Publications

2019

• Extreme stochastic variational inference: distributed and asynchronous
  J. Zhang, P. Raman, S. Ji, S. Vishwanathan, I. Dhillon.
  In International Conference on Artificial Intelligence and Statistics (AISTATS), 2019.

2016

• Nomadic Computing for Big Data Analytics
  H. Yu, C. Hsieh, H. Yun, S. Vishwanathan, I. Dhillon.
  IEEE Computer (IEEE Computer) 49(4), pp. 52–60, 2016.

2015

• A Scalable Asynchronous Distributed Algorithm for Topic Modeling (pdf, arXiv, software, code)
  H. Yu, C. Hsieh, H. Yun, S. Vishwanathan, I. Dhillon.
  In International World Wide Web Conference (WWW), pp. 1340-1350, May 2015. (Oral)

2014

• NOMAD: Non-locking, stOchastic Multi-machine algorithm for Asynchronous and Decentralized matrix completion (pdf, software)
  H. Yun, H. Yu, C. Hsieh, S. Vishwanathan, I. Dhillon.
  In International Conference on Very Large Data Bases (VLDB), pp. 975-986, July 2014.