{"id":"W1973974006","doi":"10.1007/s10994-014-5435-2","title":"Asymptotic stability of equilibrium points of mean shift algorithm","year":2014,"lang":"en","type":"article","venue":"Machine Learning","topic":"Statistical Mechanics and Entropy","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Lyapunov function; Mathematics; Equilibrium point; Stationary point; Cluster analysis; Stability theory; Function (biology); Algorithm; Mathematical optimization; Applied mathematics; Nonlinear system; Mathematical analysis; Statistics; Differential equation","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":[0.001994778,0.0007383216,0.001191869,0.001755333,0.001433665,0.002351799,0.001730755,0.001500534,0.004505611],"category_scores_gemma":[0.01583436,0.0005550608,0.000686969,0.0008383836,0.002552528,0.002508512,0.002902702,0.001504698,0.0008191103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001618869,"about_ca_system_score_gemma":0.001601323,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003342437,"about_ca_topic_score_gemma":0.001676163,"domain_scores_codex":[0.9991835,0.0002925196,0.00002967681,0.0001673027,0.0001903759,0.0001366475],"domain_scores_gemma":[0.9949074,0.002920999,0.0004702958,0.0002484742,0.001125914,0.0003269476],"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":[0.0006395006,0.0001263203,0.005120034,0.0003169245,0.0001978626,0.0002199326,0.0007659421,0.2930709,0.01386837,0.6447153,0.004137719,0.03682115],"study_design_scores_gemma":[0.00003318207,0.00007649929,0.0009901199,0.00002947792,0.00001744021,0.00005416217,0.0001007639,0.7718994,0.001581496,0.2243942,0.0007895885,0.00003369111],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3931627,0.001316545,0.5849793,0.001346619,0.000132935,0.0001108068,0.0002149111,0.0004244265,0.01831184],"genre_scores_gemma":[0.966865,0.0005207487,0.0244567,0.000123227,0.00009549737,0.0001830428,0.0002467462,0.0001679257,0.007341062],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004505611,"threshold_uncertainty_score":0.01507276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008805442501923695,"score_gpt":0.2363150418187201,"score_spread":0.2275095993167964,"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."}}