Peter J. Haas

Inf. Process. Lett., August, 2023

NIM: Generative Neural Networks for Automated Modeling and Generation of Simulation Inputs.

[BibT_eX]

[DOI]

ACM Trans. Model. Comput. Simul., July, 2023

Efficient Hybrid Simulation Optimization via Graph Neural Network Metamodeling.

[BibT_eX]

[DOI]

Proceedings of the Winter Simulation Conference, 2023

Causal Dynamic Bayesian Networks for Simulation Metamodeling.

[BibT_eX]

[DOI]

Proceedings of the Winter Simulation Conference, 2023

Piloting an Interactive Ethics and Responsible Computing Learning Environment in Undergraduate CS Courses.

[BibT_eX]

[DOI]

Proceedings of the 54th ACM Technical Symposium on Computer Science Education, Volume 1, 2023

2022

In-Database Decision Support: Opportunities and Challenges.

[BibT_eX]

[DOI]

Azza Abouzied

Alexandra Meliou

IEEE Data Eng. Bull., 2022

Predictive and Prescriptive Analytics in Business Decision Making: Needs and Concerns.

[BibT_eX]

[DOI]

CoRR, 2022

Enhanced Simulation Metamodeling via Graph and Generative Neural Networks.

[BibT_eX]

[DOI]

Proceedings of the Winter Simulation Conference, 2022

Augmenting Decision Making via Interactive What-If Analysis.

[BibT_eX]

[DOI]

Proceedings of the 12th Conference on Innovative Data Systems Research, 2022

2020

Introduction to the Special Issue for Towards an Ecosystem of Simulation Models and Data.

[BibT_eX]

[DOI]

Georgios Theodoropoulos

ACM Trans. Model. Comput. Simul., 2020

SuDocu: Summarizing Documents by Example.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2020

sPaQLTooLs: A Stochastic Package Query Interface for Scalable Constrained Optimization.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2020

NIM: Modeling and Generation of Simulation Inputs Via Generative Neural Networks.

[BibT_eX]

[DOI]

Emily A. Herbert

Proceedings of the Winter Simulation Conference, 2020

Stochastic Package Queries in Probabilistic Databases.

[BibT_eX]

[DOI]

Proceedings of the 2020 International Conference on Management of Data, 2020

2019

General Temporally Biased Sampling Schemes for Online Model Management.

[BibT_eX]

[DOI]

ACM Trans. Database Syst., 2019

Online Model Management via Temporally Biased Sampling.

[BibT_eX]

[DOI]

SIGMOD Rec., 2019

Temporally-Biased Sampling Schemes for Online Model Management.

[BibT_eX]

[DOI]

CoRR, 2019

Compressed linear algebra for declarative large-scale machine learning.

[BibT_eX]

[DOI]

Commun. ACM, 2019

MNC: Structure-Exploiting Sparsity Estimation for Matrix Expressions.

[BibT_eX]

[DOI]

Johanna Sommer

Matthias Boehm

Alexandre V. Evfimievski

Berthold Reinwald

Proceedings of the 2019 International Conference on Management of Data, 2019

NIM: generative neural networks for modeling and generation of simulation inputs.

[BibT_eX]

[DOI]

Emily A. Herbert

Proceedings of the 2019 Summer Simulation Conference, 2019

2018

Monte Carlo Methods for Uncertain Data.

[BibT_eX]

[DOI]

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

Karp-Luby Sampling.

[BibT_eX]

[DOI]

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

Unknown Examples & Machine Learning Model Generalization.

[BibT_eX]

[DOI]

CoRR, 2018

Temporally-Biased Sampling for Online Model Management.

[BibT_eX]

[DOI]

Proceedings of the 21st International Conference on Extending Database Technology, 2018

2017

Scaling Machine Learning via Compressed Linear Algebra.

[BibT_eX]

[DOI]

SIGMOD Rec., 2017

Foresight: Recommending Visual Insights.

[BibT_eX]

[DOI]

Çagatay Demiralp

Srinivasan Parthasarathy

Tejaswini Pedapati

Proc. VLDB Endow., 2017

Foresight: Rapid Data Exploration Through Guideposts.

[BibT_eX]

[DOI]

Çagatay Demiralp

Srinivasan Parthasarathy

Tejaswini Pedapati

CoRR, 2017

Sampling for Scalable Visual Analytics.

[BibT_eX]

[DOI]

IEEE Computer Graphics and Applications, 2017

2016

Compressed Linear Algebra for Large-Scale Machine Learning.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2016

Data-Stream Sampling: Basic Techniques and Results.

[BibT_eX]

[DOI]

Proceedings of the Data Stream Management - Processing High-Speed Data Streams, 2016

2015

On Transience and Recurrence in Irreducible Finite-State Stochastic Systems.

[BibT_eX]

[DOI]

ACM Trans. Model. Comput. Simul., 2015

Guest Editors' Introduction to Special Issue Honoring Donald L. Iglehart.

[BibT_eX]

[DOI]

ACM Trans. Model. Comput. Simul., 2015

Shared-memory and shared-nothing stochastic gradient descent algorithms for matrix completion.

[BibT_eX]

[DOI]

Knowl. Inf. Syst., 2015

Predicting Future Scientific Discoveries Based on a Networked Analysis of the Past Literature.

[BibT_eX]

[DOI]

Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2015

Dynamic interaction graphs with probabilistic edge decay.

[BibT_eX]

[DOI]

Proceedings of the 31st IEEE International Conference on Data Engineering, 2015

Groupwise analytics via adaptive MapReduce.

[BibT_eX]

[DOI]

Proceedings of the 31st IEEE International Conference on Data Engineering, 2015

2014

Guest editors' introduction to special issue on the third INFORMS simulation society research workshop.

[BibT_eX]

[DOI]

Shane G. Henderson

Pierre L'Ecuyer

ACM Trans. Model. Comput. Simul., 2014

Improving the efficiency of stochastic composite simulation models via result caching.

[BibT_eX]

[DOI]

Proceedings of the 2014 Winter Simulation Conference, 2014

Model-data Ecosystems: challenges, tools, and trends.

[BibT_eX]

[DOI]

Proceedings of the 33rd ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems, 2014

Automated hypothesis generation based on mining scientific literature.

[BibT_eX]

[DOI]

Andreas Martin Lisewski

Lawrence A. Donehower

Ying Chen

Olivier Lichtarge

Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2014

2013

Non-uniformity issues and workarounds in bounded-size sampling.

[BibT_eX]

[DOI]

VLDB J., 2013

Panel: Are we effectively preparing our students to be certified analytics professionals?

[BibT_eX]

[DOI]

Proceedings of the Winter Simulations Conference: Simulation Making Decisions in a Complex World, 2013

Simulation of database-valued markov chains using SimSQL.

[BibT_eX]

[DOI]

Christopher M. Jermaine

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2013

Eagle-eyed elephant: split-oriented indexing in Hadoop.

[BibT_eX]

[DOI]

Proceedings of the Joint 2013 EDBT/ICDT Conferences, 2013

2012

Synopses for Massive Data: Samples, Histograms, Wavelets, Sketches.

[BibT_eX]

[DOI]

Found. Trends Databases, 2012

On simulation of non-Markovian stochastic Petri nets with heavy-tailed firing times.

[BibT_eX]

[DOI]

Proceedings of the Winter Simulation Conference, 2012

Splash: a platform for analysis and simulation of health.

[BibT_eX]

[DOI]

Wang Chiew Tan

Ronald L. Mak

Cheryl A. Kieliszewski

Proceedings of the ACM International Health Informatics Symposium, 2012

Topic Models over Spoken Language.

[BibT_eX]

[DOI]

Proceedings of the 12th IEEE International Conference on Data Mining, 2012

Splash: Simulation optimization in complex systems of systems.

[BibT_eX]

[DOI]

Nicole C. Barberis

Piyaphol Phoungphol

Ignacio G. Terrizzano

Wang-Chiew Tan

Patricia G. Selinger

Paul P. Maglio

Proceedings of the 50th Annual Allerton Conference on Communication, 2012

2011

The monte carlo database system: Stochastic analysis close to the data.

[BibT_eX]

[DOI]

ACM Trans. Database Syst., 2011

Data is Dead... Without What-If Models.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2011

Information technology for healthcare transformation.

[BibT_eX]

[DOI]

IBM J. Res. Dev., 2011

Sketches get sketchier.

[BibT_eX]

[DOI]

Commun. ACM, 2011

Large-scale matrix factorization with distributed stochastic gradient descent.

[BibT_eX]

[DOI]

Proceedings of the 17th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2011

2010

MCDB-R: Risk Analysis in the Database.

[BibT_eX]

[DOI]

Christopher M. Jermaine

Proc. VLDB Endow., 2010

Ricardo: integrating R and Hadoop.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2010

Social Factors in Creating an Integrated Capability for Health System Modeling and Simulation.

[BibT_eX]

[DOI]

Proceedings of the Advances in Social Computing, 2010

From MUD to MIRE: Managing Inherent Risk in the Enterprise.

[BibT_eX]

Proceedings of the Fourth International VLDB workshop on Management of Uncertain Data (MUD 2010) in conjunction with VLDB 2010, 2010

2009

Special issue on uncertain and probabilistic databases.

[BibT_eX]

[DOI]

Dan Suciu

VLDB J., 2009

Discovering and Exploiting Statistical Properties for Query Optimization in Relational Databases: A Survey.

[BibT_eX]

[DOI]

Stat. Anal. Data Min., 2009

Distinct-value synopses for multiset operations.

[BibT_eX]

[DOI]

Commun. ACM, 2009

E = MC<sup>3</sup>: managing uncertain enterprise data in a cluster-computing environment.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2009

Uncertainty management in rule-based information extraction systems.

[BibT_eX]

[DOI]

Eirinaios Michelakis

Rajasekar Krishnamurthy

Shivakumar Vaithyanathan

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2009

Resolution-Aware Query Answering for Business Intelligence.

[BibT_eX]

[DOI]

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

2008

Maintaining bounded-size sample synopses of evolving datasets.

[BibT_eX]

[DOI]

VLDB J., 2008

Main-memory scan sharing for multi-core CPUs.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2008

MCDB: a monte carlo approach to managing uncertain data.

[BibT_eX]

[DOI]

Christopher M. Jermaine

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

08421 Working Group: Classification, Representation and Modeling.

[BibT_eX]

[DOI]

Proceedings of the Uncertainty Management in Information Systems, 12.10. - 17.10.2008, 2008

08421 Working Group: Report of the Probabilistic Databases Benchmarking.

[BibT_eX]

[DOI]

Proceedings of the Uncertainty Management in Information Systems, 12.10. - 17.10.2008, 2008

2007

Consistent selectivity estimation via maximum entropy.

[BibT_eX]

[DOI]

VLDB J., 2007

On reservoir sampling with deletions.

[BibT_eX]

[DOI]

Monde des Util. Anal. Données, 2007

Detecting Attribute Dependencies from Query Feedback.

[BibT_eX]

[DOI]

Fabian Hueske

Volker Markl

Proceedings of the 33rd International Conference on Very Large Data Bases, 2007

On synopses for distinct-value estimation under multiset operations.

[BibT_eX]

[DOI]

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

Maintaining bernoulli samples over evolving multisets.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Sixth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 2007

Integrating Query-Feedback Based Statistics into Informix Dynamic Server.

[BibT_eX]

[DOI]

Proceedings of the Datenbanksysteme in Business, 2007

2006

Making DB2Products Self-Managing: Strategies and Experiences.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 2006

GORDIAN: Efficient and Scalable Discovery of Composite Keys.

[BibT_eX]

[DOI]

Proceedings of the 32nd International Conference on Very Large Data Bases, 2006

A Dip in the Reservoir: Maintaining Sample Synopses of Evolving Datasets.

[BibT_eX]

[DOI]

Proceedings of the 32nd International Conference on Very Large Data Bases, 2006

MAXENT: consistent cardinality estimation in action.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2006

ISOMER: Consistent Histogram Construction Using Query Feedback.

[BibT_eX]

[DOI]

Proceedings of the 22nd International Conference on Data Engineering, 2006

Techniques for Warehousing of Sample Data.

[BibT_eX]

[DOI]

Paul G. Brown

Proceedings of the 22nd International Conference on Data Engineering, 2006

Integrating a Maximum-Entropy Cardinality Estimator into DB2 UDB.

[BibT_eX]

[DOI]

Proceedings of the Advances in Database Technology, 2006

2005

Statistical Learning Techniques for Costing XML Queries.

[BibT_eX]

[DOI]

Proceedings of the 31st International Conference on Very Large Data Bases, Trondheim, Norway, August 30, 2005

Consistently Estimating the Selectivity of Conjuncts of Predicates.

[BibT_eX]

[DOI]

Proceedings of the 31st International Conference on Very Large Data Bases, Trondheim, Norway, August 30, 2005

Automated statistics collection in action.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2005

Toward Automated Large-Scale Information Integration and Discovery.

[BibT_eX]

[DOI]

Proceedings of the Data Management in a Connected World, 2005

2004

Stochastic Petri Nets for Modelling and Simulation.

[BibT_eX]

[DOI]

Proceedings of the 36th conference on Winter simulation, 2004

CORDS: Automatic Generation of Correlation Statistics in DB2.

[BibT_eX]

[DOI]

Proceedings of the (e)Proceedings of the Thirtieth International Conference on Very Large Data Bases, VLDB 2004, Toronto, Canada, August 31, 2004

Automated Statistics Collection in DB2 UDB.

[BibT_eX]

[DOI]

Proceedings of the (e)Proceedings of the Thirtieth International Conference on Very Large Data Bases, VLDB 2004, Toronto, Canada, August 31, 2004

CORDS: Automatic Discovery of Correlations and Soft Functional Dependencies.

[BibT_eX]

[DOI]

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2004

A Bi-Level Bernoulli Scheme for Database Sampling.

[BibT_eX]

[DOI]

Christian Koenig

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2004

Automatic Relationship Discovery in Self-Managing Database Systems.

[BibT_eX]

[DOI]

Proceedings of the 1st International Conference on Autonomic Computing (ICAC 2004), 2004

2003

Watermarking relational data: framework, algorithms and analysis.

[BibT_eX]

[DOI]

Rakesh Agrawal

Jerry Kiernan

VLDB J., 2003

BHUNT: Automatic Discovery of Fuzzy Algebraic Constraints in Relational Data.

[BibT_eX]

[DOI]

Paul Brown

Proceedings of 29th International Conference on Very Large Data Bases, 2003

A System for Watermarking Relational Databases.

[BibT_eX]

[DOI]

Rakesh Agrawal

Jerry Kiernan

Proceedings of the 2003 ACM SIGMOD International Conference on Management of Data, 2003

Efficient data reduction with EASE.

[BibT_eX]

[DOI]

Proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Washington, DC, USA, August 24, 2003

2002

On the validity of long-run estimation methods for discrete-event systems.

[BibT_eX]

[DOI]

SIGMETRICS Perform. Evaluation Rev., 2002

A scalable hash ripple join algorithm.

[BibT_eX]

[DOI]

Proceedings of the 2002 ACM SIGMOD International Conference on Management of Data, 2002

A new two-phase sampling based algorithm for discovering association rules.

[BibT_eX]

[DOI]

Bin Chen

Peter Scheuermann

Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2002

FAST: A New Sampling-Based Algorithm for Discovering Association Rules.

[BibT_eX]

[DOI]

Bin Chen

Peter Scheuermann

Proceedings of the 18th International Conference on Data Engineering, San Jose, CA, USA, February 26, 2002

Stochastic Petri nets - modelling, stability, simulation.

[BibT_eX]

Springer series in operations research, Springer, ISBN: 978-0-387-95445-5, 2002

2001

Estimation of delays in non-regenerative discrete-event stochastic systems.

[BibT_eX]

[DOI]

SIGMETRICS Perform. Evaluation Rev., 2001

Online Query Processing.

[BibT_eX]

[DOI]

Proceedings of the 2001 ACM SIGMOD international conference on Management of data, 2001

1999

Estimation Methods for Nonregenerative Stochastic Petri Nets.

[BibT_eX]

[DOI]

IEEE Trans. Software Eng., 1999

Interactive data Analysis: The Control Project.

[BibT_eX]

[DOI]

Computer, 1999

Techniques for Online Exploration of Large Object-Relational Datasets.

[BibT_eX]

[DOI]

Proceedings of the 11th International Conference on Scientific and Statistical Database Management, 1999

Ripple Joins for Online Aggregation.

[BibT_eX]

[DOI]

Proceedings of the SIGMOD 1999, 1999

1997

The New Jersey Data Reduction Report.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 1997

Large-Sample and Deterministic Confidence Intervals for Online Aggregation.

[BibT_eX]

[DOI]

Proceedings of the Ninth International Conference on Scientific and Statistical Database Management, 1997

Online Aggregation.

[BibT_eX]

[DOI]

Helen J. Wang

Proceedings of the SIGMOD 1997, 1997

Estimation methods for stochastic Petri nets based on standardized time series.

[BibT_eX]

[DOI]

Proceedings of the Seventh International Workshop on Petri Nets and Performance Models, 1997

1996

Selectivity and Cost Estimation for Joins Based on Random Sampling.

[BibT_eX]

[DOI]

J. Comput. Syst. Sci., 1996

Estimation methods for passage times using one-dependent cycles.

[BibT_eX]

[DOI]

Discret. Event Dyn. Syst., 1996

Improved Histograms for Selectivity Estimation of Range Predicates.

[BibT_eX]

[DOI]

Proceedings of the 1996 ACM SIGMOD International Conference on Management of Data, 1996

1995

Perspectives of collaborative supercomputing and networking in European Aerospace research and industry.

[BibT_eX]

[DOI]

Future Gener. Comput. Syst., 1995

Sampling-Based Estimation of the Number of Distinct Values of an Attribute.

[BibT_eX]

[DOI]

Proceedings of the VLDB'95, 1995

One-dependent cycles and passage times in stochastic Petri nets.

[BibT_eX]

[DOI]

Proceedings of the Sixth International Workshop on Petri Nets and Performance Models, 1995

Sampling-Based Selectivity Estimation for Joins Using Augmented Frequent Value Statistics.

[BibT_eX]

[DOI]

Arun N. Swami

Proceedings of the Eleventh International Conference on Data Engineering, 1995

1994

On the Relative Cost of Sampling for Join Selectivity Estimation.

[BibT_eX]

[DOI]

Jeffrey F. Naughton

Arun N. Swami

Proceedings of the Thirteenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 1994

Networking Issues in PAGEIN: The "N" of "HPCN".

[BibT_eX]

[DOI]

Paul Christ

Proceedings of the High-Performance Computing and Networking, 1994

1993

Fixed-Precision Estimation of Join Selectivity.

[BibT_eX]

[DOI]

Proceedings of the Twelfth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems, 1993

1992

Sequential Sampling Procedures for Query Size Estimation.

[BibT_eX]

[DOI]

Arun N. Swami

Proceedings of the 1992 ACM SIGMOD International Conference on Management of Data, 1992

1989

Stochastic Petri Net Representation of Discrete Event Simulations.

[BibT_eX]

[DOI]

IEEE Trans. Software Eng., 1989

1987

Stochastic Petri Nets with Simultaneous Transition Firings.

[BibT_eX]

Proceedings of the Second International Workshop on Petri Nets and Performance Models, 1987

1986

Regenerative Stochastic Petri Nets.

[BibT_eX]

[DOI]

Perform. Evaluation, 1986

1985

Regenerative Simulation Methods for Local Area Computer Networks.

[BibT_eX]

[DOI]

IBM J. Res. Dev., 1985

Regenerative Simulation of Stochastic Petri Nets.

[BibT_eX]