Tag Archives:

Exponential Convergence Bounds using Integral Quadratic Constraints

Ross Boczar, Laurent Lessard, Ben Recht
IEEE CDC 2015, Mar. 2015.

Tags: control, Optimization

Low-rank Solutions of Linear Matrix Equations via Procrustes Flow

Stephen Tu, Ross Boczar, Max Simchowitz, Mahdi Soltanolkotabi, Ben Recht
Submitted to ICML 2016, Jul. 2015.

Tags: Optimization

CoCoA: A Framework for Distributed Optimization

A major challenge in many large-scale machine learning tasks is to solve an optimization objective involving data that is distributed … Continue reading →

Spark SQL: Relational Data Processing in Spark

Michael Armbrust, Reynold Xin, Yin Huai, Davies Liu, Joseph K. Bradley, Xiangrui Meng, Tomer Kaftan, Michael Franklin, Ali Ghodsi, Matei Zaharia
ACM SIGMOD Conference 2015, May. 2015.

Tags: Catalyst, Dataframes, JSON, Optimization, query processing, Shark, spark, SQL