Alexander Alexandrov

According to our database, Alexander Alexandrov authored at least 21 papers between 2010 and 2020.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2020

GluonTS: Probabilistic and Neural Time Series Modeling in Python.

Alexander Alexandrov, Konstantinos Benidis, Michael Bohlke-Schneider, Valentin Flunkert, Jan Gasthaus, Tim Januschowski, Danielle C. Maddix, Syama Sundar Rangapuram, David Salinas, Jasper Schulz, Lorenzo Stella, Ali Caner Türkmen, Yuyang Wang

J. Mach. Learn. Res., 2020

2019

Scala.

Alexander Alexandrov

Proceedings of the Encyclopedia of Big Data Technologies., 2019

Representations and optimizations for embedded parallel dataflow languages.

Alexander Alexandrov

PhD thesis, 2019

Representations and Optimizations for Embedded Parallel Dataflow Languages.

Alexander Alexandrov, Georgi Krastev, Volker Markl

ACM Trans. Database Syst., 2019

GluonTS: Probabilistic Time Series Models in Python.

Alexander Alexandrov, Konstantinos Benidis, Michael Bohlke-Schneider, Valentin Flunkert, Jan Gasthaus, Tim Januschowski, Danielle C. Maddix, Syama Sundar Rangapuram, David Salinas, Jasper Schulz, Lorenzo Stella, Ali Caner Türkmen, Yuyang Wang

CoRR, 2019

End-to-End Benchmarking of Deep Learning Platforms.

Vincent Deuschle, Alexander Alexandrov, Tim Januschowski, Volker Markl

Proceedings of the Performance Evaluation and Benchmarking for the Era of Cloud(s), 2019

2018

Big Data Platforms for Data Analytics.

Volker Markl, Vinayak R. Borkar, Matei Zaharia, Till Westmann, Alexander Alexandrov

Proceedings of the Encyclopedia of Database Systems, Second Edition, 2018

2017

PEEL: A Framework for Benchmarking Distributed Systems and Algorithms.

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

Proceedings of the Performance Evaluation and Benchmarking for the Analytics Era, 2017

Emma in Action: Deklarative Datenflüsse für Skalierbare Datenanalyse.

Alexander Alexandrov, Georgi Krastev, Bernd Louis, Andreas Salzmann, Volker Markl

Proceedings of the Datenbanksysteme für Business, 2017

2016

Implicit Parallelism through Deep Language Embedding.

Alexander Alexandrov, Asterios Katsifodimos, Georgi Krastev, Volker Markl

SIGMOD Rec., 2016

Bridging the gap: towards optimization across linear and relational algebra.

Andreas Kunft, Alexander Alexandrov, Asterios Katsifodimos, Volker Markl

Proceedings of the 3rd ACM SIGMOD Workshop on Algorithms and Systems for MapReduce and Beyond, 2016

Emma in Action: Declarative Dataflows for Scalable Data Analysis.

Alexander Alexandrov, Andreas Salzmann, Georgi Krastev, Asterios Katsifodimos, Volker Markl

Proceedings of the 2016 International Conference on Management of Data, 2016

2015

Implicit Parallelism through Deep Language Embedding.

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

Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data, Melbourne, Victoria, Australia, May 31, 2015

2014

The Stratosphere platform for big data analytics.

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

VLDB J., 2014

Composite Key Generation on a Shared-Nothing Architecture.

Marie Hoffmann, Alexander Alexandrov, Periklis Andritsos, Juan Soto, Volker Markl

Proceedings of the Performance Characterization and Benchmarking. Traditional to Big Data, 2014

2013

Issues in big data testing and benchmarking.

Alexander Alexandrov, Christoph Brücke, Volker Markl

Proceedings of the Sixth International Workshop on Testing Database Systems, 2013

Distributed matrix factorization with mapreduce using a series of broadcast-joins.

Sebastian Schelter, Christoph Boden, Martin Schenck, Alexander Alexandrov, Volker Markl

Proceedings of the Seventh ACM Conference on Recommender Systems, 2013

2012

Myriad: Scalable and Expressive Data Generation.

Alexander Alexandrov, Kostas Tzoumas, Volker Markl

Proc. VLDB Endow., 2012

Benchmarking in the Cloud: What It Should, Can, and Cannot Be.

Enno Folkerts, Alexander Alexandrov, Kai Sachs, Alexandru Iosup, Volker Markl, Cafer Tosun

Proceedings of the Selected Topics in Performance Evaluation and Benchmarking, 2012

2011

MapReduce and PACT - Comparing Data Parallel Programming Models.

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

Proceedings of the Datenbanksysteme für Business, 2011

2010

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

Proc. VLDB Endow., 2010