Matthias Boehm

According to our database1, Matthias Boehm authored at least 50 papers between 2007 and 2018.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Other 

Links

Homepages:

On csauthors.net:

Bibliography

2018
Compressed linear algebra for large-scale machine learning.
VLDB J., 2018

On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML.
PVLDB, 2018

Deep Learning with Apache SystemML.
CoRR, 2018

On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML.
CoRR, 2018

2017
Scaling Machine Learning via Compressed Linear Algebra.
SIGMOD Record, 2017

Data Management in Machine Learning: Challenges, Techniques, and Systems.
Proceedings of the 2017 ACM International Conference on Management of Data, 2017

SPOOF: Sum-Product Optimization and Operator Fusion for Large-Scale Machine Learning.
Proceedings of the CIDR 2017, 2017

2016
Compressed Linear Algebra for Large-Scale Machine Learning.
PVLDB, 2016

SystemML: Declarative Machine Learning on Spark.
PVLDB, 2016

Declarative Machine Learning - A Classification of Basic Properties and Types.
CoRR, 2016

2015
Costing Generated Runtime Execution Plans for Large-Scale Machine Learning Programs.
CoRR, 2015

Resource Elasticity for Large-Scale Machine Learning.
Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data, Melbourne, Victoria, Australia, May 31, 2015

On optimizing machine learning workloads via kernel fusion.
Proceedings of the 20th ACM SIGPLAN Symposium on Principles and Practice of Parallel Programming, 2015

2014
Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML.
PVLDB, 2014

On-demand re-optimization of integration flows.
Inf. Syst., 2014

SystemML's Optimizer: Plan Generation for Large-Scale Machine Learning Programs.
IEEE Data Eng. Bull., 2014

Large Scale Discriminative Metric Learning.
Proceedings of the 2014 IEEE International Parallel & Distributed Processing Symposium Workshops, 2014

2013
Towards Integrated Data Analytics: Time Series Forecasting in DBMS.
Datenbank-Spektrum, 2013

Compiling machine learning algorithms with SystemML.
Proceedings of the ACM Symposium on Cloud Computing, SOCC '13, 2013

2012
A high-throughput in-memory index, durable on flash-based SSD: insights into the winning solution of the SIGMOD programming contest 2011.
SIGMOD Record, 2012

Optimizing Notifications of Subscription-Based Forecast Queries.
Proceedings of the Scientific and Statistical Database Management, 2012

Partitioning and Multi-core Parallelization of Multi-equation Forecast Models.
Proceedings of the Scientific and Statistical Database Management, 2012

Data management in the MIRABEL smart grid system.
Proceedings of the 2012 Joint EDBT/ICDT Workshops, Berlin, Germany, March 30, 2012, 2012

Efficient Integration of External Information into Forecast Models from the Energy Domain.
Proceedings of the Advances in Databases and Information Systems, 2012

2011
Cost-based optimization of integration flows.
PhD thesis, 2011

Resiliency-Aware Data Management.
PVLDB, 2011

Cost-based vectorization of instance-based integration processes.
Inf. Syst., 2011

Context-Aware Parameter Estimation for Forecast Models in the Energy Domain.
Proceedings of the Scientific and Statistical Database Management, 2011

Next Generation Database Programming and Execution Environment.
Proceedings of the Database Programming Languages, 2011

Offline Design Tuning for Hierarchies of Forecast Models.
Proceedings of the Datenbanksysteme für Business, 2011

Efficient In-Memory Indexing with Generalized Prefix Trees.
Proceedings of the Datenbanksysteme für Business, 2011

Forcasting Evolving Time Series of Energy Demand and Supply.
Proceedings of the Advances in Databases and Information Systems, 2011

2010
Indexing forecast models for matching and maintenance.
Proceedings of the Fourteenth International Database Engineering and Applications Symposium (IDEAS 2010), 2010

Multi-flow Optimization via Horizontal Message Queue Partitioning.
Proceedings of the Enterprise Information Systems - 12th International Conference, 2010

Multi-process Optimization Via Horizontal Message Queue Partitioning.
Proceedings of the ICEIS 2010 - Proceedings of the 12th International Conference on Enterprise Information Systems, Volume 1, DISI, Funchal, Madeira, Portugal, June 8, 2010

2009
Vectorizing Instance-Based Integration Processes.
Proceedings of the Enterprise Information Systems, 11th International Conference, 2009

Invisible Deployment of Integration Processes.
Proceedings of the Enterprise Information Systems, 11th International Conference, 2009

Anfragegetriebene Indizierung räumlicher Daten.
Proceedings of the Informatik 2009: Im Focus das Leben, 2009

GCIP: exploiting the generation and optimization of integration processes.
Proceedings of the EDBT 2009, 2009

Systemübergreifende Kostennormalisierung für Integrationsprozesse.
Proceedings of the Datenbanksysteme in Business, 2009

Cost-Based Vectorization of Instance-Based Integration Processes.
Proceedings of the Advances in Databases and Information Systems, 2009

2008
Message Indexing for Document-Oriented Integration Processes.
Proceedings of the ICEIS 2008, 2008

Model-Driven Generation and Optimization of Complex Integration Processes.
Proceedings of the ICEIS 2008, 2008

DIPBench: An independent benchmark for Data-Intensive Integration Processes.
Proceedings of the 24th International Conference on Data Engineering Workshops, 2008

DIPBench Toolsuite: A Framework for Benchmarking Integration Systems.
Proceedings of the 24th International Conference on Data Engineering, 2008

Workload-based optimization of integration processes.
Proceedings of the 17th ACM Conference on Information and Knowledge Management, 2008

Improving Data Independence, Efficiency and Functional Flexibility of Integration Platforms.
Proceedings of the Forum at the CAiSE'08 Conference, Montpellier, France, June 18-20, 2008, 2008

An Advanced Transaction Model for Recovery Processing of Integration Processes.
Proceedings of the Advances in Databases and Information Systems, 2008

2007
Ein Nachrichtentransformationsmodell für komplexe Transformationsprozesse in datenzentrischen Anwendungsszenarien.
Proceedings of the Datenbanksysteme in Business, 2007

Towards Self-Optimization of Message Transformation Processes.
Proceedings of the Communications of the Eleventh East-European Conference on Advances in Databases and Information Systems, Varna, Bulgaria, September 29, 2007


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