نتایج جستجو برای: kearns

تعداد نتایج: 790  

2011
Chris Richardson

The immediate – indeed striking – observation on reading the valuable conference paper by Kearns and Lowe is just how remarkable a decade Australia had in the 2000s compared with our rich world peers. If this were a paper reviewing the experience of the past decade in almost any other western nation, it could be rapidly summarised as 'bad stuff happens'. Yet the point driven home by Kearns and ...

Journal: :Molecular genetics and metabolism reports 2016
E Keilland C A Rupar Asuri N Prasad K Y Tay A Downie C Prasad

m.3291T > C mutation in the MT-TL1 gene has been infrequently encountered in association with mitochondrial myopathy, encephalopathy, lactic acidosis and stroke-like episodes (MELAS), however remains poorly characterized from a clinical perspective. In the following report we describe in detail the phenotypic features, long term follow up (> 7 years) and management in a Caucasian family with ME...

1999
Michael Kearns Daphne Koller

We present a provably efficient and near-optimal algorithm for reinforcement learning in Markov decision processes (MDPs) whose transition model can be factored as a dynamic Bayesian network (DBN). Our algorithm generalizes the recent E3 algorithm of Kearns and Singh, and assumes that we are given both an algorithm for approximate planning, and the graphical structure (but not the parameters) o...

Journal: :Antimicrobial agents and chemotherapy 2012
Teruyo Ito Keiichi Hiramatsu Alexander Tomasz Hermínia de Lencastre Vincent Perreten Matthew T G Holden David C Coleman Richard Goering Philip M Giffard Robert L Skov Kunyan Zhang Henrik Westh Frances O'Brien Fred C Tenover Duarte C Oliveira Susan Boyle-Vavra Frederic Laurent Angela M Kearns Barry Kreiswirth Kwan Soo Ko Hajo Grundmann Johanna E Sollid Joseph F John Robert Daum Bo Soderquist Girbe Buist

Published Ahead of Print 6 August 2012. 10.1128/AAC.01199-12. 2012, 56(10):4997. DOI: Antimicrob. Agents Chemother. Girbe Buist and Sollid, Joseph F. John Jr., Robert Daum, Bo Soderquist Kreiswirth, Kwan Soo Ko, Hajo Grundmann, Johanna E. Boyle-Vavra, Frederic Laurent, Angela M. Kearns, Barry O'Brien, Fred C. Tenover, Duarte C. Oliveira, Susan Robert L. Skov, Kunyan Zhang, Henrik Westh, Frances...

2010
David Xiao

We explore the relationship between a natural notion of unsupervised learning studied by Kearns et al. (STOC ’94), which we call here “learning to create” (LTC), and the standard PAC model of Valiant (CACM ’84), which is a form of supervised learning and can be thought of as a formalization of “learning to appreciate”. Our main theorem states that “if learning to appreciate is hard, then so is ...

Journal: :Journal of Machine Learning Research 2000
John Langford David A. McAllester

Haussler, Kearns, Seung and Tishby introduced the notion of a shell decomposition of the union bound as a means of understanding certain empirical phenomena in learning curves such as phase transitions. Here we use a variant of their ideas to derive an upper bound on the generalization error of a hypothesis computable from its training error and the histogram of training errors for the hypothes...

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