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M. Heimel and Volker Markl and Keshava Murthy (2009). A Bayesian Approach to Estimating the Selectivity of Conjunctive Predicates. BTW, 47-56.

Wook-Shin Han and Wooseong Kwak and Jinsoo Lee and Guy M. Lohman and Volker Markl (2008). Parallelizing query optimization. PVLDB, 188-200.

Peter J. Haas and Ihab F. Ilyas and Guy M. Lohman and Volker Markl (2009). Discovering and Exploiting Statistical Properties for Query Optimization in Relational Databases: A Survey. Statistical Analysis and Data Mining, 223-250.


Gábor E. Gévay, Tilmann Rabl, Sebastian Breß, Lorand Madai-Tahy, Volker Markl (2018). Labyrinth: Compiling Imperative Control Flow to Parallel Dataflows. CoRR abs/1809.06845


Falk Brauer, Alexander Löser, Hong-Hai Do (2008). Mapping enterprise entities to text segments. Proceedings of the 2nd PhD workshop on Information and knowledge management, 85-88.


Stephan Ewen and Sebastian Schelter and Kostas Tzoumas and Daniel Warneke and Volker Markl (2013). Iterative parallel data processing with stratosphere: an inside look. SIGMOD Conference, 1053-1056.

Enno Folkerts, Alexander Alexandrov, Kai Sachs, Alexandru Iosup, Volker Markl, Cafer Tosun (2012). Benchmarking in the Cloud: What It Should, Can, and Cannot Be. Selected Topics in Performance Evaluation and Benchmarking, Part of the Lecture Notes in Computer Science book series (LNCS), TPCTC 2012, 173-188.

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Sergej Dudoladov (2016). Efficient Fault Tolerance for Massively Parallel Dataflow Systems. Proceedings of the VLDB 2016 PhD Workshop, co-located with the 42nd International Conference on Very Large Databases

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Sergey Dudoladov and Chen Xu and Sebastian Schelter and Asterios Katsifodimos and Stephan Ewen and Kostas Tzoumas and Volker Markl (2015). Optimistic Recovery for Iterative Dataflows in Action. Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data, Melbourne, Victoria, Australia, May 31 - June 4, 2015, 1439–1443.

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Dimitrios Giouroukis, Julius Hülsmann, Janis von Bleichert, Morgan Geldenhuys, Tim Stullich, Felipe Gutierrez, Jonas Traub, Kaustubh Beedkar and Volker Markl (2019). Resense: Transparent Record and Replay of Sensor Data in the Internet of Things. Proceedings of the 22nd International Conferenceon Extending Database Technology

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