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Implicit Parallelism through Deep Language Embedding

Alexander Alexandrov and Andreas Kunft and Asterios Katsifodimos and Felix Schüler and Lauritz Thamsen and Odej Kao and Tobias Herb and Volker Markl

Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data, Melbourne, Victoria, Australia, May 31 - June 4, 2015, 47–61. 2015

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Just Move It! Dynamic Parameter Allocation in Action

Alexander Renz-Wieland, Tobias Drobisch, Zoi Kaoudi, Rainer Gemulla, Volker Markl

Proc. VLDB Endow., 2707 - 2710. 2021

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NuPS: A Parameter Server for Machine Learning with Non-Uniform Parameter Access

Alexander Renz-Wieland, Rainer Gemulla, Zoi Kaoudi, Volker Markl

SIGMOD 2022

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Dynamic Parameter Allocation in Parameter Servers

Alexander Renz-Wieland, Rainer Gemulla, Steffen Zeuch, Volker Markl

Proceedings of the VLDB Endowment 2020

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Scalable Frequent Sequence Mining With Flexible Subsequence Constraints

Alexander Renz-Wieland, Matthias Bertsch, Rainer Gemulla,

35th IEEE International Conference on Data Engineering (ICDE 2019) 2019

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Fast CSV Loading Using GPUs and RDMA for In-Memory Data Processing

Alexander Kumaigorodski, Clemens Lutz, Volker Markl

BTW 2021

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Massively Parallel Data Analysis with PACTs on Nephele

Alexander Alexandrov, Dominic Battré, Stephan Ewen, Max Heimel, Fabian Hueske, Odej Kao, Volker Markl, Erik Nijkamp, Daniel Warneke

VLDB Conference 2010

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Myriad: Scalable and Expressive Data Generation.

Alexander Alexandrov, Kostas Tzoumas, Volker Markl

Proceedings of the VLDB Endowment, 1890-1893. 2012

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Representations and Optimizations for Embedded Parallel Dataflow Languages

Alexander Alexandrov, Georgi Krastev, Volker Markl

ACM Transactions on Database Systems (TODS 2019) 2019

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Unsupervised Discovery of Relations and Discriminative Extraction Patterns.

Alan Akbik, Larysa Visengeriyeva, Priska Herger, Holmer Hemsen, Alexander Löser

Proceedings of COLING 2012., 17-32. 2012

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