I am currently faculty at Purdue University in the Electrical and Computer Engineering department. Previously, I was a postdoc at Carnegie Mellon University with Prof. Pradeep Ravikumar and completed my Computer Science PhD at The University of Texas at Austin working in the Center for Big Data Analytics with Prof. Inderjit Dhillon and Prof. Pradeep Ravikumar (now at CMU).
Publications
2017
- A Review of Multivariate Distributions for Count Data Derived from the Poisson Distribution (arXiv, software, code)
D. Inouye, E. Yang, G. Allen, P. Ravikumar.
WIREs Computational Statistics , May 2017.
2016
- Square Root Graphical Models: Multivariate Generalizations of Univariate Exponential Families that Permit Positive Dependencies (pdf, arXiv, poster, software, code)
D. Inouye, P. Ravikumar, I. Dhillon.
In International Conference on Machine Learning (ICML), pp. 2445-2453, June 2016. (Oral)
2015
- Fixed-Length Poisson MRF: Adding Dependencies to the Multinomial (pdf, poster, software, code)
D. Inouye, P. Ravikumar, I. Dhillon.
In Neural Information Processing Systems (NIPS), pp. 3195-3203, December 2015.
2014
- Capturing Semantically Meaningful Word Dependencies with an Admixture of Poisson MRFs (pdf, poster, software, code)
D. Inouye, P. Ravikumar, I. Dhillon.
In Neural Information Processing Systems (NIPS), pp. 3158-3166, December 2014. - Admixture of Poisson MRFs: A Topic Model with Word Dependencies (pdf, slides, poster, software, code)
D. Inouye, P. Ravikumar, I. Dhillon.
In International Conference on Machine Learning (ICML), pp. 683-691, June 2014.