Rubinstein Y D,Hastie T.Discriminative vs.Informative Learning // Proc of the 3rd International Conference on Knowledge Discovery and Data Mining.New Beach,USA,1997: 49-53
[2]
Ng A Y,Jordan M I.On Discriminative vs.Generative Classifiers: A Comparison of Logistic Regression and Nave Bayes // Becker S,Thrun S,Obermayer K,eds.Advances in Neural Information Processing Systems.Cambridge,USA: MIT Press,2002,XV: 841-848
[3]
Bishop C M,Lasserre J.Generative or Discriminative? Getting the Best of Both Worlds // Proc of the 8th World Meeting on Bayesian Statistics.Alicante,Spain,2007: 3-24
[4]
Xue J H,Titterington D M.On the Generative-Discriminative Tradeoff Approach: Interpretation,Asymptotic Efficiency and Classification Performance.Computational Statistic and Data Analysis,2010,54(2): 438-451
[5]
Xue J H,Titterington D M.Joint Discriminative-Generative Modeling Based on Statistical Tests for Classification.Pattern Recognition Letters,2010,31(9): 1048-1055
[6]
Raina R,Shen Y,Ng A Y,et al.Classification with Hybrid Generative/Discriminative Models // Thrun S,Saul L K,Schlkopf B,eds.Advances in Neural Information Processing Systems.Cambridge,USA: MIT Press,2003,XVI: 545-552
[7]
Fujino A,Ueda N,Saito K.A Hybrid Generative/Discriminative Approach to Text Classification with Additional Information.Information Processing and Management,2007,43(2): 379-392
[8]
Jaakkola T S,Haussler D.Exploiting Generative Models in Discriminative Classifiers // Kearns M J,Solla S A,Cohn D A,eds.Advances in Neural Information Processing Systems.Cambridge,USA: MIT Press,1998,II: 487-493
[9]
Tu Z W.Learning Generative Models via Discriminative Approaches // Proc of the IEEE Conference on Computer Vision and Pattern Recognition.Minneapolis,USA,2007: 1-8
[10]
Rubinstein Y D.Discriminative vs.Informative Learning.Ph.D Dissertation.Stanford,USA: Stanford University,1998
[11]
Bouchard G,Triggs B.The Trade-off between Generative and Discriminative Classifiers // Proc of the 16th International Symposium on Computational Statistics.Prague,The Czech Republic,2004: 721-728
[12]
McCallum A,Pal C,Druck G,et al.Multi-Conditional Learning: Generative/Discriminative Training for Clustering and Classification // Proc of the 20th International Conference on Artificial Intelligence.Boston,USA,2006: 433-439
[13]
Lasserre J A,Bishop C M,Minka T P.Principled Hybrid of Generative and Discriminative Models // Proc of the IEEE Computer Society Conference on Computer Vision and Pattern Recognition.Miami,USA,2006: 87-94
[14]
Druck G,Pal C,McCallum A.Semi-Supervised Classification with Hybrid Generative/Discriminative Methods // Proc of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.San Jose,USA,2007: 280-289
[15]
Duda R,Hart P.Pattern Classification and Scene Analysis.New York,USA: John Wiley Sons,1973
