Description: Further DetailsTitle: Online Component Analysis, Architectures and ApplicationsCondition: NewFormat: PaperbackEAN: 9781638281160ISBN: 9781638281160Publisher: now publishers IncRelease Date: 11/23/2022Description: This monograph deals with principal component analysis (PCA), kernel component analysis (KPCA), and independent component analysis (ICA), highlighting their applications to streaming-data implementations.The basic concepts related to PCA, KPCA, and ICA are widely available in the literature; however, very few texts deal with their practical implementation in computationally limited resources. This monograph discusses the state-of-the-art online PCA and KPCA techniques in a unified and principled manner, presenting solutions that achieve a higher convergence speed and accuracy in many applications, particularly image processing. Besides, this work also explains how to remove various artifacts from data records based on blind source separation by independent component analysis implemented with ICA, splitting feature identification from feature separation. Herein, three FastICA online hardware architectures and implementation for biomedical signal processing are addressed. The main features are summarized as follows: 1) energy-efficient FastICA using the proposed early determination scheme; 2) cost-effective variable-channel FastICA using the Gram-Schmidt-based whitening algorithm; and 3) moving-window-based online FastICA algorithm with limited memory. The post-layout simulation results with artificial and EEG data validate the design concepts.Language: EnglishCountry/Region of Manufacture: USItem Height: 234mmItem Length: 156mmItem Weight: 316gAuthor: João B. O. Souza Filho, Lan-Da Van, Tzyy-Ping Jung, Paulo S. R. DinizGenre: Computing & InternetBook Series: Foundations and Trends® in Signal ProcessingISBN-10: 1638281165Type: EngineeringRelease Year: 2022 Missing Information?Please contact us if any details are missing and where possible we will add the information to our listing.
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Book Title: Online Component Analysis, Architectures and Applications
Title: Online Component Analysis, Architectures and Applications
EAN: 9781638281160
ISBN: 9781638281160
Release Date: 11/23/2022
Release Year: 2022
Country/Region of Manufacture: US
Genre: Computing & Internet
ISBN-10: 1638281165
Number of Pages: 222 Pages
Language: English
Publication Name: Online Component Analysis, Architectures and Applications
Publisher: Now Publishers
Publication Year: 2022
Item Height: 0.4 in
Subject: Signals & Signal Processing, General
Type: Textbook
Item Weight: 11.2 Oz
Subject Area: Mathematics, Technology & Engineering
Item Length: 9.2 in
Author: Lan-Da Van, Paulo S. R. Diniz, João B. O. Souza Filho, Tzyy-Ping Jung
Series: Foundations and Trends in Signal Processing Ser.
Item Width: 6.1 in
Format: Trade Paperback
