How Long to Read Online Component Analysis, Architectures and Applications

By JOAO B. O.;VAN SOUZA FILHO (LAN-DA;JUNG, TZYY-PIN.)

How Long Does it Take to Read Online Component Analysis, Architectures and Applications?

It takes the average reader to read Online Component Analysis, Architectures and Applications by JOAO B. O.;VAN SOUZA FILHO (LAN-DA;JUNG, TZYY-PIN.)

Assuming a reading speed of 250 words per minute. Learn more

Description

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.

How long is Online Component Analysis, Architectures and Applications?

Online Component Analysis, Architectures and Applications by JOAO B. O.;VAN SOUZA FILHO (LAN-DA;JUNG, TZYY-PIN.) is 0 pages long, and a total of 0 words.

This makes it 0% the length of the average book. It also has 0% more words than the average book.

How Long Does it Take to Read Online Component Analysis, Architectures and Applications Aloud?

The average oral reading speed is 183 words per minute. This means it takes to read Online Component Analysis, Architectures and Applications aloud.

What Reading Level is Online Component Analysis, Architectures and Applications?

Online Component Analysis, Architectures and Applications is suitable for students ages 2 and up.

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