{"id":"W2114351042","doi":"","title":"Convergent Fitted Value Iteration with Linear Function Approximation","year":2011,"lang":"en","type":"article","venue":"","topic":"Control Systems and Identification","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Mathematics; Minimax; Applied mathematics; Least-squares function approximation; Norm (philosophy); Convergence (economics); Mathematical optimization; Function (biology)","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":[0.003253422,0.001084316,0.001685357,0.0008306389,0.0005591161,0.001222626,0.001841619,0.001893515,0.003026229],"category_scores_gemma":[0.01524039,0.0007870289,0.001011804,0.000766536,0.001581461,0.001418409,0.002185247,0.002046287,0.001021106],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001159304,"about_ca_system_score_gemma":0.001544856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003644955,"about_ca_topic_score_gemma":0.002865864,"domain_scores_codex":[0.9983194,0.0007108962,0.00007438084,0.000245537,0.0005275873,0.0001221798],"domain_scores_gemma":[0.9953763,0.002907423,0.0002568317,0.0004734611,0.000854701,0.0001312186],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001743663,0.00005607768,0.0007711862,0.0001235272,0.00007375631,0.00009325112,0.0001628754,0.8937787,0.003103893,0.03967757,0.001303427,0.06068129],"study_design_scores_gemma":[0.000005794914,0.00001057849,0.00002020954,0.000004781326,0.000001623202,0.000007543051,0.000003929274,0.9954337,0.0005228226,0.003690643,0.0002945903,0.000003730276],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.006141478,0.00007335861,0.9918317,0.00005647078,0.00002086313,0.00002450558,0.00001810267,0.0003083513,0.00152522],"genre_scores_gemma":[0.27354,0.00008540655,0.7207816,0.0001293533,0.00003383735,0.0002740456,0.0001843482,0.0004510215,0.004520459],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003644955,"threshold_uncertainty_score":0.01720589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01385210348305173,"score_gpt":0.1672552550464723,"score_spread":0.1534031515634206,"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."}}