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Cullen Schaffer

dblp:69/884 · DBLP profile ↗
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8ranked-venue papers
8as first author
0since 2021 · last 1994
—ORCID · none

Domains — the database's venue-derived domains; a paper can count in several

Artificial intelligence and machine learning · 8 · 8 first-authorGraphics, computer vision, multimedia, augmented reality and games · 2 · 2 first-author

Expertise — from the expertise taxonomy: the topics of the expert's papers under the CCF categories. A weight counts papers with recency: 1 for a paper about the topic, 0.3 when the topic is its context, halved every five years.

Artificial intelligence
3 papers
Learning theory · 31% Optimization for machine learning · 31% Image recognition and object detection · 23%
Databases, data mining, and information retrieval
2 papers
Data mining · 69% Machine learning and data management · 31%
Interdisciplinary, comprehensive, and emerging computing
1 paper
Computational science and engineering · 100%
Theoretical computer science
1 paper
Mathematical optimization · 100%

Topics — the 8 heaviest of 10, each with the papers that count most for it

TopicWeightPapersLastEvidence papers
Machine learning › Optimization for machine learning › gradient flow
conservation laws
0.011994
A Conservation Law for Generalization Performance · ICML 1994
Machine learning › Learning theory
generalization bounds
0.011994
A Conservation Law for Generalization Performance · ICML 1994
Computer vision › Image recognition and object detection › character recognition
digit recognition
0.011992
Deconstructing the Digit Recognition Problem · ML 1992
Data mining › predictive modeling
classification
0.011992
Sparse Data and the Effect of Overfitting Avoidance in Decision Tree Induction · AAAI 1992
Data mining › predictive modeling › classification
decision tree learning
0.011992
Sparse Data and the Effect of Overfitting Avoidance in Decision Tree Induction · AAAI 1992
Machine learning and data management
overfitting control
0.011992
Sparse Data and the Effect of Overfitting Avoidance in Decision Tree Induction · AAAI 1992
Mathematical optimization › statistical estimation › regression
symbolic regression
0.011990
A Proven Domain-Independent Scientific Function-Finding Algorithm · AAAI 1990
Knowledge, reasoning and agents › Knowledge representation and reasoning
scientific discovery
0.011989
Bacon, Data Analysis and Artificial Intelligence · ML 1989

Methods — techniques the papers use, named apart from their topics

genetic programming · 0.0data analysis · 0.0pruning · 0.0
YearPublicationVenuePosition
1994 A Conservation Law for Generalization Performance
Cullen Schaffer
ICML1
1993 Overfitting Avoidance as Bias
Cullen Schaffer
Mach. Learn.1
1993 Bivariate Scientific Function Finding in a Sampled, Real-Data Testbed
Cullen Schaffer
Mach. Learn.1
1993 Selecting a Classification Method by Cross-Validation
Cullen Schaffer
Mach. Learn.1
1992 Sparse Data and the Effect of Overfitting Avoidance in Decision Tree Induction
Cullen Schaffer
AAAI1
1992 Deconstructing the Digit Recognition Problem
Cullen Schaffer
ML1
1990 A Proven Domain-Independent Scientific Function-Finding Algorithm
Cullen Schaffer
AAAI1
1989 Bacon, Data Analysis and Artificial Intelligence
Cullen Schaffer
ML1