Kai Rothauge

According to our database, Kai Rothauge authored at least 5 papers between 2018 and 2019.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2019

Running Alchemist on Cray XC and CS Series Supercomputers: Dask and PySpark Interfaces, Deployment Options, and Data Transfer Times.

Kai Rothauge, Haripriya Ayyalasomayajula, Kristyn J. Maschhoff, Michael F. Ringenburg, Michael W. Mahoney

CoRR, 2019

Residual Networks as Nonlinear Systems: Stability Analysis using Linearization.

Kai Rothauge, Zhewei Yao, Zixi Hu, Michael W. Mahoney

CoRR, 2019

Alchemist: An Apache Spark ⇔ MPI interface.

Alex Gittens, Kai Rothauge, Shusen Wang, Michael W. Mahoney, Jey Kottalam, Lisa Gerhardt, Prabhat, Michael F. Ringenburg, Kristyn J. Maschhoff

Concurr. Comput. Pract. Exp., 2019

2018

On the Computational Inefficiency of Large Batch Sizes for Stochastic Gradient Descent.

Noah Golmant, Nikita Vemuri, Zhewei Yao, Vladimir Feinberg, Amir Gholami, Kai Rothauge, Michael W. Mahoney, Joseph Gonzalez

CoRR, 2018

Accelerating Large-Scale Data Analysis by Offloading to High-Performance Computing Libraries using Alchemist.

Alex Gittens, Kai Rothauge, Shusen Wang, Michael W. Mahoney, Lisa Gerhardt, Prabhat, Jey Kottalam, Michael F. Ringenburg, Kristyn J. Maschhoff

Proceedings of the 24th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining, 2018