Estimating To The Support Of A High Dimensional Distribution

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Estimating the Support of a High-Dimensional Distribution

    http://users.cecs.anu.edu.au/~williams/papers/P132.pdf
    1448 BernhardScholkop¨ fetal. Notethatifºapproaches0,theupperboundariesontheLagrangemul- tiplierstendtoin”nity,thatis,thesecondinequalityconstraintinequa-tion3 ...

Estimating the Support of a High-Dimensional Distribution

    https://www.microsoft.com/en-us/research/wp-content/uploads/2016/02/tr-99-87.pdf
    Estimating the Support of a High-Dimensional Distribution Bernhard Sch¨olkopf?, John C. Platt z, John Shawe-Taylor y, Alex J. Smola x, Robert C. Williamson x, Microsoft Research Ltd, 1 Guildhall Street, Cambridge CB2 3NH, UKCited by: 4577

(PDF) Estimating Support of a High-Dimensional Distribution

    https://www.researchgate.net/publication/220499623_Estimating_Support_of_a_High-Dimensional_Distribution
    Estimating the Support of a High-Dimensional Distribution 1447 Since nonzero slack variables ξ i are penalized in the objective function, we can expect that if w and ρ solve this problem, then ...

Estimating the Support of a High-Dimensional Distribution ...

    https://dl.acm.org/doi/10.1162/089976601750264965
    Suppose you are given some data set drawn from an underlying probability distribution P and you want to estimate a "simple" subset S of input space such that the probability that a test point drawn from P lies outside of S equals some a priori specified value between 0 and 1. We propose a method to approach this problem by trying to estimate a function f that is positive on S and negative on ...

Estimating the Support of a High-Dimensional Distribution ...

    https://www.microsoft.com/en-us/research/publication/estimating-the-support-of-a-high-dimensional-distribution/
    Suppose you are given some dataset drawn from an underlying probability distribution P and you want to estimate a “simple” subset S of input space such that the probability that a test point drawn from P lies outside of S is bounded by some a priori specified v between 0 and 1. We propose a […]Cited by: 4577

Estimating the Support of a High-Dimensional Distribution

    http://alex.smola.org/papers/2001/SchPlaShaSmoetal01.pdf
    Estimating the Support of a High-Dimensional Distribution 1445 of the probability mass. Estimators of the form C‘.fi/are called minimum volume estimators. Observe that for Cbeing all Borel measurable sets, C.1/is the support of the density p corresponding to P, assuming it exists.(Note that C.1/is well defined even when p does not exist.) For smaller classes C, C.1/is the

Estimating the Support of a High-Dimensional Distribution ...

    https://www.mitpressjournals.org/doi/10.1162/089976601750264965
    Mar 13, 2006 · Estimating the Support of a High-Dimensional Distribution Bernhard Schölkopf , John C. Platt , John Shawe-Taylor , Alex J. Smola and Robert C. Williamson Posted Online March 13, 2006Cited by: 4577

Estimating the Support of a High-Dimensional Distribution

    https://www.academia.edu/9321551/Estimating_the_Support_of_a_High-Dimensional_Distribution
    Estimating the Support of a High-Dimensional Distribution

Estimating the Support of a High-Dimensional Distribution

    http://www.math.univ-toulouse.fr/~agarivie/Telecom/apprentissage/articles/OneClasslong.pdf
    Estimating the Support of a High-Dimensional Distribution Bernhard Sch¨olkopf , John C. Platt , John Shawe-Taylor , Alex J. Smola , Robert C. Williamson Microsoft Research Ltd, 1 Guildhall Street, Cambridge CB2 3NH, UK Microsoft Research, 1 Microsoft Way, Redmond, WA, USA Royal Holloway, University of London, Egham, UK

Estimating the Support of a High-Dimensional Distribution ...

    https://www.semanticscholar.org/paper/Estimating-the-Support-of-a-High-Dimensional-Sch%C3%B6lkopf-Platt/9cc912ae25797e5f7c0d73300d3968ad8339b411
    Mathematics, Computer Science, Medicine; Published in Neural Computation 2001; DOI: 10.1162/089976601750264965 Estimating the Support of a High-Dimensional Distribution @article{Schlkopf2001EstimatingTS, title={Estimating the Support of a High-Dimensional Distribution}, author={Bernhard Sch{\"o}lkopf and John C. Platt and John Shawe-Taylor and Alexander J. Smola …



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