{"id":"W2148828971","doi":"10.1109/glocom.2010.5684109","title":"Generalized Singular Value Decomposition for Coordinated Beamforming in MIMO Systems","year":2010,"lang":"en","type":"article","venue":"","topic":"Advanced MIMO Systems Optimization","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Precoding; Computer science; MIMO; Beamforming; Singular value decomposition; Algorithm; Telecommunications","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001759894,0.0001292015,0.0001919248,0.0001414441,0.00004510289,0.00003864321,0.00007482738,0.0001215834,0.000008436064],"category_scores_gemma":[0.00002914421,0.0001348633,0.00003484166,0.0001683858,0.000008621835,0.0002308785,0.000008409392,0.0001030354,0.000006091517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008067658,"about_ca_system_score_gemma":0.000007682592,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009627757,"about_ca_topic_score_gemma":0.00007218098,"domain_scores_codex":[0.9992466,0.00001274015,0.0003221691,0.0001435932,0.00005440097,0.0002205279],"domain_scores_gemma":[0.9996589,0.00004419546,0.00003676936,0.0001559115,0.0000590003,0.00004517957],"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":[0.000005504285,0.000008229863,0.00004551231,0.00007549537,0.000008493834,9.00572e-7,0.00004585413,0.7648372,0.2247059,0.009849993,0.00007265453,0.0003442729],"study_design_scores_gemma":[0.0005972056,0.00001305497,0.00001435831,0.00004360049,0.000006986586,0.00001105532,0.00003476576,0.9694249,0.02859979,0.0002855871,0.0007892081,0.0001794546],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1470693,0.00008083988,0.8500186,0.00001249898,0.0009880564,0.0006346285,0.000005727585,0.0003607186,0.0008296094],"genre_scores_gemma":[0.8611515,0.000004086628,0.1383557,0.000009432664,0.0001018505,0.0001248006,0.00008158941,0.00004874423,0.0001223232],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7140822,"threshold_uncertainty_score":0.5499565,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006860322853567034,"score_gpt":0.2448436688659501,"score_spread":0.2379833460123831,"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."}}