Estimating the Support of a High-Dimensional Distribution
Schölkopf, Bernhard, Platt, John C., Shawe-Taylor, John, Smola, Alex J., Williamson, Robert C.
Published in Neural computation (01.07.2001)
Published in Neural computation (01.07.2001)
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Journal Article
Assessing AI Fairness in Finance
McCalman, Lachlan, Steinberg, Daniel, Abuhamad, Grace, Brunet, Marc-Etienne, Williamson, Robert C., Zemel, Richard, Lin, Hsiao-Ying
Published in Computer (Long Beach, Calif.) (01.01.2022)
Published in Computer (Long Beach, Calif.) (01.01.2022)
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Journal Article
New Support Vector Algorithms
Schölkopf, Bernhard, Smola, Alex J., Williamson, Robert C., Bartlett, Peter L.
Published in Neural computation (01.05.2000)
Published in Neural computation (01.05.2000)
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Journal Article
Fat-Shattering and the Learnability of Real-Valued Functions
Bartlett, Peter L., Long, Philip M., Williamson, Robert C.
Published in Journal of computer and system sciences (01.06.1996)
Published in Journal of computer and system sciences (01.06.1996)
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Journal Article
Conference Proceeding
Structural risk minimization over data-dependent hierarchies
Shawe-Taylor, J., Bartlett, P.L., Williamson, R.C., Anthony, M.
Published in IEEE transactions on information theory (01.09.1998)
Published in IEEE transactions on information theory (01.09.1998)
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Journal Article
Particle filtering algorithms for tracking an acoustic source in a reverberant environment
Ward, D.B., Lehmann, E.A., Williamson, R.C.
Published in IEEE transactions on speech and audio processing (01.11.2003)
Published in IEEE transactions on speech and audio processing (01.11.2003)
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Journal Article
Exploiting sparsity in adaptive filters
Martin, R.K., Sethares, W.A., Williamson, R.C., Johnson, C.R.
Published in IEEE transactions on signal processing (01.08.2002)
Published in IEEE transactions on signal processing (01.08.2002)
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Journal Article
Efficient agnostic learning of neural networks with bounded fan-in
Wee Sun Lee, Bartlett, P.L., Williamson, R.C.
Published in IEEE transactions on information theory (01.11.1996)
Published in IEEE transactions on information theory (01.11.1996)
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Journal Article
Learnability of probabilistic automata via oracles
GUTTMAN, Omri, VISHWANATHAN, S. V. N, WILLIAMSON, Robert C
Published in Lecture notes in computer science (2005)
Published in Lecture notes in computer science (2005)
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Conference Proceeding
Strictly frequentist imprecise probability
Fröhlich, Christian, Derr, Rabanus, Williamson, Robert C.
Published in International journal of approximate reasoning (01.05.2024)
Published in International journal of approximate reasoning (01.05.2024)
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Journal Article
The importance of convexity in learning with squared loss
Wee Sun Lee, Bartlett, P.L., Williamson, R.C.
Published in IEEE transactions on information theory (01.09.1998)
Published in IEEE transactions on information theory (01.09.1998)
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Journal Article
Covering numbers for support vector machines
Ying Guo, Bartlett, P.L., Shawe-Taylor, J., Williamson, R.C.
Published in IEEE transactions on information theory (01.01.2002)
Published in IEEE transactions on information theory (01.01.2002)
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Journal Article
Finite sample properties of linear model identification
Weyer, E., Williamson, R.C., Mareels, I.M.Y.
Published in IEEE transactions on automatic control (01.07.1999)
Published in IEEE transactions on automatic control (01.07.1999)
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Journal Article