عنوان

Model selection and error estimation in a nutshell /

شابک

3030243591

شابک

9783030243593

شابک اشتباه

9783030243586

عنوان اصلي

Model selection and error estimation in a nutshell /

نام عام مواد

[Book]

نام نخستين پديدآور

Luca Oneto.

محل نشرو پخش و غیره

Cham, Switzerland :

نام ناشر، پخش کننده و غيره

Springer Nature,

تاریخ نشرو بخش و غیره

[2020]

تاریخ نشرو بخش و غیره

©2020

نام خاص و کميت اثر

1 online resource.

عنوان فروست

Modeling and optimization in science and technologies ;

مشخصه جلد

v. 15

متن يادداشت

Includes bibliographical references and index.

متن يادداشت

Introduction -- The "Five W" of MS & EE -- Preliminaries -- Resampling Methods -- Complexity-Based Methods -- Compression Bound -- Algorithmic Stability Theory -- PAC-Bayes Theory -- Differential Privacy Theory -- Conclusions & Further Readings.

بدون عنوان

0

متن يادداشت

How can we select the best performing data-driven model? How can we rigorously estimate its generalization error? Statistical learning theory answers these questions by deriving non-asymptotic bounds on the generalization error of a model or, in other words, by upper bounding the true error of the learned model based just on quantities computed on the available data. However, for a long time, Statistical learning theory has been considered only an abstract theoretical framework, useful for inspiring new learning approaches, but with limited applicability to practical problems. The purpose of this book is to give an intelligible overview of the problems of model selection and error estimation, by focusing on the ideas behind the different statistical learning theory approaches and simplifying most of the technical aspects with the purpose of making them more accessible and usable in practice. The book starts by presenting the seminal works of the 80's and includes the most recent results. It discusses open problems and outlines future directions for research.

منبع سفارش / آدرس اشتراک

Springer Nature

شماره انبار

com.springer.onix.9783030243593

موضوع مستند نشده

Algorithms.

موضوع مستند نشده

Computational learning theory.

موضوع مستند نشده

Machine learning.

موضوع مستند نشده

Algorithms.

موضوع مستند نشده

Computational learning theory.

موضوع مستند نشده

Machine learning.

شماره

ويراست

شماره رده

مستند نام اشخاص تاييد نشده

Oneto, Luca

تاريخ عمليات

20200823093154.0

قواعد فهرست نويسي ( بخش توصيفي )

pn

نام الکترونيکي

نوع ماده

[Book]

تكميل شده

Y