Susan B. Davidson

ORCID

Publication Activity (10 Years)

Years Active: 1984-2024
Publications (10 Years): 40

Top Venues

Publications

Susan B. Davidson, Tova Milo, Kathy Razmadze, Gal Zeevi
ASQP-RL Demo: Learning Approximation Sets for Exploratory Queries. SIGMOD Conference Companion (2024)
Susan B. Davidson, Tova Milo, Kathy Razmadze, Gal Zeevi
Learning Approximation Sets for Exploratory Queries. CoRR (2024)
Yael Amsterdamer, Susan B. Davidson, Tova Milo, Kathy Razmadze, Amit Somech
Selecting Sub-tables for Data Exploration. ICDE (2023)
Susan B. Davidson, Shay Gershtein, Tova Milo, Slava Novgorodov, May Shoshan
Efficiently Archiving Photos under Storage Constraints. EDBT (2023)
Kathy Razmadze, Yael Amsterdamer, Amit Somech, Susan B. Davidson, Tova Milo
SubTab: Data Exploration with Informative Sub-Tables. SIGMOD Conference (2022)
Susan B. Davidson, Daniel Deutch, Nave Frost, Benny Kimelfeld, Omer Koren, Mikaël Monet
ShapGraph: An Holistic View of Explanations through Provenance Graphs and Shapley Values. SIGMOD Conference (2022)
Kathy Razmadze, Yael Amsterdamer, Amit Somech, Susan B. Davidson, Tova Milo
Selecting Sub-tables for Data Exploration. CoRR (2022)
Dennis Dosso, Susan B. Davidson, Gianmaria Silvello
Credit distribution in relational scientific databases. Inf. Syst. 109 (2022)
Yinjun Wu, Val Tannen, Susan B. Davidson
Provenance-based Model Maintenance: Implications for Privacy. IEEE Data Eng. Bull. 45 (1) (2022)
Susan B. Davidson, Shay Gershtein, Tova Milo, Slava Novgorodov
Disposal by Design. IEEE Data Eng. Bull. 45 (1) (2022)
Susan B. Davidson, Shay Gershtein, Tova Milo, Slava Novgorodov, May Shoshan
PHOcus: Efficiently Archiving Photos. Proc. VLDB Endow. 15 (12) (2022)
Yinjun Wu, James Weimer, Susan B. Davidson
CHEF: A Cheap and Fast Pipeline for Iteratively Cleaning Label Uncertainties. Proc. VLDB Endow. 14 (11) (2021)
Yinjun Wu, Jingchao Ni, Wei Cheng, Bo Zong, Dongjin Song, Zhengzhang Chen, Yanchi Liu, Xuchao Zhang, Haifeng Chen, Susan B. Davidson
Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series. AAAI (2021)
Yinjun Wu, Jingchao Ni, Wei Cheng, Bo Zong, Dongjin Song, Zhengzhang Chen, Yanchi Liu, Xuchao Zhang, Haifeng Chen, Susan B. Davidson
Dynamic Gaussian Mixture based Deep Generative Model For Robust Forecasting on Sparse Multivariate Time Series. CoRR (2021)
Yinjun Wu, James Weimer, Susan B. Davidson
CHEF: A Cheap and Fast Pipeline for Iteratively Cleaning Label Uncertainties (Technical Report). CoRR (2021)
Lingjiao Chen, Leshang Chen, Hongyi Wang, Susan B. Davidson, Edgar Dobriban
Solon: Communication-efficient Byzantine-resilient Distributed Training via Redundant Gradients. CoRR (2021)
Yinjun Wu, Val Tannen, Susan B. Davidson
PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models. CoRR (2020)
Yinjun Wu, Edgar Dobriban, Susan B. Davidson
DeltaGrad: Rapid retraining of machine learning models. CoRR (2020)
Dennis Dosso, Susan B. Davidson, Gianmaria Silvello
Data Provenance for Attributes: Attribute Lineage. TaPP (2020)
Yinjun Wu, Val Tannen, Susan B. Davidson
PrIU: A Provenance-Based Approach for Incrementally Updating Regression Models. SIGMOD Conference (2020)
Leshang Chen, Susan B. Davidson
Automating Software Citation using GitCite. ICDE (2020)
Shaobo Wang, Hui Lyu, Jiachi Zhang, Chenyuan Wu, Xinyi Chen, Wenchao Zhou, Boon Thau Loo, Susan B. Davidson, Chen Chen
Provenance for Probabilistic Logic Programs. EDBT (2020)
Yinjun Wu, Edgar Dobriban, Susan B. Davidson
DeltaGrad: Rapid retraining of machine learning models. ICML (2020)
Leshang Chen, Susan B. Davidson
Automating Software Citation using GitCite. CoRR (2019)
Yinjun Wu, Abdussalam Alawini, Daniel Deutch, Tova Milo, Susan B. Davidson
ProvCite: Provenance-based Data Citation. Proc. VLDB Endow. 12 (7) (2019)
Abdussalam Alawini, Susan B. Davidson, Gianmaria Silvello, Val Tannen, Yinjun Wu
Data Citation: A New Provenance Challenge. IEEE Data Eng. Bull. 41 (1) (2018)
Yinjun Wu, Abdussalam Alawini, Susan B. Davidson, Gianmaria Silvello
Data Citation: Giving Credit Where Credit is Due. SIGMOD Conference (2018)
Abdussalam Alawini, Leshang Chen, Susan B. Davidson, Stephen Fisher, Junhyong Kim
Discovering Similar Workflows via Provenance Clustering: A Case Study. IPAW (2018)
Tracy Camp, W. Richards Adrion, Elizabeth B. Bizot, Susan B. Davidson, Mary W. Hall, Susanne E. Hambrusch, Ellen Walker, Stuart H. Zweben
Generation CS: the mixed news on diversity and the enrollment surge. Inroads 8 (3) (2017)
Abdussalam Alawini, Susan B. Davidson, Wei Hu, Yinjun Wu
Automating Data Citation in CiteDB. Proc. VLDB Endow. 10 (12) (2017)
Abdussalam Alawini, Leshang Chen, Susan B. Davidson, Natan Portilho Da Silva, Gianmaria Silvello
Automating Data Citation: The eagle-i Experience. JCDL (2017)
Susan B. Davidson, Daniel Deutch, Tova Milo, Gianmaria Silvello
A Model for Fine-Grained Data Citation. CIDR (2017)
Susan B. Davidson
Letter from the 2017 IEEE TCDE Impact Award Winner. IEEE Data Eng. Bull. 40 (3) (2017)
Susan B. Davidson, Daniel Deutch, Tova Milo, Gianmaria Silvello
A Model for Fine-Grained Data Citation. SEBD (2017)
Susan B. Davidson, Peter Buneman, Daniel Deutch, Tova Milo, Gianmaria Silvello
Data Citation: A Computational Challenge. PODS (2017)
Tracy Camp, W. Richards Adrion, Elizabeth B. Bizot, Susan B. Davidson, Mary W. Hall, Susanne E. Hambrusch, Ellen Walker, Stuart H. Zweben
Generation CS: the challenges of and responses to the enrollment surge. Inroads 8 (4) (2017)
Tracy Camp, W. Richards Adrion, Elizabeth B. Bizot, Susan B. Davidson, Mary W. Hall, Susanne E. Hambrusch, Ellen Walker, Stuart H. Zweben
Generation CS: the growth of computer science. Inroads 8 (2) (2017)
Eleanor Ainy, Pierre Bourhis, Susan B. Davidson, Daniel Deutch, Tova Milo
PROX: Approximated Summarization of Data Provenance. EDBT (2016)
Peter Buneman, Susan B. Davidson, James Frew
Why data citation is a computational problem. Commun. ACM 59 (9) (2016)
Johannes Starlinger, Sarah Cohen Boulakia, Sanjeev Khanna, Susan B. Davidson, Ulf Leser
Effective and efficient similarity search in scientific workflow repositories. Future Gener. Comput. Syst. 56 (2016)
Eleanor Ainy, Pierre Bourhis, Susan B. Davidson, Daniel Deutch, Tova Milo
Approximated Summarization of Data Provenance. CIKM (2015)
Xiaocheng Huang, Zhuowei Bao, Susan B. Davidson, Tova Milo, Xiaojie Yuan
Answering regular path queries on workflow provenance. ICDE (2015)
Yael Amsterdamer, Susan B. Davidson, Anna Kukliansky, Tova Milo, Slava Novgorodov, Amit Somech
Managing General and Individual Knowledge in Crowd Mining Applications. CIDR (2015)
Yael Amsterdamer, Susan B. Davidson, Tova Milo, Slava Novgorodov, Amit Somech
Ontology Assisted Crowd Mining. Proc. VLDB Endow. 7 (13) (2014)
Eleanor Ainy, Susan B. Davidson, Daniel Deutch, Tova Milo
Approximated Provenance for Complex Applications. TAPP (2014)
Johannes Starlinger, Sarah Cohen Boulakia, Sanjeev Khanna, Susan B. Davidson, Ulf Leser
Layer Decomposition: An Effective Structure-Based Approach for Scientific Workflow Similarity. eScience (2014)
Yael Amsterdamer, Susan B. Davidson, Tova Milo, Slava Novgorodov, Amit Somech
OASSIS: query driven crowd mining. SIGMOD Conference (2014)
Susan B. Davidson, Sanjeev Khanna, Tova Milo, Sudeepa Roy
Top-k and Clustering with Noisy Comparisons. ACM Trans. Database Syst. 39 (4) (2014)
Xiaocheng Huang, Zhuowei Bao, Susan B. Davidson, Tova Milo, Xiaojie Yuan
Answering Regular Path Queries on Workflow Provenance. CoRR (2014)
Julia Stoyanovich, Sihem Amer-Yahia, Susan B. Davidson, Marie Jacob, Tova Milo
Understanding Local Structure in Ranked Datasets. CIDR (2013)
Yasmin B. Kafai, Jean Griffin, Quinn K. Burke, Michelle Slattery, Deborah A. Fields, Rita Manco Powell, Michele Grab, Susan B. Davidson, Joseph S. Sun
A cascading mentoring pedagogy in a CS service learning course to broaden participation and perceptions. SIGCSE (2013)
Susan B. Davidson, Xiaocheng Huang, Julia Stoyanovich, Xiaojie Yuan
Search and Result Presentation in Scientific Workflow Repositories CoRR (2013)
Susan B. Davidson, Sanjeev Khanna, Tova Milo, Sudeepa Roy
Using the crowd for top-k and group-by queries. ICDT (2013)
Susan B. Davidson, Xiaocheng Huang, Julia Stoyanovich, Xiaojie Yuan
Search and result presentation in scientific workflow repositories. SSDBM (2013)
Susan B. Davidson, Tova Milo, Sudeepa Roy
A propagation model for provenance views of public/private workflows. ICDT (2013)
Julia Stoyanovich, Paramveer S. Dhillon, Susan B. Davidson, Brian Lyons
Learning to explore scientific workflow repositories. SSDBM (2013)
Susan B. Davidson, Sanjeev Khanna, Tova Milo
To Show or Not to Show in Workflow Provenance. In Search of Elegance in the Theory and Practice of Computation (2013)
Magdalena Balazinska, Susan B. Davidson, Bill Howe, Alexandros Labrinidis
Education and career paths for data scientists. SSDBM (2013)
Zhuowei Bao, Susan B. Davidson, Tova Milo
Labeling Workflow Views with Fine-Grained Dependencies. Proc. VLDB Endow. 5 (11) (2012)
Quinn K. Burke, Yasmin B. Kafai, Jean Griffin, Rita Manco Powell, Michele Grab, Susan B. Davidson, Joseph S. Sun
The reflective mentor: charting undergraduates' responses to computer science service learning (abstract only). SIGCSE (2012)
Yael Amsterdamer, Susan B. Davidson, Daniel Deutch, Tova Milo, Julia Stoyanovich, Val Tannen
Putting Lipstick on Pig: Enabling Database-style Workflow Provenance CoRR (2012)
Susan B. Davidson, Tova Milo, Sudeepa Roy
A Propagation Model for Provenance Views of Public/Private Workflows CoRR (2012)
Zhuowei Bao, Susan B. Davidson, Tova Milo
Labeling Workflow Views with Fine-Grained Dependencies CoRR (2012)
Yael Amsterdamer, Susan B. Davidson, Daniel Deutch, Tova Milo, Julia Stoyanovich, Val Tannen
Putting Lipstick on Pig: Enabling Database-style Workflow Provenance. Proc. VLDB Endow. 5 (4) (2011)
Susan B. Davidson, Sanjeev Khanna, Val Tannen, Sudeepa Roy, Yi Chen, Tova Milo, Julia Stoyanovich
Enabling Privacy in Provenance-Aware Workflow Systems. CIDR (2011)
Susan B. Davidson, Sanjeev Khanna, Tova Milo, Debmalya Panigrahi, Sudeepa Roy
Provenance views for module privacy. PODS (2011)
Susan B. Davidson, Soohyun Lee, Julia Stoyanovich
Keyword Search in Workflow Repositories with Access Control. AMW (2011)
Zhuowei Bao, Susan B. Davidson, Tova Milo
Labeling recursive workflow executions on-the-fly. SIGMOD Conference (2011)
Julia Stoyanovich, Susan B. Davidson, Tova Milo, Val Tannen
Deriving probabilistic databases with inference ensembles. ICDE (2011)
Ziyang Liu, Susan B. Davidson, Yi Chen
Generating sound workflow views for correct provenance analysis. ACM Trans. Database Syst. 36 (1) (2011)
Susan B. Davidson, Zhuowei Bao, Sudeepa Roy
Hiding Data and Structure in Workflow Provenance. DNIS (2011)
Susan B. Davidson, Sanjeev Khanna, Sudeepa Roy, Julia Stoyanovich, Val Tannen, Yi Chen
On provenance and privacy. ICDT (2011)
Zhuowei Bao, Susan B. Davidson, Tova Milo
A Fine-Grained Workflow Model with Provenance-Aware Security Views. TaPP (2011)
Zhuowei Bao, Susan B. Davidson, Sanjeev Khanna, Sudeepa Roy
An optimal labeling scheme for workflow provenance using skeleton labels. SIGMOD Conference (2010)
Susan B. Davidson
On Provenance and Privacy. IPAW (2010)
Susan B. Davidson, Sanjeev Khanna, Debmalya Panigrahi, Sudeepa Roy
Preserving Module Privacy in Workflow Provenance CoRR (2010)
Yi Chen, Susan B. Davidson, Yifeng Zheng
A bi-labeling based XPath processing system. Inf. Syst. 35 (2) (2010)
Peng Sun, Ziyang Liu, Susan B. Davidson, Yi Chen
Detecting and resolving unsound workflow views for correct provenance analysis. SIGMOD Conference (2009)
Olivier Biton, Susan B. Davidson, Sanjeev Khanna, Sudeepa Roy
Optimizing user views for workflows. ICDT (2009)
Peng Sun, Ziyang Liu, Sivaramakrishnan Natarajan, Susan B. Davidson, Yi Chen
WOLVES: Achieving Correct Provenance Analysis by Detecting and Resolving Unsound Workflow Views. Proc. VLDB Endow. 2 (2) (2009)
Susan B. Davidson, Yi Chen, Peng Sun, Sarah Cohen Boulakia
On User Views in Scientific Workflow Systems. SWPM (2009)
Zhuowei Bao, Sarah Cohen Boulakia, Susan B. Davidson, Pierrick Girard
PDiffView: Viewing the Difference in Provenance of Workflow Results. Proc. VLDB Endow. 2 (2) (2009)
Zhuowei Bao, Sarah Cohen Boulakia, Susan B. Davidson, Anat Eyal, Sanjeev Khanna
Differencing Provenance in Scientific Workflows. ICDE (2009)
Randal C. Burns, Susan B. Davidson, Yannis E. Ioannidis, Miron Livny, Jignesh M. Patel
Scientific Data Management: An Orphan in the Database Community? ICDE (2008)
Sarah Cohen Boulakia, Olivier Biton, Shirley Cohen, Susan B. Davidson
Addressing the provenance challenge using ZOOM. Concurr. Comput. Pract. Exp. 20 (5) (2008)
Susan B. Davidson, Wenfei Fan, Carmem S. Hara
Erratum to "Propagating XML constraints to relations" [JCSS 73 (2007) 316-361]. J. Comput. Syst. Sci. 74 (3) (2008)
Luc Moreau, Bertram Ludäscher, Ilkay Altintas, Roger S. Barga, Shawn Bowers, Steven P. Callahan, George Chin Jr., Ben Clifford, Shirley Cohen, Sarah Cohen Boulakia, Susan B. Davidson, Ewa Deelman, Luciano A. Digiampietri, Ian T. Foster, Juliana Freire, James Frew, Joe Futrelle, Tara Gibson, Yolanda Gil, Carole A. Goble, Jennifer Golbeck, Paul Groth, David A. Holland, Sheng Jiang, Jihie Kim, David Koop, Ales Krenek, Timothy M. McPhillips, Gaurang Mehta, Simon Miles, Dominic Metzger, Steve Munroe, Jim Myers, Beth Plale, Norbert Podhorszki, Varun Ratnakar, Emanuele Santos, Carlos Eduardo Scheidegger, Karen Schuchardt, Margo I. Seltzer, Yogesh L. Simmhan, Cláudio T. Silva, Peter Slaughter, Eric G. Stephan, Robert Stevens, Daniele Turi, Huy T. Vo, Michael Wilde, Jun Zhao, Yong Zhao
Special Issue: The First Provenance Challenge. Concurr. Comput. Pract. Exp. 20 (5) (2008)
Susan B. Davidson, Juliana Freire
Provenance and scientific workflows: challenges and opportunities. SIGMOD Conference (2008)
Olivier Biton, Sarah Cohen Boulakia, Susan B. Davidson, Carmem S. Hara
Querying and Managing Provenance through User Views in Scientific Workflows. ICDE (2008)
Olivier Biton, Sarah Cohen Boulakia, Susan B. Davidson
Zoom*UserViews: Querying Relevant Provenance in Workflow Systems. VLDB (2007)
Sarah Cohen Boulakia, Olivier Biton, Susan B. Davidson, Christine Froidevaux
BioGuideSRS: querying multiple sources with a user-centric perspective. Bioinform. 23 (10) (2007)
Susan B. Davidson, Sarah Cohen Boulakia, Anat Eyal, Bertram Ludäscher, Timothy M. McPhillips, Shawn Bowers, Manish Kumar Anand, Juliana Freire
Provenance in Scientific Workflow Systems. IEEE Data Eng. Bull. 30 (4) (2007)
Susan B. Davidson, Wenfei Fan, Carmem S. Hara
Propagating XML constraints to relations. J. Comput. Syst. Sci. 73 (3) (2007)
Steven Bird, Yi Chen, Susan B. Davidson, Haejoong Lee, Yifeng Zheng
Designing and Evaluating an XPath Dialect for Linguistic Queries. ICDE (2006)
Yifeng Zheng, Stephen Fisher, Shirley Cohen, Sheng Guo, Junhyong Kim, Susan B. Davidson
Crimson: A Data Management System to Support Evaluating Phylogenetic Tree Reconstruction Algorithms. VLDB (2006)
Shawn Bowers, Timothy M. McPhillips, Bertram Ludäscher, Shirley Cohen, Susan B. Davidson
A Model for User-Oriented Data Provenance in Pipelined Scientific Workflows. IPAW (2006)
Sarah Cohen Boulakia, Susan B. Davidson, Christine Froidevaux, Zoé Lacroix, Maria-Esther Vidal
Path-based Systems to Guide Scientists in the Maze of Biological Data Sources. J. Bioinform. Comput. Biol. 4 (5) (2006)
Vanessa P. Braganholo, Susan B. Davidson, Carlos A. Heuser
PATAXÓ: A framework to allow updates through XML views. ACM Trans. Database Syst. 31 (3) (2006)
Shirley Cohen, Sarah Cohen Boulakia, Susan B. Davidson
Towards a Model of Provenance and User Views in Scientific Workflows. DILS (2006)
Yi Chen, Susan B. Davidson, Yifeng Zheng
An Efficient XPath Query Processor for XML Streams. ICDE (2006)

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Publication Activity (10 Years)

Top Topics

Top Venues

Susan B. Davidson