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I

Scalable Detection of Concept Drifts on Data Streams with Parallel Adaptive Windowing

Philipp M. Grulich, René Saitenmacher, Jonas Traub, Sebastian Breß, Tilmann Rabl, Volker Markl

International Conference on Extending Database Technology (EDBT 2018). 2018, 477-480. 2018

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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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NebulaStream: Complex Analytics Beyond the Cloud

Steffen Zeuch, Eleni Tzirita Zacharatou, Shuhao Zhang, Xenofon Chatziliadis, Ankit Chaudhary, Bonaventura DelMonte, Philipp M. Grulich, Dimitrios Giouroukis, Ariane Ziehn, Volker Markl

International Workshop on Very Large Internet of Things (VLIoT) 2020

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i

A distributed data exchange engine for polystores

Abdulrahman Kaitoua, Tilmann Rabl, Volker Markl

it - Information Technology 2020

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J

Sharing hash codes for multiple purposes

Wiktor Pronobis, Danny Panknin, Johannes Kirschnick, Vignesh Srinivasan, Wojciech Samek, Volker Markl, Manohar Kaul, Klaus-Robert Müller, Shinichi Nakajima

Japanese Journal of Statistics and Data Science, 215–246. 2018

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Cost-Based Predictive Spatiotemporal Join

Wook-Shin Han, Jaehwa Kim, Byung Suk Lee, Yufei Tao, Ralf Rantzau, Volker Markl

Journal IEEE Transactions on Knowledge and Data Engineering., 220-233. 2009

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L

Distributed Graph Analytics with Datalog Queries in Flink

Muhammad Imran, Gábor E. Gévay, Volker Markl

LSGDA 2020

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M

Distributed Machine Learning - but at what COST?

Christoph Boden, Tilmann Rabl, Volker Markl

ML Systems Workshop@ NIPS2017 2017

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N

PEEL: A Framework for benchmarking distributed systems and algorithms

Christoph Boden, Alexander Alexandrov, Andreas Kunft, Tilmann Rabl, Volker Markl

Ninth TPC Technology Conference on Performance Evaluation & Benchmarking (TPCTC 2017) @VLDB 2017 2017

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P

Benchmarking Distributed Data Processing Systems for Machine Learning Workloads

Christoph Boden, Tilmann Rabl, Sebastian Schelter, Volker Markl

Performance Evaluation and Benchmarking for the Era of Artificial Intelligence - 10th TPC Technology Conference, TPCTC 2018 2018

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