World's Best Scientists 2026 revealed!

D-Index & Metrics

Computer Science

D-Index
51
Citations
11472
World Ranking
5303
National Ranking
2440

Research.com Recognitions

  • 2001 - ACM Fellow For seminal contributions to distributed databases, real-time systems, heterogeneous database integration, warehousing, semi-structured data and for application of database research in bioinformatics.

Overview

Susan B. Davidson is affiliated with the University of Pennsylvania in the United States. Their research encompasses multiple areas within computer science, with a strong focus on artificial intelligence, information systems, and signal processing. Their work also spans computer networks and communications as well as management science and operations research.

The scientist's research topics include:

  • Data Mining Algorithms and Applications
  • Advanced Database Systems and Queries
  • Data Management and Algorithms
  • Scientific Computing and Data Management
  • Time Series Analysis and Forecasting
  • Gaussian Processes and Bayesian Inference
  • Data Quality and Management

Recent papers contributed to by Susan B. Davidson include:

  • "Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series" (2021), published in Proceedings of the AAAI Conference on Artificial Intelligence
  • "DeltaGrad: Rapid retraining of machine learning models" (2020), published in arXiv (Cornell University)
  • "SubTab: Data Exploration with Informative Sub-Tables" (2022), published in Proceedings of the 2022 International Conference on Management of Data
  • "ShapGraph: An Holistic View of Explanations through Provenance Graphs and Shapley Values" (2022), published in Proceedings of the 2022 International Conference on Management of Data
  • "Credit distribution in relational scientific databases" (2022), published in Information Systems

Frequent co-authors collaborating with Susan B. Davidson include:

  • Tova Milo
  • Kathy Razmadze
  • Amit Somech
  • Yinjun Wu
  • Jingchao Ni

The scientist's work is often published in venues such as:

  • arXiv (Cornell University)
  • Proceedings of the VLDB Endowment
  • Proceedings of the 2022 International Conference on Management of Data
  • Proceedings of the AAAI Conference on Artificial Intelligence
  • Information Systems

Susan B. Davidson has been recognized as an ACM Fellow in 2001 for contributions to distributed databases, real-time systems, heterogeneous database integration, warehousing, semi-structured data, and for applying database research in bioinformatics.

Best Publications

  • A query language and optimization techniques for unstructured data

    Peter Buneman;Susan Davidson;Gerd Hillebrand;Dan Suciu

  • Provenance and scientific workflows: challenges and opportunities

    Susan B. Davidson;Juliana Freire

  • Consistency in a partitioned network: a survey

    Susan B. Davidson;Hector Garcia-Molina;Dale Skeen

  • Adding Structure to Unstructured Data

    Peter Buneman;Susan B. Davidson;Mary F. Fernandez;Dan Suciu

  • Keys for XML

    Peter Buneman;Susan B. Davidson;Wenfei Fan;Carmem S. Hara

  • Keys for XML

    Peter Buneman;Susan Davidson;Wenfei Fan;Carmem Hara

  • Reasoning about keys for XML

    Peter Buneman;Susan Davidson;Wenfei Fan;Carmem Hara

  • K2/Kleisli and GUS: experiments in integrated access to genomic data sources

    S. B. Davidson;J. Crabtree;B. P. Brunk;J. Schug

  • Reasoning about Keys for XML

    Peter Buneman;Susan B. Davidson;Wenfei Fan;Carmem S. Hara

  • Special Issue: The First Provenance Challenge

    Luc Moreau;Bertram Ludäscher;Ilkay Altintas;Roger S. Barga

  • The First Provenance Challenge

    Luc Moreau;Bertram Ludaescher;Ilkay Altintas;Roger S. Barga

  • Challenges in integrating biological data sources.

    Susan B. Davidson;G. Christian Overton;Peter Buneman

  • Provenance in Scientific Workflow Systems

    Susan B. Davidson;Sarah Cohen Boulakia;Anat Eyal;Bertram Ludäscher

  • Optimism and consistency in partitioned distributed database systems

    Susan B. Davidson

  • Querying and Managing Provenance through User Views in Scientific Workflows

    O. Biton;S. Cohen-Boulakia;S.B. Davidson;C.S. Hara

  • Putting lipstick on pig: enabling database-style workflow provenance

    Yael Amsterdamer;Susan B. Davidson;Daniel Deutch;Tova Milo

  • A Data Transformation System for Biological Data Sources

    Peter Buneman;Susan B. Davidson;Kyle Hart;G. Christian Overton

  • Theoretical Aspects of Schema Merging

    Peter Buneman;Susan B. Davidson;Anthony Kosky

  • Using the crowd for top-k and group-by queries

    Susan B. Davidson;Sanjeev Khanna;Tova Milo;Sudeepa Roy

  • An Efficient XPath Query Processor for XML Streams

    Yi Chen;S.B. Davidson;Yifeng Zheng

  • DeltaGrad: Rapid retraining of machine learning models

    Yinjun Wu;Edgar Dobriban;Susan Davidson

Frequent Co-Authors

Tova Milo
Tova Milo Tel Aviv University
Insup Lee
Insup Lee University of Pennsylvania
Peter Buneman
Peter Buneman University of Edinburgh
Sanjeev Khanna
Sanjeev Khanna University of Pennsylvania
Val Tannen
Val Tannen University of Pennsylvania
Wenfei Fan
Wenfei Fan University of Edinburgh
Wang-Chiew Tan
Wang-Chiew Tan Facebook (United States)
Juliana Freire
Juliana Freire New York University
Dan Suciu
Dan Suciu University of Washington
Shawn Bowers
Shawn Bowers Gonzaga University

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