{"id":"W3096847493","doi":"10.1007/s11590-021-01754-9","title":"Complexity of near-optimal robust versions of multilevel optimization problems","year":2021,"lang":"en","type":"article","venue":"Optimization Letters","topic":"Risk and Portfolio Optimization","field":"Decision Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Région Hauts-de-France","keywords":"Robustness (evolution); Computational intelligence; Robust optimization; Computational complexity theory; Optimization problem; Adversarial system","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":[0.003525476,0.0008343093,0.001531939,0.0008358243,0.0004672011,0.002487272,0.001300325,0.001482571,0.004825639],"category_scores_gemma":[0.01478039,0.0005534769,0.001322745,0.0005394202,0.001780712,0.002888644,0.002767797,0.002599897,0.0002701748],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001635468,"about_ca_system_score_gemma":0.0008882711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001262586,"about_ca_topic_score_gemma":0.0007517393,"domain_scores_codex":[0.9977224,0.0009432557,0.000112018,0.0003583854,0.0005898855,0.0002739155],"domain_scores_gemma":[0.9883974,0.008680068,0.001351068,0.0005926177,0.0005892679,0.0003895179],"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":[0.0001368758,0.000070373,0.0009195805,0.0001318128,0.00007695467,0.0001975661,0.00008365325,0.7492483,0.001394493,0.2379477,0.001186263,0.008606453],"study_design_scores_gemma":[0.00001207017,0.00003029965,0.0002160714,0.000008733476,0.000006070718,0.00002034535,0.00001610563,0.8959658,0.000216769,0.1033155,0.0001835499,0.000008702596],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2101734,0.0005447398,0.7763365,0.001667751,0.00005541499,0.0001127992,0.00036299,0.0001599835,0.01058646],"genre_scores_gemma":[0.9482031,0.0002969206,0.04699524,0.0001766402,0.0001068809,0.0001678413,0.0003733803,0.00009644622,0.003583453],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004825639,"threshold_uncertainty_score":0.01864475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1304710976955263,"score_gpt":0.3247271779096579,"score_spread":0.1942560802141315,"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."}}