|
|
libcats.org
Dataset Shift in Machine LearningJoaquin Quiñonero-Candela, Masashi Sugiyama, Anton Schwaighofer, Neil D. LawrenceDataset shift is a common problem in predictive modeling that occurs when the joint distribution of inputs and outputs differs between training and test stages. Covariate shift, a particular case of dataset shift, occurs when only the input distribution changes. Dataset shift is present in most practical applications, for reasons ranging from the bias introduced by experimental design to the irreproducibility of the testing conditions at training time. (An example is -email spam filtering, which may fail to recognize spam that differs in form from the spam the automatic filter has been built on.) Despite this, and despite the attention given to the apparently similar problems of semi-supervised learning and active learning, dataset shift has received relatively little attention in the machine learning community until recently. This volume offers an overview of current efforts to deal with dataset and covariate shift.
The chapters offer a mathematical and philosophical introduction to the problem, place dataset shift in relationship to transfer learning, transduction, local learning, active learning, and semi-supervised learning, provide theoretical views of dataset and covariate shift (including decision theoretic and Bayesian perspectives), and present algorithms for covariate shift. Contributors: Shai Ben-David, Steffen Bickel, Karsten Borgwardt, Michael Brückner, David Corfield, Amir Globerson, Arthur Gretton, Lars Kai Hansen, Matthias Hein, Jiayuan Huang, Takafumi Kanamori, Klaus-Robert Müller, Sam Roweis, Neil Rubens, Tobias Scheffer, Marcel Schmittfull, Bernhard Schölkopf, Hidetoshi Shimodaira, Alex Smola, Amos Storkey, Masashi Sugiyama, Choon Hui Teo Neural Information Processing series EPUB | FB2 | MOBI | TXT | RTF
* Конвертация файла может нарушить форматирование оригинала. По-возможности скачивайте файл в оригинальном формате.
Популярные книги за неделю:
Проектирование и строительство. Дом, квартира, садАвтор: Петер Нойферт, Автор: Людвиг Нефф
Размер книги: 20.83 Mb
Система упражнений по развитию способностей человека (Практическое пособие)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 818 Kb
Сотворение мира (3-х томник)Автор: Петров Аркадий НаумовичКатегория: Путь к себе
Размер книги: 817 Kb
Радиолюбительские схемы на ИС типа 555Автор: Трейстер Р.Категория: Электротехника и связь
Размер книги: 13.64 Mb
Только что пользователи скачали эти книги:
Translations from the Philosophical Writings of Gottlob FregeАвтор: Gottlob Frege, Автор: Peter Geach, Автор: Max Black
Размер книги: 3.21 Mb
Higher Education: Handbook of Theory and Research: Volume 25Автор: John C. SmartКатегория: Образование
Размер книги: 2.72 Mb
The Road to Serfdom: Text and Documents--The Definitive Edition (The Collected Works of F. A. Hayek, Volume 2)Автор: F. A. Hayek
Размер книги: 416 Kb
The Roman Law of Slavery: The Condition of the Slave in Private Law from Augustus to Justinian (Cambridge Library Collection - Classics)Автор: William Warwick Buckland
Размер книги: 14.65 Mb
Right Before His EyesАвтор: Allison Liz, Автор: Etherington Wendy, Автор: Brashear JeanКатегория: fiction
Размер книги: 884 Kb
|
|
|