{"id":"W4401769675","doi":"10.18280/isi.290405","title":"Distributed K-means Clustering Using Topological Relationships","year":2024,"lang":"en","type":"article","venue":"Ingénierie des systèmes d information","topic":"Advanced Clustering Algorithms Research","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cluster analysis; Topology (electrical circuits); Computer science; Mathematics; Artificial intelligence; Combinatorics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001237654,0.0008717697,0.001163439,0.002901644,0.001456247,0.001811196,0.001954373,0.001339062,0.001347303],"category_scores_gemma":[0.005630612,0.0005199351,0.0008970893,0.003544354,0.001113581,0.002750329,0.002199674,0.0008778463,0.0008328402],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001214503,"about_ca_system_score_gemma":0.001632751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003078608,"about_ca_topic_score_gemma":0.003594615,"domain_scores_codex":[0.9978483,0.0005822259,0.000110184,0.000537834,0.0007811436,0.000140379],"domain_scores_gemma":[0.9980253,0.0006649111,0.0003265923,0.000331848,0.0005582976,0.00009303202],"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":[0.0003243819,0.0002023201,0.003761937,0.000423629,0.0002506751,0.0001895405,0.0006415625,0.5257129,0.01495161,0.06649129,0.00497509,0.3820751],"study_design_scores_gemma":[0.00003284065,0.00009460104,0.0008488863,0.00001646023,0.00004118095,0.0001181378,0.0001556603,0.9566537,0.003437921,0.03488274,0.003672318,0.00004554713],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.01188096,0.0003073685,0.9854727,0.0001413913,0.00003596397,0.00006965677,0.00006269083,0.0004709216,0.001558214],"genre_scores_gemma":[0.4623018,0.0006007316,0.5332524,0.00009486172,0.0001225524,0.0003103096,0.0005620492,0.0001340839,0.002621228],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003078608,"threshold_uncertainty_score":0.008811891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05467758611581391,"score_gpt":0.303454149082319,"score_spread":0.2487765629665051,"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."}}