.3697089110510541,6.204354546058151,5.174179247144017
|
||||
1.9391692555291171,9.322239604022007,9.702161318722625
|
||||
1.550265646722229,8.3676480753653,8.580152359117196
|
||||
1.8789978831283782,9.686819331928955,9.528563498037686
|
||||
1.7896547008552977,9.117226275507795,9.270803352027228
|
||||
1.1957999576221703,6.812068157333445,7.557498750262502
|
||||
1.8437484700462337,9.565526897541716,9.426866942892994
|
||||
0.176985004103839,3.9998031554484643,4.618159849462592
|
||||
0.3919657248382904,5.412693389832461,5.238391416730617
|
||||
0.09045457782107613,3.811651616346327,4.3685146639483925
|
||||
0.6506606615265287,6.726949187088356,5.984740975324946
|
||||
0.777354579378964,5.940437091968773,6.350260111015283
|
||||
0.5426980635477918,5.467063432540538,5.673262759409053
|
||||
1.6574750183038587,9.37918366359641,8.889457474174606
|
||||
0.7135066533871786,5.525087801944558,6.1660552247845155
|
||||
0.5618690193747615,5.799337025426349,5.728572053833063
|
||||
1.085392166316497,7.909747876090704,7.238966012972516
|
||||
0.2818484499495253,4.0418037325679625,4.920696835773723
|
||||
1.6043939615080793,8.90549881379039,8.736315615982791
|
||||
0.14910128735954165,4.5772452592028365,4.537713745837627
|
||||
1.9737738732010346,10.31223305549176,9.801997602553284
|
||||
1.5444895385933148,8.014993260340905,8.563487959699113
|
||||
0.3974313630683448,4.5320657826628965,5.2541600928889505
|
||||
0.011044234247204798,4.294103485550063,4.139411320709756
|
||||
1.6309228569096683,9.041260907345597,8.81285298322486
|
||||
1.4137146876952342,8.36639048825864,8.186195100810858
|
||||
1.4580143360819746,8.547267112994412,8.314002097896282
|
||||
1.5425406933718915,8.28760971932643,8.557865430748999
|
||||
0.14808930346818072,4.560394758985043,4.5347941149384265
|
||||
0.7169314570885452,6.297330607914976,6.175935977626105
|
||||
0.23173811905025943,4.338038648137594,4.776125690213364
|
||||
1.726206851751187,10.11150781082594,9.08775271029905
|
||||
1.2465962536551158,7.976705221421241,7.704048944123097
|
||||
0.6617960497052984,5.389736400514571,6.0168672015217
|
||||
0.12711670057204727,4.709626906033057,4.474286966578708
|
||||
0.6219646434313244,5.378553095180313,5.901951336250637
|
||||
0.6503666440534941,6.344642234031708,5.9838927182464445
|
||||
1.4592123566761281,8.956934859532087,8.31745845523006
|
||||
1.2751149427104262,7.415003668955423,7.786326978863959
|
||||
1.774425485152653,9.80496452008012,9.226866201331834
|
||||
0.9444298503238986,7.039680014439945,6.832281739726384
|
||||
0.2391884918766034,5.128595555627054,4.797620438202987
|
||||
1.42648957444599,9.227865214664945,8.223051373336244
|
||||
1.5215700972337949,8.442016233699949,8.497364071999986
|
||||
1.1225543951389925,6.9907951032382325,7.346181149971801
|
||||
1.541934359909122,8.181045864914603,8.556116124333911
|
||||
0.9875911927287815,6.554868435703625,6.9568046595199196
|
||||
1.0454656587639881,7.0978461215849125,7.123775775121281
|
||||
0.8550820367170993,6.73582209755962,6.5745082320555825
|
||||
0.05083825348819038,4.290860160129581,4.254219322271057
|
||||
0.2157828539866089,5.060940186477839,4.730093845949392
|
||||
|
@@ -0,0 +1,101 @@
|
||||
X,True Y,Predicted Y
|
||||
0.749080237694725,6.29076424720326,6.283996846226401
|
||||
1.9014286128198323,9.554782163226564,9.51635530652161
|
||||
1.4639878836228102,8.43784403913618,8.289325987593479
|
||||
1.1973169683940732,6.598166447881773,7.541309148622632
|
||||
0.31203728088487304,4.826275898735863,5.058083286185681
|
||||
0.3119890406724053,5.114523407773089,5.057947971499375
|
||||
0.11616722433639892,5.087448695379955,4.508664162533752
|
||||
1.7323522915498704,8.937921765512787,9.042093104838704
|
||||
1.2022300234864176,7.202443269012659,7.555090358833399
|
||||
1.416145155592091,7.997556944984005,8.155126252468317
|
||||
0.041168988591604894,4.581208024625852,4.29829272708084
|
||||
1.9398197043239886,9.983834667801808,9.624043026747671
|
||||
1.6648852816008435,8.72977574291901,8.852846896741365
|
||||
0.4246782213565523,5.530668380626334,5.3740432031419685
|
||||
0.36364993441420124,5.139488577916623,5.202857731913257
|
||||
0.36680901970686763,5.584749554387048,5.211719024464163
|
||||
0.6084844859190754,5.474426910818551,5.88962316762053
|
||||
1.0495128632644757,6.9847075164945425,7.126715905819518
|
||||
0.8638900372842315,6.395616035286616,6.6060404530372745
|
||||
0.5824582803960838,5.015617367122192,5.8166191807814895
|
||||
1.223705789444759,7.8191775068665645,7.61533027870939
|
||||
0.27898772130408367,4.967490800002196,4.965378661589498
|
||||
0.5842892970704363,5.75542461953254,5.821755216346812
|
||||
0.7327236865873834,6.080877493074577,6.23811641848915
|
||||
0.9121399684340719,6.0287345342770084,6.7413824004270255
|
||||
1.5703519227860272,8.500733106975401,8.587679080531254
|
||||
0.39934756431671947,5.026685434686774,5.3029902426354285
|
||||
1.0284688768272232,6.68426799587086,7.067687135469227
|
||||
1.184829137724085,7.47384455733925,7.506280553114361
|
||||
0.09290082543999545,4.480727904727256,4.443401484218066
|
||||
1.2150897038028767,8.588362062013896,7.591161999462984
|
||||
0.34104824737458306,5.110433648539669,5.139459582623965
|
||||
0.13010318597055903,4.519084753273059,4.547754792123642
|
||||
1.8977710745066665,9.656090265636918,9.506095844048613
|
||||
1.9312640661491187,8.834406590797835,9.60004430376187
|
||||
1.6167946962329223,8.837127150974158,8.717951917210828
|
||||
0.6092275383467414,5.857797720010738,5.891707443394121
|
||||
0.19534422801276774,5.817653740280946,4.730757119159261
|
||||
1.3684660530243138,8.009217676682379,8.02138548978663
|
||||
0.8803049874792026,6.791688633604414,6.652084691293156
|
||||
0.24407646968955765,4.714873524216051,4.8674519564787655
|
||||
0.9903538202225404,6.386722441857855,6.960773698230769
|
||||
0.06877704223043679,4.777742533948821,4.375733827079852
|
||||
1.8186408041575641,9.83188892881608,9.284133975268611
|
||||
0.5175599632000338,5.948195863121625,5.634578203264773
|
||||
1.325044568707964,7.520439978726522,7.899587424880006
|
||||
0.6234221521788219,6.5716636120045155,5.931523597172935
|
||||
1.0401360423556216,6.419482595670725,7.100413750108909
|
||||
1.0934205586865593,7.573690222959813,7.249877801851374
|
||||
0.3697089110510541,6.204354546058151,5.219853273205825
|
||||
1.9391692555291171,9.322239604022007,9.622218505873187
|
||||
1.550265646722229,8.3676480753653,8.531336705454278
|
||||
1.8789978831283782,9.686819331928955,9.453436695749156
|
||||
1.7896547008552977,9.117226275507795,9.202827420529989
|
||||
1.1957999576221703,6.812068157333445,7.537053905409062
|
||||
1.8437484700462337,9.565526897541716,9.35456144148055
|
||||
0.176985004103839,3.9998031554484643,4.679259157251658
|
||||
0.3919657248382904,5.412693389832461,5.282284046657106
|
||||
0.09045457782107613,3.811651616346327,4.436539714498356
|
||||
0.6506606615265287,6.726949187088356,6.0079281186149265
|
||||
0.777354579378964,5.940437091968773,6.3633068964899815
|
||||
0.5426980635477918,5.467063432540538,5.705091038696162
|
||||
1.6574750183038587,9.37918366359641,8.832060971427396
|
||||
0.7135066533871786,5.525087801944558,6.184212285687546
|
||||
0.5618690193747615,5.799337025426349,5.758865923615424
|
||||
1.085392166316497,7.909747876090704,7.227358013079057
|
||||
0.2818484499495253,4.0418037325679625,4.973403058238383
|
||||
1.6043939615080793,8.90549881379039,8.683167627436156
|
||||
0.14910128735954165,4.5772452592028365,4.601044817154099
|
||||
1.9737738732010346,10.31223305549176,9.71928509711558
|
||||
1.5444895385933148,8.014993260340905,8.51513461554718
|
||||
0.3974313630683448,4.5320657826628965,5.297615262767782
|
||||
0.011044234247204798,4.294103485550063,4.2137922351537656
|
||||
1.6309228569096683,9.041260907345597,8.75758166866245
|
||||
1.4137146876952342,8.36639048825864,8.148308745160229
|
||||
1.4580143360819746,8.547267112994412,8.272570076491943
|
||||
1.5425406933718915,8.28760971932643,8.509668068732644
|
||||
0.14808930346818072,4.560394758985043,4.598206183661369
|
||||
0.7169314570885452,6.297330607914976,6.19381892327903
|
||||
0.23173811905025943,4.338038648137594,4.832842655215426
|
||||
1.726206851751187,10.11150781082594,9.024855032781414
|
||||
1.2465962536551158,7.976705221421241,7.679538453292357
|
||||
0.6617960497052984,5.389736400514571,6.039163087974266
|
||||
0.12711670057204727,4.709626906033057,4.539377645461393
|
||||
0.6219646434313244,5.378553095180313,5.9274352582360095
|
||||
0.6503666440534941,6.344642234031708,6.007103394176594
|
||||
1.4592123566761281,8.956934859532087,8.275930546369551
|
||||
1.2751149427104262,7.415003668955423,7.759533902441538
|
||||
1.774425485152653,9.80496452008012,9.160109189409335
|
||||
0.9444298503238986,7.039680014439945,6.831956115079231
|
||||
0.2391884918766034,5.128595555627054,4.853741088499521
|
||||
1.42648957444599,9.227865214664945,8.184142538273042
|
||||
1.5215700972337949,8.442016233699949,8.450845159525999
|
||||
1.1225543951389925,6.9907951032382325,7.331598750802819
|
||||
1.541934359909122,8.181045864914603,8.507967292178913
|
||||
0.9875911927287815,6.554868435703625,6.953024477122937
|
||||
1.0454656587639881,7.0978461215849125,7.115363422499293
|
||||
0.8550820367170993,6.73582209755962,6.581333848883506
|
||||
0.05083825348819038,4.290860160129581,4.3254151935744645
|
||||
0.2157828539866089,5.060940186477839,4.788087842236978
|
||||
|
Reference in New Issue
Block a user