Session B7: Distributed and High Performance Computing
Session Chair: Alexandre Termier (University of Rennes, France)
REGULAR PAPERS:
DM453 “Partition Aware Connected Component Computation in Distributed Systems”
Ha-Myung Park, Namyong Park, Sung-Hyon Myaeng, and U Kang
DM886 “Efficient Distributed SGD with Variance Reduction”
Soham De and Thomas Goldstein
DM931 “HogWild++: A New Mechanism for Decentralized Asynchronous Stochastic Gradient Descent”
Huan Zhang, Cho-Jui Hsieh, and Venkatesh Akella
SHORT PAPERS:
DM1066 “Spectrum-Revealing Cholesky Factorization for Kernel Methods”
Jianwei Xiao and Ming Gu
DM421 “Efficient and Distributed Algorithms for Large-Scale Generalized Canonical Correlations Analysis”
Xiao Fu, Kejun Huang, Evangelos Papalexakis, Hyun Ah Song, Partha Talukdar, Nicholas Sidiropoulos, Christos Faloutsos, and Tom Mitchell
DM703 “One-pass Logistic Regression for Label-drift and Large-scale Classification on Distributed Systems”
Vu Nguyen, Tu Dinh Nguyen, Trung Le, Dinh Phung, and Svetha Venkatesh
DM708 “A Fast Distributed Classification Algorithm for Large-scale Imbalanced Data”
Huihui Wang, Yang Gao, Yinghuan Shi, and Hao Wang