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Neoklis Polyzotis

Neoklis Polyzotis

D-Index & Metrics

Computer Science

D-Index
53
Citations
8327
World Ranking
4923
National Ranking
2286

Overview

Neoklis Polyzotis is affiliated with Databricks in the United States and contributes to research primarily in the fields of Computer Science and Decision Sciences. Their work encompasses several key subfields such as Information Systems and Management, Artificial Intelligence, Computer Networks and Communications, Signal Processing, and Management Science and Operations Research.

The main topics Polyzotis covers include Scientific Computing and Data Management, Machine Learning and Data Classification, Distributed and Parallel Computing Systems, Data Management and Algorithms, Data Quality and Management, Data Stream Mining Techniques, and Cloud Computing and Resource Management.

Recent publications highlight a focus on machine learning engineering and data-centric AI. Notable papers include:

  • Production Machine Learning Pipelines: Empirical Analysis and Optimization Opportunities (2021) published in arXiv (Cornell University)
  • Towards ML Engineering: A Brief History Of TensorFlow Extended (TFX) (2020) published in arXiv (Cornell University)
  • Elias-Fano Compression for Space-Efficient Rank and Select Structures (2025) published in Dagstuhl Research Online Publication Server
  • What can Data-Centric AI Learn from Data and ML Engineering? (2021) published in arXiv (Cornell University)

Polyzotis frequently publishes in venues such as arXiv (Cornell University) and the Dagstuhl Research Online Publication Server.

Frequent collaborators include Doris Xin, Hui Miao, Aditya Parameswaran, Tim Kraska, and Alex Beutel, indicating research partnerships across several related domains.

Best Publications

  • The Case for Learned Index Structures

    Tim Kraska;Alex Beutel;Ed H. Chi;Jeffrey Dean

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

    Denis Baylor;Eric Breck;Heng-Tze Cheng;Noah Fiedel

  • CrowdScreen: algorithms for filtering data with humans

    Aditya G. Parameswaran;Hector Garcia-Molina;Hyunjung Park;Neoklis Polyzotis

  • SeeDB: efficient data-driven visualization recommendations to support visual analytics

    Manasi Vartak;Sajjadur Rahman;Samuel Madden;Aditya Parameswaran

  • Data Management Challenges in Production Machine Learning

    Neoklis Polyzotis;Sudip Roy;Steven Euijong Whang;Martin Zinkevich

  • Statistical synopses for graph-structured XML databases

    Neoklis Polyzotis;Minos Garofalakis

  • Goods: Organizing Google's Datasets

    Alon Halevy;Flip Korn;Natalya F. Noy;Christopher Olston

  • SciHadoop: array-based query processing in Hadoop

    Joe B. Buck;Noah Watkins;Jeff LeFevre;Kleoni Ioannidou

  • Query Recommendations for Interactive Database Exploration

    Gloria Chatzopoulou;Magdalini Eirinaki;Neoklis Polyzotis

  • Approximate XML query answers

    Neoklis Polyzotis;Minos Garofalakis;Yannis Ioannidis

  • Data Lifecycle Challenges in Production Machine Learning: A Survey

    Neoklis Polyzotis;Sudip Roy;Steven Euijong Whang;Martin Zinkevich

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

    Aditya Parameswaran;Anish Das Sarma;Hector Garcia-Molina;Neoklis Polyzotis

  • Answering Queries using Humans, Algorithms and Databases

    Aditya G. Parameswaran;Neoklis Polyzotis

  • Structure and value synopses for XML data graphs

    Neoklis Polyzotis;Minos Garofalakis

  • Data Validation for Machine Learning

    Eric Breck;Marty Zinkevich;Neoklis Polyzotis;Steven Whang

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

    Jeff LeFevre;Jagan Sankaranarayanan;Hakan Hacigumus;Junichi Tatemura

  • Deco: declarative crowdsourcing

    Aditya Ganesh Parameswaran;Hyunjung Park;Hector Garcia-Molina;Neoklis Polyzotis

  • COLT: continuous on-line tuning

    Karl Schnaitter;Serge Abiteboul;Tova Milo;Neoklis Polyzotis

  • Supporting Streaming Updates in an Active Data Warehouse

    N. Polyzotis;S. Skiadopoulos;P. Vassiliadis;A. Simitsis

  • Max algorithms in crowdsourcing environments

    Petros Venetis;Hector Garcia-Molina;Kerui Huang;Neoklis Polyzotis

  • Machine learning on Big Data

    T. Condie;P. Mineiro;N. Polyzotis;M. Weimer

Frequent Co-Authors

Aditya Parameswaran
Aditya Parameswaran University of California, Berkeley
Hector Garcia-Molina
Hector Garcia-Molina Stanford University
Minos Garofalakis
Minos Garofalakis Technical University of Crete
Serge Abiteboul
Serge Abiteboul École Normale Supérieure
Jennifer Widom
Jennifer Widom Stanford University
Michael J. Carey
Michael J. Carey University of California, Irvine
Tova Milo
Tova Milo Tel Aviv University
Anastasia Ailamaki
Anastasia Ailamaki École Polytechnique Fédérale de Lausanne
Yannis E. Ioannidis
Yannis E. Ioannidis National and Kapodistrian University of Athens

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