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JMLR Workshop and Conference Proceedings

Volume 36: Proceedings of the 3rd International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications

Editors: Wei Fan, Albert Bifet, Qiang Yang, Philip S. Yu

Contents:

Front Matter

Preface

Wei Fan, Albert Bifet, Qiang Yang, Philip S. Yu ; JMLR W&CP 36 :i-ix, 2014

Accepted Papers

Parallel Graph Mining with GPUs

Robert Kessl, Nilothpal Talukder, Pranay Anchuri, Mohammed Zaki ; JMLR W&CP 36 :1-16, 2014

Gibbs Collapsed Sampling for Latent Dirichlet Allocation on Spark

Zhuolin Qiu, Bin Wu, Bai Wang, Le Yu ; JMLR W&CP 36 :17-28, 2014

FAQ: A Framework for Fast Approximate Query Processing on Temporal Data

Udayan Khurana, Srinivasan Parthasarathy, Deepak Turaga ; JMLR W&CP 36 :29-45, 2014

Reducing Data Loading Bottleneck with Coarse Feature Vectors for Large Scale Learning

Shingo Takamatsu, Carlos Guestrin ; JMLR W&CP 36 :46-60, 2014

A Clustering Algorithm Merging MCMC and EM Methods Using SQL Queries

David Matusevich, Carlos Ordonez ; JMLR W&CP 36 :61-76, 2014

A Fast Distributed Stochastic Gradient Descent Algorithm for Matrix Factorization

Fanglin Li, Bin Wu, Liutong Xu, Chuan Shi, Jing Shi ; JMLR W&CP 36 :77-87, 2014

The Gamma Operator for Big Data Summarization on an Array DBMS

Carlos Ordonez, Yiqun Zhang, Wellington Cabrera ; JMLR W&CP 36 :88-103, 2014

Towards Optimal Execution of Density-based Clustering on Heterogeneous Hardware

Dirk Habich, Stefanie Gahrig, Wolfgang Lehner ; JMLR W&CP 36 :104-119, 2014

Scalable Graph Building from Text Data

Thibault Debatty, Pietro Michiardi, Olivier Thonnard, Wim Mees ; JMLR W&CP 36 :120-132, 2014

High density-focused uncertainty sampling for active learning over evolving stream data

Dino Ienco, Indrė Žliobaitė, Bernhard Pfahringer ; JMLR W&CP 36 :133-148, 2014

iPARAS: Incremental Construction of Parameter Space for Online Association Mining

Xiao Qin, Ramoza Ahsan, Xika Lin, Elke Rundensteiner, Matthew Ward ; JMLR W&CP 36 :149-165, 2014

Frequent Subgraph Discovery in Large Attributed Streaming Graphs

Abhik Ray, Larry Holder, Sutanay Choudhury ; JMLR W&CP 36 :166-181, 2014

From Tweets to Stories: Using Stream-Dashboard to weave the twitter data stream into dynamic cluster models

Basheer Hawwash, Olfa Nasraoui ; JMLR W&CP 36 :182-197, 2014

Ensembles of Adaptive Model Rules from High-Speed Data Streams

João Duarte, João Gama ; JMLR W&CP 36 :198-213, 2014

Scalable Heterogeneous Transfer Ranking

Mohammad Taha Bahadori, Yi Chang, Bo Long, Yan Liu ; JMLR W&CP 36 :214-228, 2014