Schedule
Please note that the schedule is still tentative, and some slight adjustments might be made before the workshop.
| 8:30 | [Opening] |
| 8:40-9:30 | [Invited Talk] Alex Smola, Why your machine learning algorithm is slow |
| 9:30-10:30 | [Contributed talk] Xi He, Dheevatsa Mudigere, Mikhail Smelyanskiy, Martin Takác, Distributed Hessian-Free Optimization for Deep Neural Network |
| [Contributed talk] Ayan Das, Raghuveer Chanda, Smriti Agrawal, Sourangshu Bhattacharya, Distributed Weighted Parameter Averaging for SVM Training on Big Data | |
| [Contributed talk] Soham De, Thomas Goldstein, CentralVR: A Framework for Variance-Reduced Distributed Optimization | |
| 10:30-11:00 | Coffee break |
| 11:00-11:50 | [Invited Talk] Joseph E. Gonzalez, RISE to the Next Challenges of AI Systems |
| 11:50-12:30 | [Contributed talk] Travis Dick, Mu Li, Venkata Krishna Pillutla, Colin White, Maria-Florina Balcan, Alex Smola, Data Driven Resource Allocation for Distributed Learning |
| [Contributed talk] Chenxin Ma, Martin Takác, Distributed Inexact Damped Newton Method: Data Partitioning and Work-Balancing | |
| 12:30-14:00 | Lunch |
| 14:00-14:50 | [Invited talk] Xiangrui Meng, Implementing large-scale matrix factorization on Apache Spark |
| 14:50-15:30 | [Contributed talk] Romain Warlop, Alessandro Lazaric, Jérémie Mary, Parallel Higher Order Alternating Least Square for Tensor Recommender System |
| [Contributed talk] Jun Song, David A. Moore, Parallel Chromatic MCMC with Spatial Partitioning | |
| 15:30-16:00 | Coffee break |
| 16:00-16:50 | [Invited talk] Christopher Re, Tuning large-scale systems: surprising system-algorithm interactions (presented by Dr. Ioannis Mitliagkas) |
| 16:50-17:30 | [Contributed talk] Gavin Taylor, Zheng Xu, Thomas Goldstein, Scalable Classifiers with ADMM and Transpose Reduction |
| [Contributed talk] Praveen Rao, Anas Katib, Kobus Barnard, Charles Kamhoua, Kevin Kwiat, Laurent L. Njilla, Scalable Score Computation for Learning Multinomial Bayesian Networks over Distributed Data | |
| 17:30 | Closing |