Florin Rusu

Found. Trends Databases, 2023

Analyzing Query Optimizer Performance in the Presence and Absence of Cardinality Estimates.

[BibT_eX]

[DOI]

CoRR, 2023

2022

Adaptive Optimization for Sparse Data on Heterogeneous GPUs.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Parallel and Distributed Processing Symposium, 2022

2021

Simpli-Squared: A Very Simple Yet Unexpectedly Powerful Join Ordering Algorithm Without Cardinality Estimates.

[BibT_eX]

[DOI]

CoRR, 2021

Adaptive Elastic Training for Sparse Deep Learning on Heterogeneous Multi-GPU Servers.

[BibT_eX]

[DOI]

CoRR, 2021

Online Sketch-based Query Optimization.

[BibT_eX]

[DOI]

CoRR, 2021

DJEnsemble: a Cost-Based Selection and Allocation of a Disjoint Ensemble of Spatio-temporal Models.

[BibT_eX]

[DOI]

Rafael S. Pereira

Yania Molina Souto

Anderson Chaves da Silva

Proceedings of the SSDBM 2021: 33rd International Conference on Scientific and Statistical Database Management, 2021

COMPASS: Online Sketch-based Query Optimization for In-Memory Databases.

[BibT_eX]

[DOI]

Proceedings of the SIGMOD '21: International Conference on Management of Data, 2021

Adaptive Stochastic Gradient Descent for Deep Learning on Heterogeneous CPU+GPU Architectures.

[BibT_eX]

[DOI]

Proceedings of the IEEE International Parallel and Distributed Processing Symposium Workshops, 2021

2020

DJEnsemble: On the Selection of a Disjoint Ensemble of Deep Learning Black-Box Spatio-temporal Models.

[BibT_eX]

[DOI]

Yania Molina Souto

Rafael S. Pereira

Rocío Zorrilla

Anderson Chaves da Silva

CoRR, 2020

Heterogeneous CPU+GPU Stochastic Gradient Descent Algorithms.

[BibT_eX]

[DOI]

Yujing Ma

CoRR, 2020

2019

Special issue on scientific and statistical data management.

[BibT_eX]

[DOI]

Kesheng Wu

Distributed Parallel Databases, 2019

In-Depth Benchmarking of Graph Database Systems with the Linked Data Benchmark Council (LDBC) Social Network Benchmark (SNB).

[BibT_eX]

[DOI]

Zhiyi Huang

CoRR, 2019

Exact Selectivity Computation for Modern In-Memory Database Query Optimization.

[BibT_eX]

[DOI]

Jun Hyung Shin

Alex Suhan

CoRR, 2019

PrivateJobMatch: a privacy-oriented deferred multi-match recommender system for stable employment.

[BibT_eX]

[DOI]

Amar Saini

Andrew Johnston

Proceedings of the 13th ACM Conference on Recommender Systems, 2019

Stochastic Gradient Descent on Modern Hardware: Multi-core CPU or GPU? Synchronous or Asynchronous?

[BibT_eX]

[DOI]

Yujing Ma

Proceedings of the 2019 IEEE International Parallel and Distributed Processing Symposium, 2019

Selectivity Computation for In-Memory Query Optimization.

[BibT_eX]

[DOI]

Jun Hyung Shin

Alex Suhan

Proceedings of the 9th Biennial Conference on Innovative Data Systems Research, 2019

2018

Automatic identification and classification of Palomar Transient Factory astrophysical objects in GLADE.

[BibT_eX]

[DOI]

Int. J. Comput. Sci. Eng., 2018

Progressive Data Science: Potential and Challenges.

[BibT_eX]

[DOI]

CoRR, 2018

Distributed Caching for Complex Querying of Raw Arrays.

[BibT_eX]

[DOI]

CoRR, 2018

Stochastic Gradient Descent on Highly-Parallel Architectures.

[BibT_eX]

[DOI]

Yujing Ma

CoRR, 2018

Distributed caching for processing raw arrays.

[BibT_eX]

[DOI]

Proceedings of the 30th International Conference on Scientific and Statistical Database Management, 2018

2017

Scalable Asynchronous Gradient Descent Optimization for Out-of-Core Models.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2017

Special issue on in-database analytics.

[BibT_eX]

[DOI]

Dan Olteanu

Distributed Parallel Databases, 2017

OLA-RAW: Scalable Exploration over Raw Data.

[BibT_eX]

[DOI]

CoRR, 2017

Dot-Product Join: Scalable In-Database Linear Algebra for Big Model Analytics.

[BibT_eX]

[DOI]

Proceedings of the 29th International Conference on Scientific and Statistical Database Management, 2017

Bi-Level Online Aggregation on Raw Data.

[BibT_eX]

[DOI]

Proceedings of the 29th International Conference on Scientific and Statistical Database Management, 2017

Incremental View Maintenance over Array Data.

[BibT_eX]

[DOI]

Proceedings of the 2017 ACM International Conference on Management of Data, 2017

ArrayUDF: User-Defined Scientific Data Analysis on Arrays.

[BibT_eX]

[DOI]

Proceedings of the 26th International Symposium on High-Performance Parallel and Distributed Computing, 2017

Scalable In-Situ Exploration over Raw Data.

[BibT_eX]

[DOI]

Proceedings of the 8th Biennial Conference on Innovative Data Systems Research, 2017

2016

Dot-Product Join: An Array-Relation Join Operator for Big Model Analytics.

[BibT_eX]

[DOI]

CoRR, 2016

Similarity Join over Array Data.

[BibT_eX]

[DOI]

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

Performance Implications of Processing-in-Memory Designs on Data-Intensive Applications.

[BibT_eX]

[DOI]

Proceedings of the 45th International Conference on Parallel Processing Workshops, 2016

2015

Workload-Driven Antijoin Cardinality Estimation.

[BibT_eX]

[DOI]

ACM Trans. Database Syst., 2015

SCANRAW: A Database Meta-Operator for Parallel In-Situ Processing and Loading.

[BibT_eX]

[DOI]

ACM Trans. Database Syst., 2015

Formal representation of the SS-DB benchmark and experimental evaluation in EXTASCID.

[BibT_eX]

[DOI]

Distributed Parallel Databases, 2015

Scalable Analytics Model Calibration with Online Aggregation.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 2015

Workload-Driven Vertical Partitioning for Effective Query Processing over Raw Data.

[BibT_eX]

[DOI]

CoRR, 2015

Speculative Approximations for Terascale Analytics.

[BibT_eX]

[DOI]

CoRR, 2015

Vertical partitioning for query processing over raw data.

[BibT_eX]

[DOI]

Proceedings of the 27th International Conference on Scientific and Statistical Database Management, 2015

Speculative Approximations for Terascale Distributed Gradient Descent Optimization.

[BibT_eX]

[DOI]

Proceedings of the Fourth Workshop on Data analytics in the Cloud, 2015

2014

PF-OLA: a high-performance framework for parallel online aggregation.

[BibT_eX]

[DOI]

Distributed Parallel Databases, 2014

Parallel in-situ data processing with speculative loading.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Management of Data, 2014

Implementing the Palomar Transient Factory Real-Time Detection Pipeline in GLADE: Results and Observations.

[BibT_eX]

[DOI]

Peter Nugent

Kesheng Wu

Proceedings of the Databases in Networked Information Systems - 9th International Workshop, 2014

2013

A Survey on Array Storage, Query Languages, and Systems

[BibT_eX]

[DOI]

CoRR, 2013

Parallel online aggregation in action.

[BibT_eX]

[DOI]

Proceedings of the Conference on Scientific and Statistical Database Management, 2013

Astronomical data processing in EXTASCID.

[BibT_eX]

[DOI]

Proceedings of the Conference on Scientific and Statistical Database Management, 2013

Scalable I/O-bound parallel incremental gradient descent for big data analytics in GLADE.

[BibT_eX]

[DOI]

Proceedings of the Second Workshop on Data Analytics in the Cloud, 2013

Sampling Estimators for Parallel Online Aggregation.

[BibT_eX]

[DOI]

Proceedings of the Big Data - 29th British National Conference on Databases, 2013

2012

GLADE: a scalable framework for efficient analytics.

[BibT_eX]

[DOI]

ACM SIGOPS Oper. Syst. Rev., 2012

PF-OLA: A High-Performance Framework for Parallel On-Line Aggregation

[BibT_eX]

[DOI]

CoRR, 2012

GLADE: big data analytics made easy.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2012

2009

Turbo-Charging Estimate Convergence in DBO.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2009

Sketching Sampled Data Streams.

[BibT_eX]

[DOI]

Proceedings of the 25th International Conference on Data Engineering, 2009

2008

Sketches for size of join estimation.

[BibT_eX]

[DOI]

ACM Trans. Database Syst., 2008

The DBO database system.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2008

2007

Pseudo-random number generation for sketch-based estimations.

[BibT_eX]

[DOI]

ACM Trans. Database Syst., 2007

Statistical analysis of sketch estimators.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2007

2006

Fast range-summable random variables for efficient aggregate estimation.

[BibT_eX]

[DOI]