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Publications

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An Intermediate Representation for Optimizing Machine Learning Pipelines

Andreas Kunft, Asterios Katsifodimos, Sebastian Schelter, Sebastian Breß, Tilmann Rabl, Volker Markl

Proceedings of the VLDB Endowment, 1553-1567. 2019

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ScootR: Scaling R Dataframes on Dataflow Systems

Andreas Kunft, Lukas Stadler, Daniele Bonetta, Cosmin Basca, Jens Meiners, Sebastian Breß, Tilmann Rabl, Juan Fumero, Volker Markl

SoCC'18:, 288-300. 2018

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Databases and Web 2.0 panel at VLDB 2007

Sihem Amer-Yahia and Volker Markl and Alon Y. Halevy and AnHai Doan and Gustavo Alonso and Donald Kossmann and Gerhard Weikum

SIGMOD Record, 49-52. 2008

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The Stratosphere platform for big data analytics

Alexander Alexandrov and Rico Bergmann and Stephan Ewen and Johann-Christoph Freytag and Fabian Hueske and Arvid Heise and Odej Kao and Marcus Leich and Ulf Leser and Volker Markl and Felix Naumann and Mathias Peters and Astrid Rheinländer and Matthias J. Sax and Sebastian Schelter and Mareike Höger and Kostas Tzoumas and Daniel Warneke

VLDB J., 939–964. 2014

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Issues in big data testing and benchmarking

Alexander Alexandrov and Christoph Brücke and Volker Markl

DBTest, 1. 2013

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Myriad - Parallel Data Generation on Shared-Nothing Architectures

Alexandrov, Alexander and Schiefer, Berni and Poelman, John and Ewen, Stephan and Bodner, Thomas and Markl, Volker

Proceedings of the First Workshop on Architectures and Systems for Big Data (ASBD) 2011

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Implicit Parallelism through Deep Language Embedding

Alexander Alexandrov and Asterios Katsifodimos and Georgi Krastev and Volker Markl

SIGMOD Record, 51–58. 2016

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MapReduce and PACT - Comparing Data Parallel Programming Models

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

BTW 2011

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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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Dynamic Parameter Allocation in Parameter Servers

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

arXiv:2002.00655 2020

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