{"id":"W4297990434","doi":"10.18280/ria.360406","title":"Faulty Node Detection in HDFS Using Machine Learning Techniques","year":2022,"lang":"en","type":"article","venue":"Revue d intelligence artificielle","topic":"Anomaly Detection Techniques and Applications","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Operating system; Node (physics); Artificial intelligence; Embedded system; Machine learning; Engineering","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":[0.001121085,0.0006702096,0.0007858325,0.001114185,0.0007949375,0.0007211926,0.001088913,0.0005561964,0.0005454414],"category_scores_gemma":[0.003454443,0.0002295168,0.0004143491,0.000767239,0.000516495,0.001190622,0.0005262829,0.0006300173,0.0002144765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008627246,"about_ca_system_score_gemma":0.0008142634,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00760956,"about_ca_topic_score_gemma":0.005528347,"domain_scores_codex":[0.9991587,0.0001316635,0.00006517199,0.0002414299,0.0002809172,0.0001222055],"domain_scores_gemma":[0.9975101,0.001020665,0.0004007616,0.000315266,0.0006566544,0.0000966145],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004529883,0.000533759,0.02492391,0.0001879422,0.0001172117,0.0004289573,0.0002312291,0.5752034,0.01509742,0.001348072,0.003296814,0.3781783],"study_design_scores_gemma":[0.0000061807,0.00004338788,0.001880106,0.000004432951,0.000005948917,0.00003386194,0.00005046366,0.9920056,0.004422002,0.001243106,0.0002966449,0.000008166409],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3963923,0.0005433242,0.5942053,0.0003676063,0.0001442982,0.0001537141,0.0003906014,0.005941738,0.001861068],"genre_scores_gemma":[0.9135751,0.00008628635,0.0852017,0.0000479024,0.00001927894,0.00005932885,0.0002968837,0.00003652385,0.0006771034],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00760956,"threshold_uncertainty_score":0.01513052,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03775553364179932,"score_gpt":0.2866278195592028,"score_spread":0.2488722859174035,"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."}}