{"id":"W3011455298","doi":"10.1080/03155986.2020.1730676","title":"A survey of nonlinear robust optimization","year":2020,"lang":"en","type":"article","venue":"INFOR Information Systems and Operational Research","topic":"Risk and Portfolio Optimization","field":"Decision Sciences","cited_by":46,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Robust optimization; Mathematical optimization; Optimization problem; Ellipsoid; Computer science; Set (abstract data type); Polyhedron; Nonlinear system; Nonlinear programming; Mathematics","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":[0.001356985,0.001738689,0.001466671,0.00172639,0.0004530471,0.002063947,0.001158691,0.001259901,0.009344967],"category_scores_gemma":[0.00311012,0.0007040144,0.001246075,0.003504456,0.0006422646,0.001924663,0.001340008,0.001859635,0.005191678],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008716891,"about_ca_system_score_gemma":0.001294379,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001851828,"about_ca_topic_score_gemma":0.001587425,"domain_scores_codex":[0.9990494,0.000243779,0.00008416128,0.0001726298,0.000396145,0.00005390515],"domain_scores_gemma":[0.9990145,0.0005929322,0.00005195853,0.0001042483,0.0002101038,0.00002631022],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00005554278,0.0001077707,0.0006295767,0.003722959,0.0001244175,0.0001327757,0.00007268482,0.08171964,0.001504029,0.1465783,0.05260318,0.7127491],"study_design_scores_gemma":[0.00002560311,0.0001565176,0.001142988,0.001561027,0.00008841583,0.000547673,0.00008941293,0.2275554,0.001633158,0.223897,0.543214,0.00008873513],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"review","genre_scores_codex":[0.002575003,0.3804472,0.5434287,0.003269739,0.001041173,0.00008736354,0.0007605914,0.0006687847,0.06772134],"genre_scores_gemma":[0.05336298,0.678335,0.2369192,0.001551077,0.003779558,0.0002749183,0.002087468,0.0006082234,0.02308159],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.009344967,"threshold_uncertainty_score":0.03126204,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2975716726628017,"score_gpt":0.4326705183870813,"score_spread":0.1350988457242796,"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."}}