Neoklis Polyzotis

ORCID

Publication Activity (10 Years)

Years Active: 2002-2021
Publications (10 Years): 27

Top Venues

Publications

Doris Xin, Hui Miao, Aditya G. Parameswaran, Neoklis Polyzotis
Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities. CoRR (2021)
Mike Dreves, Gene Huang, Zhuo Peng, Neoklis Polyzotis, Evan Rosen, Paul Suganthan G. C.
Validating Data and Models in Continuous ML Pipelines. IEEE Data Eng. Bull. 44 (1) (2021)
Neoklis Polyzotis, Matei Zaharia
What can Data-Centric AI Learn from Data and ML Engineering? CoRR (2021)
Doris Xin, Hui Miao, Aditya G. Parameswaran, Neoklis Polyzotis
Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities. SIGMOD Conference (2021)
Emily Caveness, Paul Suganthan G. C., Zhuo Peng, Neoklis Polyzotis, Sudip Roy, Martin Zinkevich
TensorFlow Data Validation: Data Analysis and Validation in Continuous ML Pipelines. SIGMOD Conference (2020)
Mike Dreves, Gene Huang, Zhuo Peng, Neoklis Polyzotis, Evan Rosen, Paul Suganthan G. C.
From Data to Models and Back. DEEM@SIGMOD (2020)
Yeounoh Chung, Tim Kraska, Neoklis Polyzotis, Ki Hyun Tae, Steven Euijong Whang
Automated Data Slicing for Model Validation: A Big Data - AI Integration Approach. IEEE Trans. Knowl. Data Eng. 32 (12) (2020)
Konstantinos Katsiapis, Abhijit Karmarkar, Ahmet Altay, Aleksandr Zaks, Neoklis Polyzotis, Anusha Ramesh, Ben Mathes, Gautam Vasudevan, Irene Giannoumis, Jarek Wilkiewicz, Jiri Simsa, Justin Hong, Mitchell Trott, Noé Lutz, Pavel A. Dournov, Robert Crowe, Sarah Sirajuddin, Tris Brian Warkentin, Zhitao Li
Towards ML Engineering: A Brief History Of TensorFlow Extended (TFX). CoRR (2020)
Theodoros Rekatsinas, Sudeepa Roy, Manasi Vartak, Ce Zhang, Neoklis Polyzotis
Opportunities for Data Management Research in the Era of Horizontal AI/ML. Proc. VLDB Endow. 12 (12) (2019)
Eric Breck, Neoklis Polyzotis, Sudip Roy, Steven Whang, Martin Zinkevich
Data Validation for Machine Learning. MLSys (2019)
Denis Baylor, Kevin Haas, Konstantinos Katsiapis, Sammy Leong, Rose Liu, Clemens Mewald, Hui Miao, Neoklis Polyzotis, Mitchell Trott, Martin Zinkevich
Continuous Training for Production ML in the TensorFlow Extended (TFX) Platform. OpML (2019)
Yeounoh Chung, Tim Kraska, Neoklis Polyzotis, Ki Hyun Tae, Steven Euijong Whang
Slice Finder: Automated Data Slicing for Model Validation. ICDE (2019)
Zhengli Zhao, Nicolas Papernot, Sameer Singh, Neoklis Polyzotis, Augustus Odena
Improving Differentially Private Models with Active Learning. CoRR (2019)
Sebastian Schelter, Neoklis Polyzotis, Manasi Vartak, Stephan Seufert
DEEM 2019: Workshop on Data Management for End-to-End Machine Learning. SIGMOD Conference (2019)
Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, Martin Zinkevich
Data Lifecycle Challenges in Production Machine Learning: A Survey. SIGMOD Rec. 47 (2) (2018)
Yeounoh Chung, Tim Kraska, Neoklis Polyzotis, Steven Euijong Whang
Slice Finder: Automated Data Slicing for Model Validation. CoRR (2018)
Tim Kraska, Alex Beutel, Ed H. Chi, Jeffrey Dean, Neoklis Polyzotis
The Case for Learned Index Structures. SIGMOD Conference (2018)
Luca de Alfaro, Vassilis Polychronopoulos, Neoklis Polyzotis
Efficient Techniques for Crowdsourced Top-k Lists. IJCAI (2017)
Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang, Martin Zinkevich
Data Management Challenges in Production Machine Learning. SIGMOD Conference (2017)
Denis Baylor, Eric Breck, Heng-Tze Cheng, Noah Fiedel, Chuan Yu Foo, Zakaria Haque, Salem Haykal, Mustafa Ispir, Vihan Jain, Levent Koc, Chiu Yuen Koo, Lukasz Lew, Clemens Mewald, Akshay Naresh Modi, Neoklis Polyzotis, Sukriti Ramesh, Sudip Roy, Steven Euijong Whang, Martin Wicke, Jarek Wilkiewicz, Xin Zhang, Martin Zinkevich
TFX: A TensorFlow-Based Production-Scale Machine Learning Platform. KDD (2017)
Tim Kraska, Alex Beutel, Ed H. Chi, Jeffrey Dean, Neoklis Polyzotis
The Case for Learned Index Structures. CoRR (2017)
Alon Y. Halevy, Flip Korn, Natalya Fridman Noy, Christopher Olston, Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang
Goods: Organizing Google's Datasets. SIGMOD Conference (2016)
Alon Y. Halevy, Flip Korn, Natalya Fridman Noy, Christopher Olston, Neoklis Polyzotis, Sudip Roy, Steven Euijong Whang
Managing Google's data lake: an overview of the Goods system. IEEE Data Eng. Bull. 39 (3) (2016)
Luca de Alfaro, Vassilis Polychronopoulos, Neoklis Polyzotis
Efficient Techniques for Crowdsourced Top-k Lists. HCOMP (2016)
Manasi Vartak, Sajjadur Rahman, Samuel Madden, Aditya G. Parameswaran, Neoklis Polyzotis
SEEDB: Efficient Data-Driven Visualization Recommendations to Support Visual Analytics. Proc. VLDB Endow. 8 (13) (2015)
Quoc Trung Tran, Ivo Jimenez, Rui Wang, Neoklis Polyzotis, Anastasia Ailamaki
RITA: an index-tuning advisor for replicated databases. SSDBM (2015)
Quoc Trung Tran, Konstantinos Morfonios, Neoklis Polyzotis
Oracle Workload Intelligence. SIGMOD Conference (2015)
Magdalini Eirinaki, Suju Abraham, Neoklis Polyzotis, Naushin Shaikh
QueRIE: Collaborative Database Exploration. IEEE Trans. Knowl. Data Eng. 26 (7) (2014)
Jeff LeFevre, Jagan Sankaranarayanan, Hakan Hacigümüs, Jun'ichi Tatemura, Neoklis Polyzotis, Michael J. Carey
MISO: souping up big data query processing with a multistore system. SIGMOD Conference (2014)
Aditya G. Parameswaran, Stephen P. Boyd, Hector Garcia-Molina, Ashish Gupta, Neoklis Polyzotis, Jennifer Widom
Optimal Crowd-Powered Rating and Filtering Algorithms. Proc. VLDB Endow. 7 (9) (2014)
Jeff LeFevre, Jagan Sankaranarayanan, Hakan Hacigümüs, Jun'ichi Tatemura, Neoklis Polyzotis, Michael J. Carey
Opportunistic physical design for big data analytics. SIGMOD Conference (2014)
Manasi Vartak, Samuel Madden, Aditya G. Parameswaran, Neoklis Polyzotis
SEEDB: Automatically Generating Query Visualizations. Proc. VLDB Endow. 7 (13) (2014)
Jeff LeFevre, Jagan Sankaranarayanan, Hakan Hacigümüs, Jun'ichi Tatemura, Neoklis Polyzotis
Towards a Workload for Evolutionary Analytics CoRR (2013)
Jeff LeFevre, Jagan Sankaranarayanan, Hakan Hacigümüs, Jun'ichi Tatemura, Neoklis Polyzotis
Exploiting Opportunistic Physical Design in Large-scale Data Analytics CoRR (2013)
Quoc Trung Tran, Ivo Jimenez, Rui Wang, Neoklis Polyzotis, Anastasia Ailamaki
RITA: An Index-Tuning Advisor for Replicated Databases CoRR (2013)
Tyson Condie, Paul Mineiro, Neoklis Polyzotis, Markus Weimer
Machine learning on Big Data. ICDE (2013)
Joe B. Buck, Noah Watkins, Greg Levin, Adam Crume, Kleoni Ioannidou, Scott A. Brandt, Carlos Maltzahn, Neoklis Polyzotis, Aaron Torres
SIDR: structure-aware intelligent data routing in Hadoop. SC (2013)
Joshua Rosen, Neoklis Polyzotis, Vinayak R. Borkar, Yingyi Bu, Michael J. Carey, Markus Weimer, Tyson Condie, Raghu Ramakrishnan
Iterative MapReduce for Large Scale Machine Learning CoRR (2013)
Daniel Deutch, Tova Milo, Neoklis Polyzotis
Top-k queries over web applications. VLDB J. 22 (4) (2013)
Jeff LeFevre, Jagan Sankaranarayanan, Hakan Hacigümüs, Jun'ichi Tatemura, Neoklis Polyzotis
Towards a workload for evolutionary analytics. DanaC@SIGMOD (2013)
Vassilis Polychronopoulos, Luca de Alfaro, James Davis, Hector Garcia-Molina, Neoklis Polyzotis
Human-Powered Top-k Lists. WebDB (2013)
Hakan Hacigümüs, Jagan Sankaranarayanan, Jun'ichi Tatemura, Jeff LeFevre, Neoklis Polyzotis
Odyssey: A Multi-Store System for Evolutionary Analytics. Proc. VLDB Endow. 6 (11) (2013)
Tyson Condie, Paul Mineiro, Neoklis Polyzotis, Markus Weimer
Machine learning for big data. SIGMOD Conference (2013)
Rui Wang, Quoc Trung Tran, Ivo Jimenez, Neoklis Polyzotis
INUM+: A leaner, more accurate and more efficient fast what-if optimizer. ICDE Workshops (2013)
Karl Schnaitter, Neoklis Polyzotis
Semi-Automatic Index Tuning: Keeping DBAs in the Loop. Proc. VLDB Endow. 5 (5) (2012)
Rubi Boim, Ohad Greenshpan, Tova Milo, Slava Novgorodov, Neoklis Polyzotis, Wang Chiew Tan
Asking the Right Questions in Crowd Data Sourcing. ICDE (2012)
Petros Venetis, Hector Garcia-Molina, Kerui Huang, Neoklis Polyzotis
Max algorithms in crowdsourcing environments. WWW (2012)
Hyunjung Park, Richard Pang, Aditya G. Parameswaran, Hector Garcia-Molina, Neoklis Polyzotis, Jennifer Widom
Deco: A System for Declarative Crowdsourcing. Proc. VLDB Endow. 5 (12) (2012)
Aditya G. Parameswaran, Hyunjung Park, Hector Garcia-Molina, Neoklis Polyzotis, Jennifer Widom
Deco: declarative crowdsourcing. CIKM (2012)
Ivo Jimenez, Huascar Sanchez, Quoc Trung Tran, Neoklis Polyzotis
Kaizen: a semi-automatic index advisor. SIGMOD Conference (2012)
Christos Doulkeridis, Akrivi Vlachou, Kjetil Nørvåg, Yannis Kotidis, Neoklis Polyzotis
Processing of Rank Joins in Highly Distributed Systems. ICDE (2012)
Hyunjung Park, Richard Pang, Aditya G. Parameswaran, Hector Garcia-Molina, Neoklis Polyzotis, Jennifer Widom
An overview of the deco system: data model and query language; query processing and optimization. SIGMOD Rec. 41 (4) (2012)
Mariano P. Consens, Kleoni Ioannidou, Jeff LeFevre, Neoklis Polyzotis
Divergent physical design tuning for replicated databases. SIGMOD Conference (2012)
Yingyi Bu, Vinayak R. Borkar, Michael J. Carey, Joshua Rosen, Neoklis Polyzotis, Tyson Condie, Markus Weimer, Raghu Ramakrishnan
Scaling Datalog for Machine Learning on Big Data CoRR (2012)
Aditya G. Parameswaran, Hector Garcia-Molina, Hyunjung Park, Neoklis Polyzotis, Aditya Ramesh, Jennifer Widom
CrowdScreen: algorithms for filtering data with humans. SIGMOD Conference (2012)
Vinayak R. Borkar, Yingyi Bu, Michael J. Carey, Joshua Rosen, Neoklis Polyzotis, Tyson Condie, Markus Weimer, Raghu Ramakrishnan
Declarative Systems for Large-Scale Machine Learning. IEEE Data Eng. Bull. 35 (2) (2012)
Debabrata Dash, Neoklis Polyzotis, Anastasia Ailamaki
CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads CoRR (2011)
Joe B. Buck, Noah Watkins, Jeff LeFevre, Kleoni Ioannidou, Carlos Maltzahn, Neoklis Polyzotis, Scott A. Brandt
SciHadoop: array-based query processing in Hadoop. SC (2011)
Émilien Antoine, Alban Galland, Kristian Lyngbaek, Amélie Marian, Neoklis Polyzotis
Social networking on top of the WebdamExchange system. ICDE (2011)
Aditya G. Parameswaran, Anish Das Sarma, Hector Garcia-Molina, Neoklis Polyzotis, Jennifer Widom
Human-Assisted Graph Search: It's Okay to Ask Questions CoRR (2011)
Foto N. Afrati, Vinayak R. Borkar, Michael J. Carey, Neoklis Polyzotis, Jeffrey D. Ullman
Map-reduce extensions and recursive queries. EDBT (2011)
Aditya G. Parameswaran, Neoklis Polyzotis
Answering Queries using Humans, Algorithms and Databases. CIDR (2011)
Serge Abiteboul, Alban Galland, Neoklis Polyzotis
Web information management with access control. WebDB (2011)
Gloria Chatzopoulou, Magdalini Eirinaki, Suju Koshy, Sarika Mittal, Neoklis Polyzotis, Jothi Swarubini Vindhiya Varman
The QueRIE system for Personalized Query Recommendations. IEEE Data Eng. Bull. 34 (2) (2011)
Ivo Jimenez, Jeff LeFevre, Neoklis Polyzotis, Huascar Sanchez, Karl Schnaitter
Benchmarking Online Index-Tuning Algorithms. IEEE Data Eng. Bull. 34 (4) (2011)
Akrivi Vlachou, Christos Doulkeridis, Neoklis Polyzotis
Skyline query processing over joins. SIGMOD Conference (2011)
George Candea, Neoklis Polyzotis, Radek Vingralek
Predictable performance and high query concurrency for data analytics. VLDB J. 20 (2) (2011)
Aditya G. Parameswaran, Anish Das Sarma, Hector Garcia-Molina, Neoklis Polyzotis, Jennifer Widom
Human-assisted graph search: it's okay to ask questions. Proc. VLDB Endow. 4 (5) (2011)
Debabrata Dash, Neoklis Polyzotis, Anastasia Ailamaki
CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads. Proc. VLDB Endow. 4 (6) (2011)
Vani Gupta, Gerome Miklau, Neoklis Polyzotis
Private Database Synthesis for Outsourced System Evaluation. AMW (2011)
Daniel Deutch, Tova Milo, Neoklis Polyzotis, Tom Yam
Optimal Top-K Query Evaluation for Weighted Business Processes. Proc. VLDB Endow. 3 (1) (2010)
Ioannis Alagiannis, Debabrata Dash, Karl Schnaitter, Anastasia Ailamaki, Neoklis Polyzotis
An automated, yet interactive and portable DB designer. SIGMOD Conference (2010)
Karl Schnaitter, Neoklis Polyzotis
Semi-Automatic Index Tuning: Keeping DBAs in the Loop CoRR (2010)
Neoklis Polyzotis
The Rank Join Problem. SeCO Workshop (2010)
Sarika Mittal, Jothi Swarubini Vindhiya Varman, Gloria Chatzopoulou, Magdalini Eirinaki, Neoklis Polyzotis
QueRIE: A Query Recommender System Supporting Interactive Database Exploration. ICDM Workshops (2010)
Foto N. Afrati, Vinayak R. Borkar, Michael J. Carey, Neoklis Polyzotis, Jeffrey D. Ullman
Cluster Computing, Recursion and Datalog. Datalog (2010)
Ihab F. Ilyas, Davide Martinenghi, Neoklis Polyzotis, Marco Tagliasacchi
Trends in Rank Join. SeCO Workshop (2010)
Karl Schnaitter, Neoklis Polyzotis
Optimal algorithms for evaluating rank joins in database systems. ACM Trans. Database Syst. 35 (1) (2010)
Javad Akbarnejad, Gloria Chatzopoulou, Magdalini Eirinaki, Suju Koshy, Sarika Mittal, Duc On, Neoklis Polyzotis, Jothi Swarubini Vindhiya Varman
SQL QueRIE Recommendations. Proc. VLDB Endow. 3 (2) (2010)
Gloria Chatzopoulou, Magdalini Eirinaki, Neoklis Polyzotis
Query Recommendations for Interactive Database Exploration. SSDBM (2009)
Karl Schnaitter, Neoklis Polyzotis
A Benchmark for Online Index Selection. ICDE (2009)
Jonathan Finger, Neoklis Polyzotis
Robust and efficient algorithms for rank join evaluation. SIGMOD Conference (2009)
Joshua Spiegel, Neoklis Polyzotis
TuG synopses for approximate query answering. ACM Trans. Database Syst. 34 (1) (2009)
Karl Schnaitter, Joshua Spiegel, Neoklis Polyzotis
Depth estimation for ranking query optimization. VLDB J. 18 (2) (2009)
Chee-Yong Chan, Neoklis Polyzotis
Report on the 10th international workshop on web information and data management (WIDM). SIGMOD Rec. 38 (2) (2009)
Karl Schnaitter, Neoklis Polyzotis, Lise Getoor
Index Interactions in Physical Design Tuning: Modeling, Analysis, and Applications. Proc. VLDB Endow. 2 (1) (2009)
Serge Abiteboul, Ohad Greenshpan, Tova Milo, Neoklis Polyzotis
MatchUp: Autocompletion for Mashups. ICDE (2009)
George Candea, Neoklis Polyzotis, Radek Vingralek
A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses. Proc. VLDB Endow. 2 (1) (2009)
Veronica Mayorga, Neoklis Polyzotis
Sketch-Based Summarization of Ordered XML Streams. ICDE (2009)
Chee-Yong Chan, Neoklis Polyzotis
Report on the 10th international workshop on web information and data management (WIDM). SIGIR Forum 43 (1) (2009)
Serge Abiteboul, Neoklis Polyzotis
Searching Shared Content in Communities with the Data Ring. IEEE Data Eng. Bull. 32 (2) (2009)
Ohad Greenshpan, Tova Milo, Neoklis Polyzotis
Autocompletion for Mashups. Proc. VLDB Endow. 2 (1) (2009)
Neoklis Polyzotis, Spiros Skiadopoulos, Panos Vassiliadis, Alkis Simitsis, Nils-Erik Frantzell
Meshing Streaming Updates with Persistent Data in an Active Data Warehouse. IEEE Trans. Knowl. Data Eng. 20 (7) (2008)
Karl Schnaitter, Neoklis Polyzotis
Evaluating rank joins with optimal cost. PODS (2008)
Serge Abiteboul, Ioana Manolescu, Neoklis Polyzotis, Nicoleta Preda, Chong Sun
XML processing in DHT networks. ICDE (2008)
Ioana Manolescu, Loredana Afanasiev, Andrei Arion, Jens Dittrich, Stefan Manegold, Neoklis Polyzotis, Karl Schnaitter, Pierre Senellart, Spyros Zoupanos, Dennis E. Shasha
The repeatability experiment of SIGMOD 2008. SIGMOD Rec. 37 (1) (2008)
Irini Fundulaki, Neoklis Polyzotis
Report on the 9th International Workshop on Web Information and Data Management (WIDM 2007). SIGIR Forum 42 (1) (2008)
Irini Fundulaki, Neoklis Polyzotis
Report on the 9th international workshop on web information and data management (WIDM 2007). SIGMOD Rec. 37 (3) (2008)
Neoklis Polyzotis, Spiros Skiadopoulos, Panos Vassiliadis, Alkis Simitsis, Nils-Erik Frantzell
Supporting Streaming Updates in an Active Data Warehouse. ICDE (2007)
Karl Schnaitter, Serge Abiteboul, Tova Milo, Neoklis Polyzotis
On-Line Index Selection for Shifting Workloads. ICDE Workshops (2007)

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Publication Activity (10 Years)

Top Topics

Top Venues

Neoklis Polyzotis