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Volume 41: Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, 10 August 2015,

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

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Contents:

Front Matter

Preface

Wei Fan, Albert Bifet, Qiang Yang, Philip S. Yu; Proceedings of the 4th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, PMLR 41:i-xii

Invited Demo Talks

Taking machine learning research online with OpenML

Joaquin Vanschoren, Jan N. Rijn, Bernd Bischl; Proceedings of the 4th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, PMLR 41:1-4

Big Data with ADAMS

Peter Reutemann, Geoff Holmes; Proceedings of the 4th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, PMLR 41:5-8

Accepted Papers

Interactive Visual Big Data Analytics for Large Area Farm Biosecurity Monitoring: i-EKbase System

Ritaban Dutta, Heiko Mueller, Daniel Smith, Aruneema Das, Jagannath Aryal; Proceedings of the 4th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, PMLR 41:9-18

Anytime Concurrent Clustering of Multiple Streams with an Indexing Tree

Zhinoos Razavi Hesabi, Timos Sellis, Xiuzhen Zhang; Proceedings of the 4th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, PMLR 41:19-32

Scalable Multidimensional Hierarchical Bayesian Modeling on Spark

Robert Ormandi, Hongxia Yang, Quan Lu; Proceedings of the 4th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, PMLR 41:33-48

Adaptive Stream Clustering Using Incremental Graph Maintenance

Marwan Hassani, Pascal Spaus, Alfredo Cuzzocrea, Thomas Seidl; Proceedings of the 4th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, PMLR 41:49-64

Random Decision Hashing for Massive Data Learning

Xiatian Zhang, Wei Fan, Nan Du; Proceedings of the 4th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, PMLR 41:65-80

Shared Execution of Clustering Tasks

Padmashree Ravindra, Rajeev Gupta, Kemafor Anyanwu; Proceedings of the 4th International Workshop on Big Data, Streams and Heterogeneous Source Mining: Algorithms, Systems, Programming Models and Applications, PMLR 41:81-96

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