{"id":"W2069302610","doi":"10.3182/20110828-6-it-1002.02310","title":"Stochastic Optimal Control Subject to Ambiguity","year":2011,"lang":"en","type":"article","venue":"IFAC Proceedings Volumes","topic":"Stability and Control of Uncertain Systems","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Ambiguity; Stochastic control; State space; Optimal control; Subject (documents); Mathematical optimization; Control (management); Continuous-time stochastic process; Mathematics; Stochastic modelling; Stochastic process; State (computer science); Computer science; Stochastic programming; Stochastic optimization; Control theory (sociology); Artificial intelligence; Algorithm; Statistics","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002821714,0.0002467578,0.0003596654,0.0001102793,0.00008309604,0.00007407114,0.0003076184,0.0001120976,0.0001220977],"category_scores_gemma":[0.0001522692,0.0002477547,0.000105511,0.0002166658,0.00004804563,0.0002544966,0.00003087381,0.0001694122,0.0002489357],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001017346,"about_ca_system_score_gemma":0.00001998776,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001737384,"about_ca_topic_score_gemma":0.00002397745,"domain_scores_codex":[0.9986461,0.000005883981,0.0003164717,0.0002989553,0.0002357295,0.0004968728],"domain_scores_gemma":[0.9994003,0.00003480664,0.00003872265,0.0001453179,0.0001599787,0.0002209434],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.005409727,0.001590492,0.2558126,0.0041852,0.004122016,0.0001146505,0.1592521,0.08219846,0.1956325,0.02782837,0.09327129,0.1705827],"study_design_scores_gemma":[0.01245142,0.003045096,0.2592662,0.0008046829,0.0006872568,0.0001970255,0.01170483,0.6550865,0.01982227,0.004448462,0.02625052,0.006235768],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9498701,0.0002888089,0.03277941,0.00009339739,0.0005978057,0.0007264887,0.00002235951,0.0009889413,0.01463267],"genre_scores_gemma":[0.998252,0.00000148035,0.001000884,0.0001041935,0.0002136703,0.0001732129,7.69788e-7,0.00004346968,0.0002102563],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.572888,"threshold_uncertainty_score":0.9999975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556168473727519,"score_gpt":0.1985377367427219,"score_spread":0.1829760520054467,"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."}}