Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Representation Discovery using Harmonic Analysis

Representation Discovery using Harmonic Analysis

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783031004186
Condition
New
Product Description

Representations are at the heart of artificial intelligence (AI). 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. Biometric compression methods, the compact disc, the computerized axial tomography (CAT) scanner in medicine, JPEG compression, and spectral analysis of time-series data are among the many applications of classical 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. Generalizing harmonic analysis to discrete spaces poses many challenges: a discrete representation of the space must be adaptively acquired; basis functions are not pre-defined, but rather must be constructed. Algorithms for efficiently computing and representing bases require dealing with the curse of dimensionality. However, the benefits can outweigh the costs, since the extracted basis functions outperform parametric bases as they often reflect the irregular shape of a particular state space. Case studies from computer graphics, information retrieval, machine learning, and state space planning are used to illustrate the benefits of the proposed framework, and the challenges that remain to be addressed. Representation discovery is an actively developing field, and the author hopes this book will encourage other researchers to explore this exciting area of research. Table of Contents: Overview / Vector Spaces / Fourier Bases on Graphs / Multiscale Bases on Graphs / Scaling to Large Spaces / Case Study: State-Space Planning / Case Study: Computer Graphics / Case Study: Natural Language / Future Directions.

Available Colors
Available Sizes
2 Offers Price Range: $29.99 - $40.00
BEST PRICE

Single Product Purchase

$29.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$29.99 $29.99

$29.99
See Site In stock Visit Store

Similar Products

Fundamental Interactions in Physics and Astrophysics

$54.99

Molecular Methods for Microbial Identification and Typing

$109.99

Innovations in Plastic and Aesthetic Surgery

$169.00

Future-Proof Software-Systems

$54.99

The Solar Spectrum

$74.99

Toward an Anthropology of Graphing

$109.99

Subregionalism and World Order

$39.99

Die Volkshochschule im 21. Jahrhundert

$69.99

Entertainment Computing - ICEC 2007

$84.99

Biosensing with Silicon

$64.99

Paper-Based Medical Diagnostic Devices

$49.99

Histotechnik

$54.99

Membrane Potential Imaging in the Nervous System

$84.99

Krfteabbau bzw. Krfteverlauf in verschiedenartigen Straenkonstruktionen

$59.99

Emotion Online

$54.99

Iranian Mathematics Competitions 1973-2007

$46.00

bungsbuch zur Analysis

$54.99

The Pattern of Animal Communities

$54.99

Einfhrung in die Mechanik und Symmetrie

$69.99

The Fall and Rise of Political Leaders

$39.99

Wirtschaftsprognose

$49.99

Wrme- und Stofftransport

$59.99

Invasive Bladder Cancer

$84.99

Buchfhrung 1 DATEV-Kontenrahmen 2020

$24.99

Viruskrankheiten des Menschen

$54.99

Zur Problematik der hydrothermischen Behandlung von Polyester in verschiedenen Veredlungsstufen

$59.99

Globalisierung als strategisches Erfolgskonzept

$69.99

The Legacy of Second-Wave Feminism in American Politics

$129.00

The Deep Dark: A Graphic Novel

$12.74

Frontiers in Research of the Renin-Angiotensin System on Human Disease

$219.99

Discursive Perspectives on Education Policy and Implementation

$19.99

Clinical Management of Pregnancies following ART

$109.99

Die naturschutzrechtliche Verbandsklage in Deutschland

$79.99

Gender in STEM Education in the Arab Gulf Countries

$159.99

Misrepresentation and Silence in United States History Textbooks

$59.99

Farm Tractors

$54.99

Logic Programming '87

$39.99

Advances and Trends in Artificial Intelligence. Theory and Applications

$84.99

Blood cells in nuclear medicine, part II

$54.99

Quantum Science Methods and Structure

$39.99