Multi-Label Dimensionality Reduction

Name: Multi-Label Dimensionality Reduction
Brand: Taylor & Francis Inc
Price: 219.75 AUD
Availability: BackOrder

By: Liang Sun, Shuiwang Ji, Jieping Ye

Write A Review

Hardcover | 4 November 2013 | Edition Number 1

At a Glance

Hardcover
208 Pages

Dimensions(cm)
23.4 x 15.6 x 1.7

Hardcover

RRP $252.00

$219.75

13%OFF

or 4 interest-free payments of $54.94 with

Available for Backorder. We will order this from our supplier however there isn't a current ETA.

Similar to other data mining and machine learning tasks, multi-label learning suffers from dimensionality. An effective way to mitigate this problem is through dimensionality reduction, which extracts a small number of features by removing irrelevant, redundant, and noisy information. The data mining and machine learning literature currently lacks a unified treatment of multi-label dimensionality reduction that incorporates both algorithmic developments and applications.

Addressing this shortfall, Multi-Label Dimensionality Reduction covers the methodological developments, theoretical properties, computational aspects, and applications of many multi-label dimensionality reduction algorithms. It explores numerous research questions, including:

How to fully exploit label correlations for effective dimensionality reduction
How to scale dimensionality reduction algorithms to large-scale problems
How to effectively combine dimensionality reduction with classification
How to derive sparse dimensionality reduction algorithms to enhance model interpretability
How to perform multi-label dimensionality reduction effectively in practical applications

The authors emphasize their extensive work on dimensionality reduction for multi-label learning. Using a case study of Drosophila gene expression pattern image annotation, they demonstrate how to apply multi-label dimensionality reduction algorithms to solve real-world problems. A supplementary website provides a MATLAB^® package for implementing popular dimensionality reduction algorithms.

Shipping

	Standard Shipping	Express Shipping
Metro postcodes:	$9.99	$14.95
Regional postcodes:	$9.99	$14.95
Rural postcodes:	$9.99	$14.95

Orders over $0.00 qualify for free shipping.

How to return your order

At Booktopia, we offer hassle-free returns in accordance with our returns policy. If you wish to return an item, please get in touch with Booktopia Customer Care.

Additional postage charges may be applicable.