Robert C. Williamson

18.4k citations
174 papers · 11.7k · 4 hit papers · h-index 32

Impact in

    • Speech and Audio Processing
    • Anomaly Detection Techniques and Applications
    • Machine Learning and Algorithms
    • Neural Networks and Applications

Papers in

    • Machine Learning and Algorithms 30
    • Neural Networks and Applications 24
    • Speech and Audio Processing 20
    • Blind Source Separation Techniques 10
    • Direction-of-Arrival Estimation Techniques 9

Robert C. Williamson

162 papers receiving 10.9k citations

Robert C. Williamson's Hit Papers

Online Learning with Kernels 2004 · 689 citations
6890+9+18Years since publication10002.0k3.0k

Peers

Robert C. Williamson
Comparison fields: 5 of 220
  • Signal Processing 2.2k
  • Artificial Intelligence 6.0k
  • Computer Vision and Pattern Recognition 2.4k
  • Control and Systems Engineering 1.6k
  • Statistics and Probability 539
Replace J. Rissanen with:
J. Rissanen United States
Robert P. W. Duin Netherlands
Andrew Moore United States
Chris Bishop United Kingdom
Peter L. Bartlett United States
Isabelle Guyon United States
Simon Haykin Canada
John Langford United States
Christopher J. C. Burges United States
Maxwell B. Stinchcombe United States
Robert C. Williamson relative to J. Rissanen United States J. Rissanen's profile →
Citations per field
00.5×3.2×
J. Rissanen · 1×
Citations per year

Countries citing papers authored by Robert C. Williamson

Since Specialization
Citations

This map shows the geographic impact of Robert C. Williamson's research. It shows the number of citations coming from papers published by authors working in each country. You can also color the map by specialization and compare the number of citations received by Robert C. Williamson with the expected number of citations based on a country's size and research output (numbers larger than one mean the country cites Robert C. Williamson more than expected).

Fields of papers citing papers by Robert C. Williamson

Since Specialization
Physical SciencesHealth SciencesLife SciencesSocial Sciences

This network shows the impact of papers produced by Robert C. Williamson. Nodes represent research fields, and links connect fields that are likely to share authors. Colored nodes show fields that tend to cite the papers produced by Robert C. Williamson. The network helps show where Robert C. Williamson may publish in the future.

Co-authors

The 25 scholars most cited alongside Robert C. Williamson, linked wherever they have co-authored with each other. Click a name or a connecting line to browse the papers they share.

Border = papers with Robert C. Williamson Line = papers co-authored together Robert C. Williamson links everyone, so they are left out of the graph.

All Works

20 of 20 papers shown

Showing the 20 most-cited of 174 papers — load more, or switch the sort, to bring in the rest.

#Work
1
Estimating the Support of a High-Dimensional Distribution
Hit paper breakdown →
20013840
2
New Support Vector Algorithms
Hit paper breakdown →
20002017
3
Support Vector Method for Novelty Detection
Hit paper breakdown →
19991400
4
Online Learning with Kernels
Hit paper breakdown →
2004689
5 1998321
6 1990243
7 2003236
8 1995190
9
Shrinking the Tube: A New Support Vector Regression Algorithm
1998138
10 199699
11 200198
12 200096
13 199295
14 199693
15 200293
16 199780
17 196273
18
The cost of fairness in binary classification
201870
19 199470
20
Clustering: Science or Art?
201169

About Robert C. Williamson

Robert C. Williamson is a scholar working on Artificial Intelligence, Signal Processing, Computational Mechanics, Electrical and Electronic Engineering and Control and Systems Engineering, having authored 174 papers that have together received 11.7k indexed citations. Recurring topics across this work include Machine Learning and Algorithms (30 papers), Neural Networks and Applications (24 papers), Speech and Audio Processing (20 papers), Advanced Adaptive Filtering Techniques (15 papers), Control Systems and Identification (11 papers), Face and Expression Recognition (10 papers), Blind Source Separation Techniques (10 papers) and Direction-of-Arrival Estimation Techniques (9 papers). The work is most often cited by research in Signal Processing (2.2k citations), Artificial Intelligence (6.0k citations), Computer Vision and Pattern Recognition (2.4k citations), Control and Systems Engineering (1.6k citations) and Statistics and Probability (539 citations). Robert C. Williamson has collaborated with scholars based in Australia, United States and United Kingdom. Frequent co-authors include Alex Smola, Bernhard Schölkopf, John Shawe‐Taylor, John Platt, Peter L. Bartlett, Jyrki Kivinen, D.B. Ward, Rodney A. Kennedy, Tom D. Downs and Eric Lehmann. Their work appears in journals such as IEEE Transactions on Signal Processing, IEEE Transactions on Information Theory, American Sociological Review, Neural Computation and Journal of Machine Learning Research.

Rankless uses publication and citation data sourced from OpenAlex, an open and comprehensive bibliographic database. While OpenAlex provides broad and valuable coverage of the global research landscape, it—like all bibliographic datasets—has inherent limitations. These include incomplete records, variations in author disambiguation, differences in journal indexing, and delays in data updates. As a result, some metrics and network relationships displayed in Rankless may not fully capture the entirety of a scholar's output or impact.

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