Whether the results of statistical procedures are accepted or not is strongly influenced by the way how they are interpreted. Effects based on data encodings and the order in which the data occurs in the learning sample are particularly problematic. Modern data collections often contain large numbers of items, each including many variables. These variables are usually measured on different scales among which the ordinal scale is the most common. Versatile and efficient data analysis models are required for mining these data. Multi-layer Perceptron (MLP) Networks are very flexible models for analyzing problems that have an input-output structure. These techniques are well-known in artificial intelligence and provide models for non-linear statistical regression and classification with efficient learning algorithms. The author of this thesis develops extensions to MLP networks suitable for the appropriate analysis of ordinal data occurring both as inputs and outputs. Reviewing the learning procedure he introduces a new learning paradigm that combines the advantages of batch learning on the one hand and incremental estimation on the other, i.e. statistically better results and algorithmic efficiency respectively. This allows an efficient online adaptation of the model without being compromised by the dependence on either a learning parameter or the ordering of the data set. This book addresses researchers, lecturers and students of mathematics, informatics and artificial intelligence. It may also be interesting for those who deal with data analysis in their daily work.

��ber diesen Titel� kann sich auf eine andere Ausgabe dieses Titels beziehen.

Anbieterinformationen

Kennys.ie is the largest exporter of books from Ireland currently exporting to approximately 100 countries around the world. Kennys Bookshop houses hundreds of thousands of books and specialises in collection development and library services, supplying booksellers and state and university libraries on a global scale including the U.S.A.,Japan and Europe. Kennys.ie is Ireland's Largest Online Bookshop.

Zur Homepage des Verk�ufers

Unternehmensdaten des Verk�ufers

Kennys Bookshop and Art Galleries Ltd.
Liosban Industrial Estate, Tuam Road, Galway, Ireland

Gesch�ftsbedingungen:

Terms of Sale - Credit Cards: Visa, Master Card, American Express, Diner.
Payment can also be made by bank draft in Euros, drawn on an Irish Bank.

We regret that PO Boxes are not acceptable to the U.S. as our courier will not deliver to them.

In case of returns or queries please contact us by email books@kennys.ie or by phone +353 91 709350

VAT Registration - IE2238521A

Conor Kenny

Versandinformationen:

Free Shipping

Zahlungsarten
akzeptiert von diesem Verk�ufer

Zu Kaufgesuchen hinzuf�gen

Verwandte Artikel zu Multi-layer Perceptron Networks for Ordinal Data Analysis...

Multi-layer Perceptron Networks for Ordinal Data Analysis -- Order Independent Online Learning by Sequential Estimation

Dlugosz, Stephan

Neu - Softcover

Unternehmensdaten des Verk�ufers