{"id":"W3174533737","doi":"10.1609/aaai.v35i12.17336","title":"Variational Fair Clustering","year":2021,"lang":"en","type":"article","venue":"","topic":"Health Systems, Economic Evaluations, Quality of Life","field":"Economics, Econometrics and Finance","cited_by":26,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Cluster analysis; Mathematical optimization; Computer science; Scalability; Upper and lower bounds; Convergence (economics); Spectral clustering; Relaxation (psychology); Term (time); Constrained clustering; Mathematics; Fuzzy clustering; CURE data clustering algorithm; Artificial intelligence","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":[0.005784962,0.00143607,0.002020454,0.001709522,0.001751215,0.003391778,0.004400353,0.002626285,0.006734976],"category_scores_gemma":[0.01365959,0.000762218,0.001753134,0.002053801,0.002776513,0.003706717,0.003276737,0.002377352,0.001085159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004046982,"about_ca_system_score_gemma":0.00392846,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008465269,"about_ca_topic_score_gemma":0.008952142,"domain_scores_codex":[0.9968044,0.001177986,0.0001365515,0.0007215267,0.0007806915,0.0003788885],"domain_scores_gemma":[0.9953819,0.002504386,0.0002587809,0.000733996,0.000831849,0.0002891097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006981098,0.00005110999,0.0005041623,0.0001267427,0.00007033517,0.00007538389,0.0001568952,0.6853232,0.001259972,0.2723492,0.004305723,0.03570738],"study_design_scores_gemma":[0.000009680959,0.00001587364,0.00007056982,0.000014979,0.000008662981,0.00002443859,0.00001847093,0.8918396,0.0004718217,0.105133,0.002379536,0.00001326152],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.002780762,0.000220922,0.9938638,0.0002152795,0.00006161977,0.00005702893,0.000103075,0.0001451706,0.002552352],"genre_scores_gemma":[0.3918577,0.0007779106,0.5883253,0.0006160029,0.0002842456,0.0004776939,0.0007654088,0.0005936595,0.01630192],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008465269,"threshold_uncertainty_score":0.03059417,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4159558847190398,"score_gpt":0.4326058120148735,"score_spread":0.0166499272958337,"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."}}