Neoklis Polyzotis

Matei Zaharia

CoRR, 2021

Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities.

[BibT_eX]

[DOI]

Doris Xin

Hui Miao

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

2020

Automated Data Slicing for Model Validation: A Big Data - AI Integration Approach.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2020

Towards ML Engineering: A Brief History Of TensorFlow Extended (TFX).

[BibT_eX]

[DOI]

Konstantinos Katsiapis

CoRR, 2020

From Data to Models and Back.

[BibT_eX]

[DOI]

Proceedings of the Fourth Workshop on Data Management for End-To-End Machine Learning, 2020

TensorFlow Data Validation: Data Analysis and Validation in Continuous ML Pipelines.

[BibT_eX]

[DOI]

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

2019

Opportunities for Data Management Research in the Era of Horizontal AI/ML.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2019

Improving Differentially Private Models with Active Learning.

[BibT_eX]

[DOI]

CoRR, 2019

DEEM 2019: Workshop on Data Management for End-to-End Machine Learning.

[BibT_eX]

[DOI]

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

Continuous Training for Production ML in the TensorFlow Extended (TFX) Platform.

[BibT_eX]

[DOI]

Denis Baylor

Kevin Haas

Konstantinos Katsiapis

Proceedings of the 2019 USENIX Conference on Operational Machine Learning, 2019

Data Validation for Machine Learning.

[BibT_eX]

[DOI]

Proceedings of the Second Conference on Machine Learning and Systems, SysML 2019, 2019

Slice Finder: Automated Data Slicing for Model Validation.

[BibT_eX]

[DOI]

Proceedings of the 35th IEEE International Conference on Data Engineering, 2019

2018

XML Selectivity Estimation.

[BibT_eX]

[DOI]

Maya Ramanath

Juliana Freire

Vassilis Polychronopoulos

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

Data Lifecycle Challenges in Production Machine Learning: A Survey.

[BibT_eX]

[DOI]

SIGMOD Rec., 2018

Slice Finder: Automated Data Slicing for Model Validation.

[BibT_eX]

[DOI]

CoRR, 2018

The Case for Learned Index Structures.

[BibT_eX]

[DOI]

Proceedings of the 2018 International Conference on Management of Data, 2018

2017

Data Management Challenges in Production Machine Learning.

[BibT_eX]

[DOI]

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

TFX: A TensorFlow-Based Production-Scale Machine Learning Platform.

[BibT_eX]

[DOI]

Proceedings of the 23rd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, Halifax, NS, Canada, August 13, 2017

Efficient Techniques for Crowdsourced Top-k Lists.

[BibT_eX]

[DOI]

Luca de Alfaro

Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence, 2017

2016

Managing Google's data lake: an overview of the Goods system.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 2016

Goods: Organizing Google's Datasets.

[BibT_eX]

[DOI]

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

2015

SEEDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics.

[BibT_eX]

[DOI]

Manasi Vartak

Sajjadur Rahman

Samuel Madden

Proc. VLDB Endow., 2015

RITA: an index-tuning advisor for replicated databases.

[BibT_eX]

[DOI]

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

Oracle Workload Intelligence.

[BibT_eX]

[DOI]

Quoc Trung Tran

Konstantinos Morfonios

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

2014

QueRIE: Collaborative Database Exploration.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2014

SEEDB: Automatically Generating Query Visualizations.

[BibT_eX]

[DOI]

Manasi Vartak

Samuel Madden

Proc. VLDB Endow., 2014

Optimal Crowd-Powered Rating and Filtering Algorithms.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2014

MISO: souping up big data query processing with a multistore system.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Management of Data, 2014

Opportunistic physical design for big data analytics.

[BibT_eX]

[DOI]

Proceedings of the International Conference on Management of Data, 2014

2013

Top-k queries over web applications.

[BibT_eX]

[DOI]

Daniel Deutch

Tova Milo

VLDB J., 2013

Odyssey: A Multi-Store System for Evolutionary Analytics.

[BibT_eX]

[DOI]

Hakan Hacigümüs

Jun'ichi Tatemura

Proc. VLDB Endow., 2013

Exploiting Opportunistic Physical Design in Large-scale Data Analytics

[BibT_eX]

[DOI]

Hakan Hacigümüs

Jun'ichi Tatemura

Vassilis Polychronopoulos

CoRR, 2013

Iterative MapReduce for Large Scale Machine Learning

[BibT_eX]

[DOI]

CoRR, 2013

Human-Powered Top-k Lists.

[BibT_eX]

[DOI]

Proceedings of the 16th International Workshop on the Web and Databases 2013, 2013

Towards a workload for evolutionary analytics.

[BibT_eX]

[DOI]

Hakan Hacigümüs

Jun'ichi Tatemura

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

SIDR: structure-aware intelligent data routing in Hadoop.

[BibT_eX]

[DOI]

Proceedings of the International Conference for High Performance Computing, 2013

INUM+: A leaner, more accurate and more efficient fast what-if optimizer.

[BibT_eX]

[DOI]

Proceedings of the Workshops Proceedings of the 29th IEEE International Conference on Data Engineering, 2013

Machine learning on Big Data.

[BibT_eX]

[DOI]

Proceedings of the 29th IEEE International Conference on Data Engineering, 2013

2012

An overview of the deco system: data model and query language; query processing and optimization.

[BibT_eX]

[DOI]

Hyunjung Park

Richard Pang

Hector Garcia-Molina

Jennifer Widom

SIGMOD Rec., 2012

Semi-Automatic Index Tuning: Keeping DBAs in the Loop.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2012

Deco: A System for Declarative Crowdsourcing.

[BibT_eX]

[DOI]

Hyunjung Park

Richard Pang

Hector Garcia-Molina

Jennifer Widom

Proc. VLDB Endow., 2012

Declarative Systems for Large-Scale Machine Learning.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 2012

Scaling Datalog for Machine Learning on Big Data

[BibT_eX]

[DOI]

CoRR, 2012

Max algorithms in crowdsourcing environments.

[BibT_eX]

[DOI]

Proceedings of the 21st World Wide Web Conference 2012, 2012

CrowdScreen: algorithms for filtering data with humans.

[BibT_eX]

[DOI]

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

Kaizen: a semi-automatic index advisor.

[BibT_eX]

[DOI]

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

Divergent physical design tuning for replicated databases.

[BibT_eX]

[DOI]

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

Processing of Rank Joins in Highly Distributed Systems.

[BibT_eX]

[DOI]

Proceedings of the IEEE 28th International Conference on Data Engineering (ICDE 2012), 2012

Asking the Right Questions in Crowd Data Sourcing.

[BibT_eX]

[DOI]

Proceedings of the IEEE 28th International Conference on Data Engineering (ICDE 2012), 2012

Deco: declarative crowdsourcing.

[BibT_eX]

[DOI]

Proceedings of the 21st ACM International Conference on Information and Knowledge Management, 2012

2011

Predictable performance and high query concurrency for data analytics.

[BibT_eX]

[DOI]

George Candea

Radek Vingralek

VLDB J., 2011

Human-assisted graph search: it's okay to ask questions.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2011

CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads.

[BibT_eX]

[DOI]

Debabrata Dash

Jothi Swarubini Vindhiya Varman

Anastasia Ailamaki

Proc. VLDB Endow., 2011

Benchmarking Online Index-Tuning Algorithms.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 2011

The QueRIE system for Personalized Query Recommendations.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 2011

Web information management with access control.

[BibT_eX]

[DOI]

Alban Galland

Proceedings of the 14th International Workshop on the Web and Databases 2011, 2011

Skyline query processing over joins.

[BibT_eX]

[DOI]

Akrivi Vlachou

Christos Doulkeridis

Proceedings of the ACM SIGMOD International Conference on Management of Data, 2011

SciHadoop: array-based query processing in Hadoop.

[BibT_eX]

[DOI]

Proceedings of the Conference on High Performance Computing Networking, 2011

Social networking on top of the WebdamExchange system.

[BibT_eX]

[DOI]

Proceedings of the 27th International Conference on Data Engineering, 2011

Map-reduce extensions and recursive queries.

[BibT_eX]

[DOI]

Proceedings of the EDBT 2011, 2011

Answering Queries using Humans, Algorithms and Databases.

[BibT_eX]

[DOI]

Proceedings of the Fifth Biennial Conference on Innovative Data Systems Research, 2011

Private Database Synthesis for Outsourced System Evaluation.

[BibT_eX]

[DOI]

Vani Gupta

Gerome Miklau

Proceedings of the 5th Alberto Mendelzon International Workshop on Foundations of Data Management, 2011

2010

Optimal algorithms for evaluating rank joins in database systems.

[BibT_eX]

[DOI]

Jothi Swarubini Vindhiya Varman

ACM Trans. Database Syst., 2010

Optimal Top-K Query Evaluation for Weighted Business Processes.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2010

SQL QueRIE Recommendations.

[BibT_eX]

[DOI]

Proc. VLDB Endow., 2010

An automated, yet interactive and portable DB designer.

[BibT_eX]

[DOI]

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

The Rank Join Problem.

[BibT_eX]

[DOI]

Jothi Swarubini Vindhiya Varman

Proceedings of the Search Computing, 2010

Trends in Rank Join.

[BibT_eX]

[DOI]

Proceedings of the Search Computing, 2010

QueRIE: A Query Recommender System Supporting Interactive Database Exploration.

[BibT_eX]

[DOI]

Sarika Mittal

Gloria Chatzopoulou

Magdalini Eirinaki

Proceedings of the ICDMW 2010, 2010

Cluster Computing, Recursion and Datalog.

[BibT_eX]

[DOI]

Proceedings of the Datalog Reloaded - First International Workshop, 2010

2009

XML Selectivity Estimation.

[BibT_eX]

[DOI]

Maya Ramanath

Juliana Freire

Proceedings of the Encyclopedia of Database Systems, 2009

Depth estimation for ranking query optimization.

[BibT_eX]

[DOI]

VLDB J., 2009

TuG synopses for approximate query answering.

[BibT_eX]

[DOI]

ACM Trans. Database Syst., 2009

Report on the 10th international workshop on web information and data management (WIDM).

[BibT_eX]

[DOI]

Chee-Yong Chan

SIGIR Forum, 2009

Index Interactions in Physical Design Tuning: Modeling, Analysis, and Applications.

[BibT_eX]

[DOI]

Lise Getoor

Proc. VLDB Endow., 2009

Autocompletion for Mashups.

[BibT_eX]

[DOI]

Ohad Greenshpan

Tova Milo

Proc. VLDB Endow., 2009

A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses.

[BibT_eX]

[DOI]

George Candea

Radek Vingralek

Proc. VLDB Endow., 2009

Searching Shared Content in Communities with the Data Ring.

[BibT_eX]

[DOI]

IEEE Data Eng. Bull., 2009

Query Recommendations for Interactive Database Exploration.

[BibT_eX]

[DOI]

Gloria Chatzopoulou

Magdalini Eirinaki

Proceedings of the Scientific and Statistical Database Management, 2009

Robust and efficient algorithms for rank join evaluation.

[BibT_eX]

[DOI]

Jonathan Finger

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

A Benchmark for Online Index Selection.

[BibT_eX]

[DOI]

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

Sketch-Based Summarization of Ordered XML Streams.

[BibT_eX]

[DOI]

Veronica Mayorga

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

MatchUp: Autocompletion for Mashups.

[BibT_eX]

[DOI]

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

2008

Very Large Databases.

[BibT_eX]

[DOI]

Proceedings of the Wiley Encyclopedia of Computer Science and Engineering, 2008

Meshing Streaming Updates with Persistent Data in an Active Data Warehouse.

[BibT_eX]

[DOI]

IEEE Trans. Knowl. Data Eng., 2008

The repeatability experiment of SIGMOD 2008.

[BibT_eX]

[DOI]

SIGMOD Rec., 2008

Report on the 9th International Workshop on Web Information and Data Management (WIDM 2007).

[BibT_eX]

[DOI]

Irini Fundulaki

SIGIR Forum, 2008

Evaluating rank joins with optimal cost.

[BibT_eX]

[DOI]

Proceedings of the Twenty-Seventh ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems, 2008

XML processing in DHT networks.

[BibT_eX]

[DOI]

Proceedings of the 24th International Conference on Data Engineering, 2008

2007

On-Line Index Selection for Shifting Workloads.

[BibT_eX]

[DOI]

Proceedings of the 23rd International Conference on Data Engineering Workshops, 2007

Supporting Streaming Updates in an Active Data Warehouse.

[BibT_eX]

[DOI]

Proceedings of the 23rd International Conference on Data Engineering, 2007

The Data Ring: Community Content Sharing.

[BibT_eX]

[DOI]

Proceedings of the Third Biennial Conference on Innovative Data Systems Research, 2007

2006

XSKETCH synopses for XML data graphs.

[BibT_eX]

[DOI]

ACM Trans. Database Syst., 2006

AQAX: A System for Approximate XML Query Answers.

[BibT_eX]

[DOI]

Emmanuel D. Pontikakis

Suratna Budalakoti

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

Graph-based synopses for relational selectivity estimation.

[BibT_eX]

[DOI]

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

COLT: continuous on-line tuning.

[BibT_eX]

[DOI]

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

XCluster Synopses for Structured XML Content.

[BibT_eX]

[DOI]

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

Data Ring: Let Us Turn the Net into a Database!

[BibT_eX]

[DOI]

Proceedings of the Advances in Databases and Information Systems, 2006

2005

Searching a file system using inferred semantic links.

[BibT_eX]

[DOI]

Deepavali Bhagwat

Proceedings of the HYPERTEXT 2005, 2005

Selectivity-based partitioning: a divide-and-union paradigm for effective query optimization.

[BibT_eX]

[DOI]

Proceedings of the 2005 ACM CIKM International Conference on Information and Knowledge Management, Bremen, Germany, October 31, 2005

2004

Fractional XSketch Synopses for XML Databases.

[BibT_eX]

[DOI]

Proceedings of the Database and XML Technologies, 2004

Approximate XML Query Answers.

[BibT_eX]

[DOI]

Yannis E. Ioannidis

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

Selectivity Estimation for XML Twigs.

[BibT_eX]

[DOI]

Yannis E. Ioannidis

Proceedings of the 20th International Conference on Data Engineering, 2004

2003

Speculative Query Processing.

[BibT_eX]

[DOI]

Yannis E. Ioannidis

Proceedings of the First Biennial Conference on Innovative Data Systems Research, 2003

2002

Structure and Value Synopses for XML Data Graphs.

[BibT_eX]

[DOI]

Proceedings of 28th International Conference on Very Large Data Bases, 2002

Statistical synopses for graph-structured XML databases.

[BibT_eX]

[DOI]