Data Generalization

Data Generalization is a data transformation technique that abstracts detailed data values into higher-level, more generalized forms by suppressing or aggregating specific attributes, thereby enabling broader categorization while preserving the essential structure and semantics for analytical or computational purposes.

156

Publications

9.6K

Citations

537

Authors

208

Institutions

Publications per year

2017–2026

Parents

Data De-identificationData Transformation

Publications

156

Alternative Arguments for Generalizing From Data as Applied to Qualitative Research

William A. Firestone · Educational Researcher · 1993 · 836 citations

Social Sciences, Psychology, Ethnography +7

The Need for Biases in Learning Generalizations

Tom M. Mitchell · BMC Nursing · 2007 · 530 citations · Full text

Computing, Computer Science, Decision Theory +13

Recent Advances in Adversarial Training for Adversarial Robustness

Tao Bai, Jinqi Luo, Jun Zhao et al. · 2021 · 438 citations · Full text

Computing, Computer Science, Computer Security +8

Bottom-Up Generalization: A Data Mining Solution to Privacy Protection

Ke Wang, Philip S. Yu, Saptarshi Chakraborty · 2005 · 314 citations

Computing, Computer Science, Computer Security +15

Can face anti-spoofing countermeasures work in a real world scenario?

Tiago de Freitas Pereira, André Anjos, José Mario De Martino et al. · 2013 · 289 citations · Full text

Computing, Computer Science, Cybersecurity +15

1–5 of 156

Authors

537

AS
Ashish Sabharwal
Allen Institute, United States
3 publications · 208 citations
3
h-index
ML
Michael Lebowitz
Columbia University, United States
2 publications · 61 citations
2
h-index
CB
Chandra Bhagavatula
University of Washington, United States
2 publications · 180 citations
2
h-index
FR
Fiona Ryan
Georgia Institute of Technology, United States
2 publications · 260 citations
2
h-index
SP
Scott Phoenix
University of Padua, Italy
2 publications · 181 citations
2
h-index

1–5 of 537

Institutions

208

1–8 of 208

Venues

arXiv (Cornell University)
Repository · 22 publications · 1.3K citations
18
h-index
Sensors
4 publications · 130 citations
4
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 4 publications · 137 citations
4
h-index
Cartographica The International Journal for Geographic Information and Geovisualization
3 publications · 61 citations
3
h-index
Network Computation in Neural Systems
2 publications · 65 citations
2
h-index

1–5