Pro ess-Oriented Estimation of Generalization Error
نویسنده
چکیده
منابع مشابه
Process-Oriented Estimation of Generalization Error
Methods to avoid overfitting fall into two broad categories: data-oriented (using separate data for validation) and representation-oriented (penalizing complexity in the model). Both have limitations that are hard to overcome. We argue that fully adequate model evaluation is only possible if the search process by which models are obtained is also taken into account. To this end, we recently pro...
متن کاملAsymptoti Filtering and Entropy Rate of a Hidden Markov Pro ess in the Rare Transitions Regime
Markov Pro ess in the Rare Transitions Regime Chandra Nair Dept. of Ele t. Engg. Stanford University Stanford CA 94305, USA m handra stanford.edu Erik Ordentli h Information Theory Resear h Group HP Laboratories Palo Alto CA 94304, USA erik.ordentli h hp. om Tsa hy Weissman Dept. of Ele t. Engg. Stanford University Stanford CA 94305, USA tsa hy stanford.edu Abstra tRe ent work by Ordentli h an...
متن کاملMaximum Likelihood Estimation of the Parameters of Fractional Brownian Motions
This paper provides onvergen e analysis for maximum likelihood estimation of the parameters des ribing a parti ular multi-s ale pro ess known as fra tional Brownian motion. We on entrate on s hemes that `pre-whiten' the available noise orrupted data via the Fast Wavelet Transform and show that su h s hemes are strongly onsistent and asymptoti ally eÆ ient. We also analyse the rate of onvergen e...
متن کاملgeNetClassifier classify multiple diseases and build associated gene networks using gene expression profiles
3 Main function of the package: geNetClassifier() 5 3.1 Loading the package and data . . . . . . . . . . . . . . . . . . . . . . . . 6 3.2 Run geNetClassifier() . . . . . . . . . . . . . . . . . . . . . . . . . . . . 7 3.3 Overview of the data returned by geNetClassifier() . . . . . . . . . . . . 9 3.4 Return I: Genes ranking . . . . . . . . . . . . . . . . . . . . . . . . . . . 10 3.4.1 Signif...
متن کاملA NOTE ON THE ENUMERATION OF DIRECTEDANIMALS VIA GAS CONSIDERATIONSBy Marie
arXiv: math.PR/0805.1349 A NOTE ON THE ENUMERATION OF DIRECTED ANIMALS VIA GAS CONSIDERATIONS By Marie Albenque Université Bordeaux 1 and Université Paris 7 In the literature, most of the results about the enumeration of dire ted animals on latti es via gas onsiderations are obtained by a formal passage to the limit of enumeration of dire ted animals on y li al versions of the latti e. Here we ...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 1999