31 lines
3.2 KiB
CSV
31 lines
3.2 KiB
CSV
stage,label,model,folds,repeats,macro_f1_mean,macro_f1_std,accuracy,top3,note
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previous,ref_logreg,logreg,5,5,0.1785,0.0060,0.1679,0.3322,базовый объединённый набор
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previous,ref_no_lsa,logreg,5,5,0.1815,0.0054,0.1708,0.3395,без LSA
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previous,stylometry,logreg,5,5,0.1051,0.0038,0.1012,0.2338,только ручные признаки
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previous,char_max10000_rf,random_forest,5,5,0.2583,0.0066,0.2391,0.4197,предыдущий максимум
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previous,model_et_default,extra_trees,5,5,0.2551,0.0073,0.2387,0.4170,деревья по умолчанию
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previous,groups_lean2_content300,logreg,5,5,0.2510,0.0040,0.2379,0.4111,lean + content-LSA
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previous,lsa_content_k400,logreg,5,5,0.2114,0.0029,0.2059,0.3767,только content-LSA
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previous,lsa_pos_k300,logreg,5,5,0.0667,0.0040,0.0663,0.1556,только POS-LSA
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nested,nested_feature_selection,mixed,5,3,0.2746,0.0233,0.2603,NA,выбор конфигурации внутри outer-фолдов
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finalists,et_char10000,extra_trees,5,5,0.2757,0.0219,0.2633,0.4554,char_max_features=10000
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finalists,et_full,extra_trees,5,5,0.2499,0.0209,0.2374,0.4234,полный набор
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finalists,et_lean_content300,extra_trees,5,5,0.2539,0.0237,0.2354,0.4339,lean + content-LSA 300
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finalists,et_lean_content400,extra_trees,5,5,0.2511,0.0212,0.2279,0.4219,lean + content-LSA 400
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finalists,logreg_lean_content300,logreg,5,5,0.2466,0.0191,0.2349,0.4030,lean + content-LSA 300
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ensemble,voting_et_char_lean,soft_voting,5,3,0.3036,0.0189,0.2808,0.4823,ET full + ET char10000 + logreg lean content300
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ensemble,voting_four,soft_voting,5,3,0.2983,0.0187,0.2823,0.4813,то же + RF char10000
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ensemble,stacking,stacking,5,1,0.2259,0.0163,0.2264,0.3865,мета-классификатор logreg
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topic,topic_original_et,extra_trees,5,3,0.2483,0.0201,0.2379,0.4208,исходный текст, стилевой набор
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topic,topic_masked_et,extra_trees,5,3,0.1129,0.0162,0.1220,0.2683,содержательные слова заменены на CONTENT
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topic,topic_original_logreg,logreg,5,3,0.1467,0.0213,0.1440,0.3017,исходный текст, стилевой набор
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topic,topic_masked_logreg,logreg,5,3,0.1067,0.0125,0.1046,0.2362,содержательные слова заменены на CONTENT
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extra,rf_char15000,random_forest,5,3,0.2570,0.0139,0.2468,NA,увеличение char-словаря не даёт прироста
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extra,logreg_lean_content400,logreg,5,3,0.2532,0.0188,0.2389,NA,content-LSA 400
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extra,logreg_lean_content500,logreg,5,3,0.2542,0.0180,0.2401,NA,content-LSA 500
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extra,et_block_weights,extra_trees,5,3,0.2478,0.0208,0.2366,NA,веса блоков не улучшают
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holdout,voting_holdout,soft_voting,1,1,0.3333,NA,0.2968,NA,стратифицированная отложенная выборка 80/20
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holdout,et_full_holdout,extra_trees,1,1,0.2793,NA,0.2469,NA,стратифицированная отложенная выборка 80/20
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holdout,rf_char10000_holdout,random_forest,1,1,0.2554,NA,0.2369,NA,стратифицированная отложенная выборка 80/20
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holdout,logreg_lean_content300_holdout,logreg,1,1,0.2459,NA,0.2269,NA,стратифицированная отложенная выборка 80/20
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