Representation Discovery Using Harmonic Analysis
| Author/creator | Mahadevan, Sridhar Author |
| Other author | Brachman, Ronald Contribution by |
| Other author | Dietterich, Thomas Contribution by |
| Format | Electronic |
| Publication Info | San Rafael : Morgan & Claypool Publishers Williston : American International Distribution Corporation [Distributor] |
| Description | 147 p. 09.250 x 07.500 in. |
| Supplemental Content | Full text available from Computer & Information Science Collection One |
| Subjects |
| Series | Synthesis Lectures on Artificial Intelligence and Machine Learning Ser. |
| Summary | Annotation "This book is devoted to the problem of representation discovery: how can an intelligent system construct representations from its experience? Representation discovery re-parameterizes the state space - prior to the application of information retrieval, machine learning, or optimization techniques - facilitating later inference processes by constructing new task-specific bases adapted to the state space geometry. This book presents a general approach to representation discovery using the framework of harmonic analysis, in particular Fourier and wavelet analysis. A central goal of this book is to show that these analytical tools can be generalized from their usual setting in (infinite-dimensional) Euclidean spaces to discrete (finite-dimensional) spaces typically studied in many subfields of AI. Representation discovery is an actively developing field, and the author hopes this book will encourage other researchers into exploring this exciting area of research."--BOOK JACKET. |
| Access restriction | Available only to authorized users. |
| Technical details | Mode of access: World Wide Web |
| Genre/form | Electronic books. |
| ISBN | 9781598296594 |
| ISBN | 1598296590 (Trade Paper) Active Record |
| Standard identifier# | 9781598296594 |
| Stock number | 01307586 |
Availability
| Library | Location | Call Number | Status | Item Actions |
|---|---|---|---|---|
| Electronic Resources | Access Content Online | ✔ Available |