{"id":"W2159276570","doi":"10.5539/cis.v5n4p110","title":"Improved SOM-Based High-Dimensional Data Visualization Algorithm","year":2012,"lang":"en","type":"article","venue":"Computer and Information Science","topic":"Neural Networks and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Coordinate system; Viewpoints; Self-organizing map; Point (geometry); Visualization; Data mining; Set (abstract data type); Algorithm; Data set; Multidimensional data; Artificial intelligence; Artificial neural network; 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":[0.0008974714,0.000972266,0.001206401,0.002046276,0.0005982644,0.001611554,0.001726885,0.001099571,0.003886639],"category_scores_gemma":[0.002230409,0.0004751631,0.001454986,0.003121741,0.0003715443,0.002314503,0.001272777,0.001121857,0.001453457],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006321396,"about_ca_system_score_gemma":0.001011296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005035726,"about_ca_topic_score_gemma":0.003742553,"domain_scores_codex":[0.9991305,0.0001578339,0.00005964316,0.000145145,0.0004266883,0.00008015492],"domain_scores_gemma":[0.9991426,0.0001818447,0.00004621122,0.00007306237,0.000507693,0.00004858637],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003348031,0.000119724,0.001941854,0.0003291162,0.0002291601,0.0002627178,0.000260055,0.261737,0.01693893,0.01317184,0.01134841,0.6933265],"study_design_scores_gemma":[0.0000198179,0.00002230523,0.0002611818,0.00001211212,0.00001357414,0.00008233427,0.00003309657,0.9887835,0.003737668,0.003797944,0.003218317,0.00001807566],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00634602,0.0002545563,0.9896051,0.000117062,0.0001003173,0.0000344379,0.0001384936,0.001803707,0.001600298],"genre_scores_gemma":[0.1382962,0.0005816502,0.855316,0.00010446,0.00009092885,0.0002224344,0.0008822473,0.0003461515,0.004159734],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005035726,"threshold_uncertainty_score":0.0130021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02167802021937798,"score_gpt":0.2783615712266175,"score_spread":0.2566835510072395,"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."}}