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Junyang Qian and Jinzhu Jia (2016). On Piecewise Pattern Recovery of Fused Lasso. Computational Statistics and Data Analysis 94 (2016), pp 221-237.
Jinzhu Jia and Karl Rohe (2015). Preconditioning the Lasso for sign consistency. Electronic Journal of Statistics 2015, pp 1150-1172.
Yangbo He, Jinzhu Jia and Bin Yu (2015). Counting and Exploring Sizes of Markov Equivalence Classes of Directed Acyclic Graphs. Journal of Machine Learning Research16 (Dec), pp: 2589-2609.
Jinzhu Jia, Luke Miratrix, Bin Yu, Brian Gawalt, Laurent El Ghaoui, Luke Barnesmoore and Sophie Clavier (2014). Concise Comparative Summaries of Large Text Corpora with Human Experiment. The Annals of Applied Statistics, 499-529.
Yangbo He, Jinzhu Jia and Bin Yu (2013). Reversible MCMC on Markov equivalence classes of sparse directed acyclic graphs. Annals of Statistics 2013, pp 1742-1779.
Jinzhu Jia, Karl Rohe and Bin Yu (2013). The Lasso under Poisson-like Heteroscedasticity. Staitstica Sinica 2013, pp 99-118
Xinyu Dai, Jinzhu Jia, Laurent El Ghaoui and Bin Yu (2011). SBA-term: Sparse Bilingual Associ- ation for Terms. Fifth IEEE International Conference on Semantic Computing, September 2011.
Huang Ling, Jinzhu Jia, Bin Yu, Byung-Gon Chun, PetrosManiatis and Mayur Naik.(2010). Pre- dicting Execution Time of Computer Programs Using Sparse Polynomial Regression. NIPS 2010.
Siqiong He and Jinzhu Jia (2010). Image Annotation by Sparse Logistic Regression. In Proceedings of PCM (2)2010. pp 22-30
Yahong Han, Fei Wu, Jinzhu Jia, Yueting Zhuang and Bin Yu (2010). Multi-task Sparse Discriminant Analysis (MtSDA) with Overlapping Categories. The Twenty-Fourth AAAI Conference on Artificial Intelligence.
Jinzhu Jia and Bin Yu (2010). On model Selection Consistency of the Elastic Net when p ≫ n. Statistica Sinica. 20(2), 595-611.
Brian Gawalt, Jinzhu Jia, Luke Miratrix, Laurent El Ghaoui, Bin Yu and Sophie Clavier (2010). Discovering Word Associations in News Media via Feature Selection and Sparse Classification. 11th ACM SIGMM International Conference on Multimedia Information Retrieval.
Jinzhu Jia, Yuval Benjamini, Chingway Lim, Garvesh Raskutti and Bin Yu (2010). Comments on Envelope Models. Statistica Sinica. 20(3), 927-1010
Hua Chen, Zhi Geng and Jinzhu Jia (2007). Criteria for surrogate end points. Journal of the Royal Statistical Society: Series B (Statistical Methodology ) 69 (5) , 919-932.
Hua Chen, Zhi Geng and Jinzhu Jia (2007). Hidden Markov Models with Multiple Observers. Lecture Notes in Computer Science, pp 427-435.
Jinzhu Jia, Zhi Geng, and Mingfeng Wang (2006). Identifiability and Estimation of Probabilities from Multiple Databases with Incomplete Data and Sampling Selection. Lecture Notes in Computer Science, (4109), 792-798