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{"sheet":"Arbre","index":2,"n_rows":122,"n_cols":126,"rows_kept":122,"cut":false,"hidden":false,"merged":[]}
[null,"XLSTAT 2021.2.1.12345 - Arbres de classification et de régression - Début : 04/06/2021 à 17:20:55 / Fin : 04/06/2021 à 17:20:57 / Microsoft Excel 16.014026"]
[null,"Y / Variables dépendantes : Classeur = MPF1_Tutorial_FR.xlsm / Feuille = Data / Plage = 'Data'!$I:$I / 499 lignes et 1 colonne"]
[null,"Quantitatives : Classeur = MPF1_Tutorial_FR.xlsm / Feuille = Data / Plage = 'Data'!$B:$H / 499 lignes et 7 colonnes"]
[null,"Qualitatives : Classeur = MPF1_Tutorial_FR.xlsm / Feuille = Data / Plage = 'Data'!$A:$A / 499 lignes et 1 colonne"]
[null,"Arbre : Arbre de régression"]
[null,"Méthode : C&RT"]
[null,"Profondeur maximale de l'arbre : 5"]
[null,"CP : 0,0001"]
[null,"Validation : N dernières lignes"]
[null,"Nombre d'observations utilisées en validation : 50"]
[null,"Graine (nombres aléatoires) : 123456789"]
[]
[]
[]
[]
[null,"Arbre de régression :"]
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[]
[]
[]
[]
[]
[]
[]
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[]
[]
[]
[]
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[]
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[]
[]
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[]
[]
[]
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[null,"Validation :"]
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{"sheet":"SVM","index":3,"n_rows":530,"n_cols":4,"rows_kept":530,"cut":false,"hidden":false,"merged":[]}
[null,"XLSTAT 2021.2.1.12345 - Machine à Vecteurs de Support (SVM) - Début : 04/06/2021 à 17:09:53 / Fin : 04/06/2021 à 17:09:54 / Microsoft Excel 16.014026"]
[null,"Variable réponse : Classeur = MPF1_Tutorial_FR.xlsm / Feuille = Data / Plage = 'Data'!$I:$I / 499 lignes et 1 colonne"]
[null,"Quantitatives : Classeur = MPF1_Tutorial_FR.xlsm / Feuille = Data / Plage = 'Data'!$B:$H / 499 lignes et 7 colonnes"]
[null,"Qualitatives : Classeur = MPF1_Tutorial_FR.xlsm / Feuille = Data / Plage = 'Data'!$A:$A / 499 lignes et 1 colonne"]
[null,"Type de réponse : Quantitative"]
[null,"C : 1"]
[null,"Epsilon : 0,1"]
[null,"Tolérance : 0,001"]
[null,"Noyau : Noyau RBF"]
[null,"Gamma : 0,5"]
[null,"Prétraitement : Homothétie"]
[]
[]
[]
[]
[null,"Indicateurs de performance  (RINGS) :"]
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[null,"Statistique","Echantillon d'apprentissage","Echantillon de validation"]
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[]
[null,"Prédictions (Echantillon d'apprentissage) :"]
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[]
[]
[null,"Prédictions (Echantillon de validation) :"]
[]
[null,null,"RINGS","Prédiction (RINGS)"]
[null,"Obs450",18,12.533990088107874]
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{"sheet":"Preds","index":4,"n_rows":51,"n_cols":3,"rows_kept":51,"cut":false,"hidden":false,"merged":[]}
["RINGS","SVR-Pred","TREE-Pred"]
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{"sheet":"Performance","index":5,"n_rows":155,"n_cols":12,"rows_kept":155,"cut":false,"hidden":false,"merged":[[23,4,23,7],[23,8,23,11]]}
[null,"XLSTAT 2021.2.1.12345 - Indicateurs de performance de modèles - Début : 04/06/2021 à 17:36:59 / Fin : 04/06/2021 à 17:37:00 / Microsoft Excel 16.014026"]
[null,"Y / Variable réponse : Classeur = MPF_Tutorial_FR.xlsm / Feuille = Preds / Plage = 'Preds'!$A:$A / 50 lignes et 1 colonne"]
[null,"Valeurs prédites : Classeur = MPF_Tutorial_FR.xlsm / Feuille = Preds / Plage = 'Preds'!$B:$C / 50 lignes et 2 colonnes"]
[null,"Type de réponse : Quantitatives"]
[null,"Variables explicatives : 8"]
[]
[]
[]
[]
[null,"Indicateurs de performance :"]
[]
[null,"Indicateurs de performance","SVR-Pred","TREE-Pred"]
[null,"MAE",2.0083887883589728,2.4602035639955684]
[null,"MCE",8.3559835003806047,11.770387729743909]
[null,"RMCE",2.890671807794964,3.430799867340546]
[null,"MSLE",2.9357992865405243E-2,4.4877730486421699E-2]
[null,"RMSLE",0.17134174291574497,0.2118436463206336]
[null,"R²",0.57259270908111315,0.39794644970210802]
[null,"R² ajusté",0.48919616451157399,0.28047258622934867]
[]
[]
[null,"Prédictions et résidus :"]
[]
[null,null,null,null,"SVR-Pred",null,null,null,"TREE-Pred"]
[null,"Observation","Poids","RINGS","SVR-Pred","Résidu","Résidu std.","Résidus atypiques","TREE-Pred","Résidu","Résidu std.","Résidus atypiques"]
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[null,"Obs2",1,16,16.896007655340036,-0.89600765534003557,-0.3099651966452463,"Non",18.588235294117649,-2.5882352941176485,-0.75441162241969295,"Non"]
[null,"Obs3",1,16,14.884014287340213,1.1159857126597874,0.38606448149887812,"Non",14.538461538461538,1.4615384615384617,0.42600516440832292,"Non"]
[null,"Obs4",1,17,14.085016087539309,2.9149839124606913,1.0084105378549608,"Non",17.25,-0.25,-7.2869304438265753E-2,"Non"]
[null,"Obs5",1,11,11.998043921320603,-0.99804392132060293,-0.34526365761387551,"Non",12.159999999999998,-1.1599999999999984,-0.33811357259355262,"Non"]
[null,"Obs6",1,14,13.71199519093347,0.28800480906653014,9.9632482764006117E-2,"Non",17.25,-3.25,-0.94730095769745482,"Non"]
[null,"Obs7",1,11,12.40620521651347,-1.4062052165134702,-0.48646311653972885,"Non",10.500000000000002,0.49999999999999822,0.14573860887653098,"Non"]
[null,"Obs8",1,15,14.580471226654399,0.41952877334560057,0.14513192823007523,"Non",15.23076923076923,-0.23076923076922995,-6.7263973327629692E-2,"Non"]
[null,"Obs9",1,9,8.6353567437327499,0.36464325626725014,0.12614481356339238,"Non",7.1764705882352953,1.8235294117647047,0.53151727943205573,"Non"]
[null,"Obs10",1,10,9.2451748208556381,0.75482517914436187,0.26112448224281493,"Non",8.9230769230769216,1.0769230769230784,0.31389854219560676,"Non"]
[null,"Obs11",1,11,11.522666436143222,-0.52266643614322206,-0.1808114067926368,"Non",10.500000000000002,0.49999999999999822,0.14573860887653098,"Non"]
[null,"Obs12",1,11,8.5980850475008399,2.4019149524991601,0.83091928527554537,"Non",7.1764705882352953,3.8235294117647047,1.1144717149381818,"Non"]
[null,"Obs13",1,12,12.391523408815425,-0.39152340881542536,-0.13544374278658899,"Non",12.159999999999998,-0.15999999999999837,-4.6636354840489606E-2,"Non"]
[null,"Obs14",1,6,6.4829586793311975,-0.48295867933119752,-0.16707489173584311,"Non",4.9200000000000008,1.0799999999999992,0.31479539517330779,"Non"]
[null,"Obs15",1,5,5.9929595725587177,-0.9929595725587177,-0.34350477625343367,"Non",4.9200000000000008,7.9999999999999183E-2,2.3318177420244803E-2,"Non"]
[null,"Obs16",1,6,6.6871226202302116,-0.68712262023021164,-0.2377034357125295,"Non",4.9200000000000008,1.0799999999999992,0.31479539517330779,"Non"]
[null,"Obs17",1,5,5.196311009578289,-0.19631100957828895,-6.7911898213044511E-2,"Non",4.9200000000000008,7.9999999999999183E-2,2.3318177420244803E-2,"Non"]
[null,"Obs18",1,12,14.865511527808261,-2.8655115278082608,-0.99129604408260519,"Non",17.823529411764707,-5.8235294117647065,-1.6974261504443082,"Non"]
[null,"Obs19",1,13,15.901156623292589,-2.9011566232925894,-1.0036271206815495,"Non",17.823529411764707,-4.8235294117647065,-1.4059489326912453,"Non"]
[null,"Obs20",1,17,18.138130250301032,-1.1381302503010318,-0.39372517047143096,"Non",18.588235294117649,-1.5882352941176485,-0.46293440466662988,"Non"]
[null,"Obs21",1,21,16.750594986836887,4.2494050131631127,1.470040632666842,"Non",17.823529411764707,3.1764705882352935,0.92586880933325877,"Non"]
[null,"Obs22",1,9,11.388408603711747,-2.3884086037117473,-0.8262468943278799,"Non",10.500000000000002,-1.5000000000000018,-0.43721582662959502,"Non"]
[null,"Obs23",1,10,10.622271649142247,-0.62227164914224709,-0.21526886845619556,"Non",9.6842105263157876,0.3157894736842124,9.2045437185178339E-2,"Non"]
[null,"Obs24",1,9,9.547154045235132,-0.547154045235132,-0.1892826587091902,"Non",8.9230769230769216,7.6923076923078426E-2,2.2421324442543748E-2,"Non"]
[null,"Obs25",1,11,10.568780072602776,0.43121992739722437,0.14917637008615089,"Non",9.6842105263157876,1.3157894736842124,0.38352265493824134,"Non"]
[null,"Obs26",1,10,12.680516068190732,-2.6805160681907321,-0.92729865111718057,"Non",13.350000000000003,-3.3500000000000032,-0.97644867947276204,"Non"]
[null,"Obs27",1,17,12.722097096021646,4.2779029039783545,1.4798992028228848,"Non",13.350000000000003,3.6499999999999968,1.0638918447986792,"Non"]
[null,"Obs28",1,9,9.9058710953740121,-0.90587109537401211,-0.31337735848505766,"Non",8.9230769230769216,7.6923076923078426E-2,2.2421324442543748E-2,"Non"]
[null,"Obs29",1,17,16.056882037655662,0.94311796234433842,0.32626255246311031,"Non",15.23076923076923,1.7692307692307701,0.51569046217849634,"Non"]
[null,"Obs30",1,21,17.660034779261,3.3399652207389998,1.1554287178961218,"Non",18.588235294117649,2.4117647058823515,0.70297446634562211,"Non"]
[null,"Obs31",1,16,16.26032250491977,-0.26032250491977038,-9.0056056940738358E-2,"Non",15.23076923076923,0.76923076923077005,0.22421324442543333,"Non"]
[null,"Obs32",1,29,17.375218705493459,11.624781294506541,4.0214808416366195,"Oui",18.588235294117649,10.411764705882351,3.034792208370126,"Oui"]
[null,"Obs33",1,17,12.903219984838508,4.0967800151614924,1.4172414883329703,"Non",12.159999999999998,4.8400000000000016,1.4107497339248254,"Non"]
[null,"Obs34",1,15,12.171451474734555,2.828548525265445,0.97850905026229618,"Non",10.500000000000002,4.4999999999999982,1.3116474798887829,"Non"]
[null,"Obs35",1,19,12.437648498889201,6.5623515011107987,2.2701821366973625,"Oui",12.159999999999998,6.8400000000000016,1.9937041694309514,"Non"]
[null,"Obs36",1,12,13.482676256471994,-1.4826762564719935,-0.5129175344201371,"Non",12.159999999999998,-0.15999999999999837,-4.6636354840489606E-2,"Non"]
[null,"Obs37",1,13,13.45115665771624,-0.45115665771623981,-0.15607328943384516,"Non",22,-9,-2.6232949597775672,"Oui"]
[null,"Obs38",1,11,12.575680847256422,-1.5756808472564217,-0.54509157456320445,"Non",12.159999999999998,-1.1599999999999984,-0.33811357259355262,"Non"]
[null,"Obs39",1,15,13.420168772073726,1.5798312279262738,0.54652735868046753,"Non",17.25,-2.25,-0.6558237399443918,"Non"]
[null,"Obs40",1,11,11.870532099088438,-0.87053209908843776,-0.30115217394827298,"Non",10.500000000000002,0.49999999999999822,0.14573860887653098,"Non"]
[null,"Obs41",1,14,13.019711630169628,0.98028836983037237,0.33912129602085372,"Non",12.159999999999998,1.8400000000000016,0.53631808066563647,"Non"]
[null,"Obs42",1,14,13.416889143977182,0.58311085602281842,0.20172157020745352,"Non",12.159999999999998,1.8400000000000016,0.53631808066563647,"Non"]
[null,"Obs43",1,13,13.126189478982845,-0.12618947898284461,-4.3654031786854182E-2,"Non",12.159999999999998,0.84000000000000163,0.2448408629125734,"Non"]
[null,"Obs44",1,11,14.526519348570437,-3.5265193485704369,-1.2199653170798743,"Non",17.823529411764707,-6.8235294117647065,-1.9889033681973713,"Non"]
[null,"Obs45",1,15,15.723046863926465,-0.72304686392646467,-0.25013108093997455,"Non",15.23076923076923,-0.23076923076922995,-6.7263973327629692E-2,"Non"]
[null,"Obs46",1,17,15.518952983213895,1.4810470167861052,0.51235391468250557,"Non",15.23076923076923,1.7692307692307701,0.51569046217849634,"Non"]
[null,"Obs47",1,15,12.522322186970548,2.4776778130294517,0.85712871532083446,"Non",12.159999999999998,2.8400000000000016,0.82779529841869937,"Non"]
[null,"Obs48",1,12,15.376799214550889,-3.3767992145508892,-1.1681710823916565,"Non",15.23076923076923,-3.2307692307692299,-0.94169562658681871,"Non"]
[null,"Obs49",1,19,13.214799728156084,5.7852002718439159,2.0013341729917551,"Non",12.159999999999998,6.8400000000000016,1.9937041694309514,"Non"]
[null,"Obs50",1,11,13.436573337137482,-2.4365733371374816,-0.84290901878485003,"Non",13.652173913043478,-2.6521739130434785,-0.7730482731711672,"Non"]
[]
[]
[null,"Graphiques de régression (SVR-Pred) :"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[null,"Graphiques de régression (TREE-Pred) :"]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[]
[null,null,null,null,null,null," "]