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2017

Distributed Machine Learning - but at what COST?

Christoph Boden, Tilmann Rabl, Volker Markl

ML Systems Workshop@ NIPS2017 2017

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Optimized On-Demand Data Streaming from Sensor Nodes

Jonas Traub, Sebastian Breß, Tilmann Rabl, Asterios Katsifodimos, Volker Markl

In Proceedings of SoCC ’17, Santa Clara, CA, USA, September 24–27, 12. 2017

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Estimating Join Selectivities using Bandwidth-Optimized Kernel Density Models

Martin Kiefer, Max Heimel, Sebastian Breß, Volker Markl

Proceedings of the VLDB Endowment, Volume 10, No. 13. 2017 (to be presented in VLDB 2018) 2017

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On Fault Tolerance for Distributed Iterative Dataflow Processing.

Chen Xu; Markus Holzemer; Manohar Kaul; Juan Soto; Volker Markl;

IEEE Transactions on Knowledge and Data Engineering (TKDE), 1709-1722. 2017

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Enabling Wide Area Data Analytics with Collaborative Distributed Processing Pipelines (CDPPs)

Anja Feldmann, Manfred Hauswirth, Volker Markl

37th International Conference on Distributed Computing Systems, ICDCS 2017

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2016

Efficient fault-tolerance for iterative graph processing on distributed dataflow systems

Xu, Chen; Holzemer, Markus; Kaul, Manohar; Markl, Volker

2016 IEEE 32nd International Conference on Data Engineering (ICDE), 613-624. 2016

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Semantification of Identifiers in Mathematics for Better Math Information Retrieval

Schubotz, Moritz; Grigorev, Alexey; Leich, Marcus; Cohl, Howard S.; Meuschke, Norman; Gipp, Bela; Youssef, Abdou S.; Markl, Volker

SIGIR '16 : Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval, 135-144. 2016

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Robust Query Processing in Co-Processor-accelerated Databases

Breß, Sebastian; Funke, Henning; Teubner, Jens

Proceedings of the 2016 International Conference on Management of Data, 1891-1906. 2016

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Cutty: Aggregate Sharing for User-defined Windows

Paris Carbone, Jonas Traub, Asterios Katsifodimos, Seif Haridi and Volker Markl

To appear in the 25th ACM International Conference on Information and Knowledge Management (CIKM 2016) 2016

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Bridging the Gap: Towards Optimization Across Linear and Relational Algebra

Andreas Kunft Alexander Alexandrov Asterios Katsifodimos Volker Markl

International Workshop on Algorithms and Systems for MapReduce and Beyond (BeyondMR), in conjunction with SIGMOD/PODS in San Francisco 2016

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