{"id":"W2467135209","doi":"10.5539/ijsp.v5n4p150","title":"Estimation of Smooth Functions via Convex Programs","year":2016,"lang":"en","type":"article","venue":"International Journal of Statistics and Probability","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mathematics; Regular polygon; Mathematical optimization; Convergence (economics); Convex function; Limit (mathematics); Applied mathematics; Function (biology); Sensitivity (control systems); Convex optimization; Mathematical analysis; Geometry","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":[0.006842274,0.002208713,0.002447427,0.002146251,0.0007119872,0.003000713,0.001721181,0.002773834,0.002350351],"category_scores_gemma":[0.02852254,0.001829491,0.001864431,0.001638823,0.003081219,0.002885194,0.002942176,0.00420868,0.0004771815],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002229768,"about_ca_system_score_gemma":0.002418361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004880005,"about_ca_topic_score_gemma":0.003198484,"domain_scores_codex":[0.996937,0.001752301,0.0001161746,0.0004234097,0.0005889182,0.0001821513],"domain_scores_gemma":[0.9839219,0.01362388,0.0007690833,0.000454673,0.0009925682,0.0002379888],"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":[0.00003178613,0.00002602312,0.000319443,0.00008900741,0.00003529403,0.00005650963,0.00005718197,0.9492482,0.0005938263,0.03767611,0.0005609338,0.01130562],"study_design_scores_gemma":[0.000003276049,0.00000689618,0.00003746413,0.00000986295,0.000002789901,0.000006668529,0.000005211317,0.9838644,0.0001791758,0.0156976,0.0001821147,0.000004564835],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00341976,0.0001351751,0.99563,0.0001608744,0.000008017229,0.00002013019,0.00002819547,0.00009588732,0.0005018598],"genre_scores_gemma":[0.3019145,0.001032698,0.6905284,0.0003117682,0.000122961,0.0005811544,0.0004931396,0.0005456366,0.004469738],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.006842274,"threshold_uncertainty_score":0.0361858,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02320247160574566,"score_gpt":0.2462824917621196,"score_spread":0.2230800201563739,"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."}}