{"id":"W2611442203","doi":"10.5555/1416354.1416382","title":"Toward a theory of validation of hybrid minmax FuzzyNeuro systems","year":2008,"lang":"en","type":"article","venue":"PolyPublie (École Polytechnique de Montréal)","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"","keywords":"Fuzzy inference system; Computer science; Generalization; Minimax; Hybrid system; Perspective (graphical); Inference; Value (mathematics); Fuzzy logic; Artificial intelligence; Machine learning; Fuzzy control system; Mathematics; Mathematical optimization; Adaptive neuro fuzzy inference system","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01266564,0.0007432504,0.000897111,0.00128603,0.0008280582,0.00267055,0.002240662,0.001958204,0.0028303],"category_scores_gemma":[0.03371486,0.0005798148,0.0015635,0.0006645768,0.00507559,0.004030464,0.002799758,0.003246101,0.0003327337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002459285,"about_ca_system_score_gemma":0.001701476,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003051928,"about_ca_topic_score_gemma":0.001940359,"domain_scores_codex":[0.9950314,0.002332157,0.0003221378,0.0008699197,0.001191096,0.0002532048],"domain_scores_gemma":[0.9736144,0.02005948,0.001202579,0.002102115,0.002766625,0.0002548444],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000795378,0.00003344041,0.001191884,0.0001332244,0.00005986881,0.0001460036,0.0004869178,0.1879884,0.001702251,0.781075,0.000562743,0.02654068],"study_design_scores_gemma":[0.0000110063,0.00005872174,0.0001877066,0.00006401233,0.00001152131,0.00004330101,0.00004257403,0.624622,0.00113564,0.3724929,0.001311062,0.00001944285],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01044348,0.0002151094,0.9854705,0.0003522634,0.00002900659,0.00003315421,0.00003626013,0.0001135534,0.003306609],"genre_scores_gemma":[0.6614937,0.0005263874,0.3333633,0.0004708729,0.0001254405,0.0002965097,0.000171424,0.00009048807,0.00346191],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01266564,"threshold_uncertainty_score":0.0669831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02191432786247617,"score_gpt":0.2238328995306152,"score_spread":0.201918571668139,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}