Publications

Conference/Journal

* = authors contributed equally

  • A.P. Parikh, A. Saluja, C. Dyer, and E.P. Xing, Language Modeling with Power Low Rank Ensembles, To Appear in the Conference on Empirical Methods in Natural Language Processing (EMNLP 2014) [pdf][supplemental][slides][code] ( BEST PAPER RUNNER UP)

  • A.P. Parikh, R. Curtis, I. Kuhn, S. Becker, M. Bissell, E. P. Xing and W. Wu, Network Analysis of Breast Cancer Progression and Reversal Using a Tree-evolving Network Algorithm, PLoS Computational Biology, 2014 [pdf]

  • A.P. Parikh, S.B. Cohen, and E.P. Xing, Spectral Unsupervised Parsing with Additive Tree Metrics, The Fifty Second Annual Meeting of the Association for Computational Linguistics (ACL 2014) [pdf][supplemental][slides]

  • A.P. Parikh, W. Wu, and E.P. Xing, Robust Reverse Engineering of Dynamic Gene Networks under Sample Size Heterogeneity, Pacific Symposium of Biocomputing (PSB 2014) [pdf][slides]

  • L. Song, M. Ishteva, A.P. Parikh, H. Park, and E.P. Xing, Hierarchical Tensor Decomposition for Latent Tree Graphical Models, The 30th International Conference on Machine Learning (ICML 2013)[pdf]

  • A.P. Parikh, L. Song, M. Ishteva, G. Teodoru and E.P. Xing, A Spectral Algorithm for Latent Junction Trees, The 28th Conference on Uncertainty in Artificial Intelligence (UAI 2012). [pdf][supplemental]

  • Q.Ho., A.P. Parikh, E.P. Xing, Multiscale Community Blockmodel for Network Exploration, Journal of the American Statistical Association (JASA) 2012. [pdf] (earlier version in AISTAT 2011)

  • R.E. Curtis, J. Xiang, A.P. Parikh, P. Kinnaird, and E.P. Xing, Enabling dynamic network analysis through visualization in TVNViewer, BMC Bioinformatics 2012 [pdf]

  • L. Song, A.P. Parikh, and E.P. Xing, Kernel Embeddings of Latent Tree Graphical Models, Neural Information Processing Systems (NIPS) 2011. [pdf][supplemental]

  • A.P. Parikh, L. Song, and E.P. Xing, A Spectral Algorithm for Latent Tree Graphical Models, The 28th International Conference on Machine Learning (ICML 2011)[pdf][supplemental][slides]

  • A.P. Parikh*, W. Wu*, R. Curtis and E.P. Xing, TREEGL: Reverse Engineering Tree-Evolving Gene Networks Underlying Developing Biological Lineages, the Nineteenth International Conference on Intelligence Systems for Molecular Biology (ISMB 2011). Bioinformatics 2011. [pdf][slides] ( BEST PAPER IN TRANSLATIONAL BIOINFORMATICS)

  • Q. Ho, A.P. Parikh, L. Song and E.P. Xing, Multiscale Community Blockmodel for Network Exploration, The 14th International Conference on Artificial Intelligence and Statistics (AISTATS 2011) [pdf]

  • M. Kolar, A.P. Parikh and E.P. Xing, On Sparse Nonparametric Conditional Covariance Selection, The 27th International Conference on Machine Learning (ICML 2010) [pdf][slides]

Under Review

  • A.P. Parikh, H. Poon, and K. Toutanova, Indirectly Supervised Semantic Parsing for Nested Knowledge Extraction, 2014.

  • M. Marchetti-Bowick, A.P. Parikh, and E.P. Xing, Hybrid Multiview Learning for Long-Tailed Data, 2014.

Workshops

  • A.P. Parikh*, A. Gunawardana*, and C. Meek, Conjoint Modeling of Temporal Dependencies in Event Streams, in UAI Bayesian Modelling Applications Workshop 2012 [pdf]

Patents

  • A. Gunawardana, C. Meek, and A.P. Parikh. Forecasting a future event in an event stream, October 3 2013. US Pub. No. US 20130262369 A1.[link]

Thesis Proposal

  • A.P. Parikh. Spectral Probabilistic Modeling and Applications to Natural Language Processing, Oct 2014. [pdf][slides]