Publications

• Journal Papers and Conference Proceedings
  
• Patents
  

Journal Papers and Conference Proceedings

• Junteng Jia, Cenk Baykal, Vamsi K. Potluru, Austin R. Benson. "Graph Belief Propagation Networks", arxiv 2021. (main,)
• Vamsi K. Potluru, Robert E. Tillman, Prashant Reddy, Manuela Veloso. "SIAM Workshop on Network Science", NS20. (abstract,)
• Robert E. Tillman, Vamsi K. Potluru, Jiahao Chen, Prashant Reddy, Manuela Veloso. "Heuristics for Link Prediction in Multiplex Networks", ECAI 2020. (main)
• Hang Liao, Barak A. Pearlmutter, Vamsi K. Potluru, David Woodruff. "Automatic Differentiation of Sketched Regression", AISTATS 2020. (main, supp)
• Nicolas Gillis, Riyasat Ohib, Sergey Plis, Vamsi K. Potluru, "Grouped Sparse Projection", In Submission 2019. (arxiv)
• Sumeet Katariya, Branislav Kveton, Zheng Wen, Vamsi K. Potluru, "Conservative Exploration using Interleaving", AISTATS 2019. (arxiv, paper)
• Michael Kapralov, Vamsi K. Potluru and David P. Woodruff, "How to Fake Multiply with a Gaussian Matrix", ICML 2016. (paper, code, arxiv)
• Ferhan Ture, Jonghyun Choi, Hongcheng Wang and Vamsi K. Potluru, Structured TV Shows --- "You have been Chopped", ICML workshop 2016. (pdf,)
• Bret Harsham, Shinji Watanabe, Alan Esenther, John R. Hershey, Jonathan Le Roux, Yi Luan, Daniel Nikovski, Vamsi Potluru, "Driver prediction to improve interaction with in-vehicle HMI," in Proc. Workshop on Digital Signal Processing for In-Vehicle Systems (DSP 2015), Oct. 2015. [.bib]
• Vamsi K. Potluru, Javier Diaz-Montes, Anand D. Sarwate, Sergey Plis, Vince D. Calhoun, Barak A. Pearlmutter, Manish Parashar. CometCloudCare (C3): Distributed Machine Learning Platform-as-a-Service with Privacy Preservation . In NIPS workshop: Distributed Machine Learning and Matrix Computations , 2014. (pdf,)
• Vamsi K. Potluru, Paul Miller, Javier Diaz-Montes, Vijay Hanagandi, Jaric Zola, Manish Parashar. A Preliminary Study of Longitudinal EMR data for Diabetes Forecasting. In NIPS workshop: Machine Learning for Clinical Data Analysis and Healthcare, 2014. (pdf,)
• Vamsi K. Potluru, Jonathan Le Roux, Barak A. Pearlmutter, John R. Hershey, Matthew E. Brand. Coordinate Descent for mixed-norm NMF . In NIPS workshop: Greedy algorithms, Frank-Wolfe and Friends - A modern perspective , 2013. (pdf,)
• Vince D. Calhoun, Vamsi K. Potluru, Ronald Phlypo, Rogers F. Silva, Barak A. Pearlmutter, Arvind Caprihan, Sergey M. Plis, and Tulay Adali, Independent Component Analysis for Brain fMRI Does Indeed Select for Maximal Independence. PLOS ONE 8(8):e73309, 2013. doi:10.1371/journal.pone.0073309

• Vamsi K. Potluru, Sergey M. Plis, Jonathan Le Roux, Barak A. Pearlmutter, Vince D. Calhoun, Thomas P. Hayes . Block Coordinate Descent for Sparse NMF . In ICLR , 2013. (pdf, code)

• Vince D. Calhoun, Vamsi K. Potluru, Ronald D. Phylpo, Rogers F. Silva, Barak A. Pearlmutter, Arvind Caprihan, Sergey M. Plis, Tulay Adali . Independent component analysis for brain fMRI does indeed select for maximal independence . In OHBM , 2013. (pdf,)

• Vamsi K. Potluru. Frugal Coordinate Descent for Large-Scale NNLS . In AAAI Student Abstracts , 2012. (pdf,)

• Sergey Plis, Jing Sui, Terran Lane, Sushmita Roy, Vince Clark, Vamsi K. Potluru, Andrew Michael, Michael Weisend, Vince Calhoun. Capturing high-order interactions in neuroimaging data . In HBM , 2012. (pdf,)

• Sergey Plis, Vamsi K. Potluru , Elena Allen, Eswar Damaraju , Jessica Turner , Vince Calhoun. Joint inference of functional ROIs and their interaction graph . In HBM , 2012. (pdf,)

• Vamsi K. Potluru. Understanding and Exploiting the Connections between NMF and SVM . In International Conference on Data Mining (ICDM) PhD forum , December 2011. (pdf,)

• Vamsi K. Potluru, Sergey M. Plis, Shuang Luan, Vince D. Calhoun and Thomas P. Hayes. Sparseness and a Reduction from Totally Nonnegative Least Squares to SVM . In International Joint Conference on Neural Networks (IJCNN) , August 2011. (pdf,)

• Sergey M. Plis, Vamsi K. Potluru, Vince D. Calhoun and Terran Lane. Correlated Noise: How it Breaks NMF and What to Do About It. . In Journal of Signal Processing Systems , August 2010. (pdf,)

• Sergey M. Plis, Vamsi K. Potluru, Vince D. Calhoun and Terran Lane. Correlated Noise: How it Breaks NMF and What to Do About It. . In Proceedings of IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2009) , September 2009. (pdf,)

• Vamsi K. Potluru, Sergey M Plis, Morten Mørup, Vince D. Calhoun and Terran Lane. Efficient multiplicative updates for Support Vector Machines . In SIAM International Conference on Data Mining (SDM 2009), April 2009. (pdf, )

• Vamsi K. Potluru, Sergey M Plis and Vince D. Calhoun. Sparse shift-invariant NMF . In IEEE Southwest Symposium on Image Analysis and Interpretation (SSIAI 2008), March 2008. (pdf, )

• Vamsi K. Potluru and Vince D. Calhoun. Group learning using contrast NMF: Application to functional and structural MRI of schizophrenia. In IEEE International Symposium on Circuits and Systems (ISCAS 2008), May 2008. (pdf, )

• B. A. Pearlmutter and Vamsi K. Potluru. Sparse Separation: Principles and Tricks. Proc SPIE volume 5102, "Independent Component Analyses, Wavelets, and Neural Networks", April 2003, pages 1-4. (ps, )

Patents

• John R. Hershey, Potluru, Vamsi K. Potluru, Jonathan Le Roux. Method and System for Detecting Events in an Acoustic Signal Subject to Cyclo-Stationary Noise, Oct 2015.