{"id":"W3000144170","doi":"10.1088/1361-6544/aba93f","title":"Numerical computations of geometric ergodicity for stochastic dynamics","year":2020,"lang":"en","type":"article","venue":"Nonlinearity","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Ergodicity; Rate of convergence; Probabilistic logic; Discretization; Stationary distribution; Dynamical systems theory; Stochastic process; Exponential function; Convergence of random variables","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":[],"consensus_categories":[],"category_scores_codex":[0.0001181268,0.00009686553,0.0003446535,0.0001009565,0.00009499947,0.00001552021,0.0001984328,0.00007739289,0.00002582375],"category_scores_gemma":[0.0007745318,0.0001187469,0.0001125187,0.0008216669,0.00005709544,0.00005721194,0.00003798502,0.0001161981,0.00006258002],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004210276,"about_ca_system_score_gemma":0.0000419669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001355777,"about_ca_topic_score_gemma":0.000007652283,"domain_scores_codex":[0.9990265,0.000001665267,0.0004814969,0.000284167,0.0000359414,0.0001701707],"domain_scores_gemma":[0.9992282,0.0001677197,0.0002561758,0.0001370668,0.0001078188,0.0001029945],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003374313,0.0002319877,0.001704495,0.0001079552,0.00002527969,1.822647e-7,0.0001263165,0.00594846,0.000003219891,0.9888061,0.0001336254,0.002878625],"study_design_scores_gemma":[0.0004784961,0.0001485933,0.008433847,0.000004603555,0.00001162192,8.353791e-7,0.00002023732,0.8558226,0.00001257915,0.1338649,0.001041792,0.0001598939],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.005286892,0.0002339119,0.9902794,0.001781396,0.00008624513,0.0003144522,0.00149103,0.00003856913,0.000488109],"genre_scores_gemma":[0.9600478,0.000003625476,0.03929916,0.0003027568,0.0001555725,0.00004906246,0.0001179281,0.00001431535,0.000009716946],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.954761,"threshold_uncertainty_score":0.4842358,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0491897101363394,"score_gpt":0.2581366632650135,"score_spread":0.2089469531286741,"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."}}