{"id":"W4392175292","doi":"10.1109/globecom54140.2023.10437897","title":"Transfer Learning for Online Prediction of Virtual Reality Cloud Gaming Traffic","year":2023,"lang":"en","type":"article","venue":"","topic":"Data Stream Mining Techniques","field":"Computer Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Computer science; Cloud computing; Virtual reality; Transfer of learning; Multimedia; Human–computer interaction; Artificial intelligence; Operating 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":[0.002791132,0.001023427,0.0008415908,0.001381162,0.0003830688,0.0007707587,0.001450531,0.001066818,0.0009095429],"category_scores_gemma":[0.01175498,0.0003456242,0.0005186942,0.0009784275,0.0004288563,0.001228863,0.0007100689,0.001781782,0.0004298704],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001192362,"about_ca_system_score_gemma":0.001047933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01229669,"about_ca_topic_score_gemma":0.005828859,"domain_scores_codex":[0.9992573,0.00028772,0.00005981342,0.0001750686,0.0001196833,0.0001004073],"domain_scores_gemma":[0.9937197,0.004721764,0.0003739498,0.0003245912,0.000701016,0.0001589438],"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":[0.0002803178,0.0007015374,0.01174406,0.00004794446,0.00006109133,0.00006948204,0.00005447855,0.8571858,0.001330974,0.0007681366,0.001194714,0.1265614],"study_design_scores_gemma":[0.000001672803,0.00001132505,0.000233674,8.709877e-7,0.000001047821,0.000001985752,0.00000340196,0.9993252,0.0001904401,0.0002105808,0.00001854721,0.000001374393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4373723,0.00055888,0.556325,0.0008435742,0.0001213919,0.0001930884,0.0005238471,0.002652678,0.001409231],"genre_scores_gemma":[0.9654952,0.0001088013,0.03285782,0.00008846928,0.00004078085,0.0001016003,0.0004525173,0.00003343586,0.000821487],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01229669,"threshold_uncertainty_score":0.02445018,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05134982231034307,"score_gpt":0.2987653098318104,"score_spread":0.2474154875214674,"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."}}