Title: Matrix Factorization for Multimedia Clustering: Models, Techniques, Optimization and Applications
Publisher: The Institution of Engineering and Technology
Publication Date: 2025
Language: English
ISBN 10: 1837241996
ISBN 13: 9781837241996
Binding: Hardcover
Condition: New
Weight: 526 grams

About this title

Synopsis

Clustering is a fundamental problem in multimedia information processing. This co-authored book explores clustering principles through advanced data analysis techniques, such as matrix and tensor factorization, which are highly relevant for multimedia information processing. Multimedia data may exhibit various forms of noise represented from multiple perspectives, making traditional clustering approaches less effective. The authors consider complex conditions such as noise sensitivity and discuss methods to address these challenges in the context of multimedia data. They also examine popular regularization techniques, providing theoretical analyses that demonstrate the relationship between regularization and clustering performance.

Matrix Factorization for Multimedia Clustering: Models, techniques, optimization and applications will serve as a solid advanced reference for researchers, scientists, engineers and advanced students who wish to implement practical tasks through clustering formulations. Additionally, the authors provide a detailed description of convergence theory to enable readers to conduct the corresponding algorithm analyses. They investigate novel regularization techniques, such as self-paced learning, optimal graph learning, and diversity regularization, to uncover the geometric structure of data. These techniques are beneficial for enhancing clustering performance. Furthermore, they demonstrate the efficiency of these regularization techniques through theoretical analyses, practical experiments and applications in real-world datasets.

About the Authors

Hangjun Che is an associate professor with the College of Electronic and Information Engineering at Southwest University, China. He has published 50+ papers and obtained 6 software copyrights and several pending patents. He serves as a regular journal reviewer and is an advisory editorial board member of Data Technologies and Applications, an associate editor of Intelligent Systems with Applications, an editorial board member of Artificial Intelligence and Applications, and Journal of Social Computing.

Xin Wang is a professor at the School of Electronic and Information Engineering, Southwest University, China. His current research interests include complex networks, impulsive control, multi-agent systems, and adaptive control. He has published over 60 papers in authoritative journals and conference papers and is a regular journal reviewer. He is a member of IEEE and CAA. He obtained his PhD degree in computer science and technology from Chongqing University, China.

Xing He is a professor with the College of Electronic and Information Engineering, Southwest University, China. He focuses his research on neural networks and bifurcation theory. He has published over 100 papers and is a regular journal reviewer. He is a senior member of IEEE. He obtained his PhD degree in computer science and technology from Chongqing University, China.

Man-Fai Leung is a lecturer with the School of Computing and Information Science in the Faculty of Science and Engineering at Anglia Ruskin University, Cambridge, UK. His research interests include intelligent systems, optimization, computational intelligence, and their applications. He serves as an associate editor for Complex & Intelligent Systems, and Intelligent Systems with Applications. He has served as the publications chair for the 10th, 11th, and 13th International Conference on Information Science and Technology.

Baicheng Pan is pursuing his MS degree in information and communication engineering with the College of Electronic and Information Engineering at Southwest University, China. His research interests include optimization theory and applications, machine learning, multi-view clustering, nonnegative matrix factorization, tensor factorization, and deep matrix factorization. He received his BS degree from Huazhong University of Science and Technology, Wuhan, China.

"About this title" may belong to another edition of this title.

Store Description

The Saint Bookstore has a range of over 1 million titles available.

Visit Seller's Storefront

Seller's business information

SB ONLINE LTD
50 Devonshire Road, Southport, PR9 7BZ, United Kingdom

Sale & Shipping Terms

Terms of Sale

Please order through the Abebooks checkout. We only take orders through Abebooks - We don't take direct orders by email or phone.

Refunds or Returns: A full refund of the purchase price will be given if returned within 30 days in undamaged condition.

As a seller on abebooks we adhere to the terms explained at http://www.abebooks.co.uk/docs/HelpCentral/buyerIndex.shtml - if you require further assistance please email us at orders@thesaintbookstore.co.uk

Right of cancellation

If you are a consumer you can cancel the contract in accordance with the following. Consumer means any natural person who is acting for purposes which are outside his trade, business, craft or profession.

INFORMATION REGARDING THE RIGHT OF CANCELLATION

Statutory Right to cancel

You have the right to cancel this contract within 14 days without giving any reason.

The cancellation period will expire after 14 days from the day on which you acquire, or a third party other than the carrier and indicated by you acquires, physical possession of the the last good or the last lot or piece.

To exercise the right to cancel, you must inform us, THE SAINT BOOKSTORE, 50 Devonshire Road, PR9 7BZ, Southport, United Kingdom, 44 17042241479, of your decision to cancel this contract by a clear statement (e.g. a letter sent by post, fax or e-mail). You may use the attached model cancellation form, but it is not obligatory. You can also electronically fill in and submit a clear statement on our website, under "My Purchases" in "My Account". If you use this option, we will communicate to you an acknowledgement of receipt of such a cancellation on a durable medium (e.g. by e-mail) without delay.

To meet the cancellation deadline, it is sufficient for you to send your communication concerning your exercise of the right to cancel before the cancellation period has expired.

Effects of cancellation

If you cancel this contract, we will reimburse to you all payments received from you, including the costs of delivery (except for the supplementary costs arising if you chose a type of delivery other than the least expensive type of standard delivery offered by us).

We may make a deduction from the reimbursement for loss in value of any goods supplied, if the loss is the result of unnecessary handling by you.

We will make the reimbursement without undue delay, and not later than 14 days after the day on which we are informed about your decision to cancel with contract.

We will make the reimbursement using the same means of payment as you used for the initial transaction, unless you have expressly agreed otherwise; in any event, you will not incur any fees as a result of such reimbursement.

We may withhold reimbursement until we have received the goods back or you have supplied evidence of having sent back the goods, whichever is the earliest.

You shall send back the goods or hand them over to us or THE SAINT BOOKSTORE, 50 Devonshire Road, PR9 7BZ, Southport, United Kingdom, 44 17042241479, without undue delay and in any event not later than 14 days from the day on which you communicate your cancellation from this contract to us. The deadline is met if you send back the goods before the period of 14 days has expired. You will have to bear the direct cost of returning the goods. You are only liable for any diminished value of the goods resulting from the handling other than what is necessary to establish the nature, characteristics and functioning of the goods.

Exceptions to the right of cancellation

The right of cancellation does not apply to:

the delivery of newspapers, journals or magazines with the exception of subscription contracts; and
the supply of digital content (including ebooks) which is not supplied on a tangible medium (e.g. on a CD or DVD) if you accepted when you placed your order that we could start to deliver it, and that you could not cancel it once delivery had started.

Model withdrawal form

(complete and return this form only if you wish to withdraw from the contract)

To: (THE SAINT BOOKSTORE, 50 Devonshire Road, PR9 7BZ, Southport, United Kingdom, 44 17042241479)

I/We (*) hereby give notice that I/We (*) withdraw from my/our (*) contract of sale of the following goods (*)/for the provision of the following goods (*)/for the provision of the following service (*),

Ordered on (*)/received on (*)

Name of consumer(s)

Address of consumer(s)

Signature of consumer(s) (only if this form is notified on paper)

Date

* Delete as appropriate.

Shipping Terms

Most orders usually ship within 1-3 business days, but some can take up to 7 days.

Shipping rates from United Kingdom to U.S.A.

Shipping rates from United Kingdom to U.S.A.
Order quantity	7 to 28 business days	7 to 28 business days
First item	� 16.01	� 18.01

Delivery times are set by sellers and vary by carrier and location. Orders passing through Customs may face delays and buyers are responsible for any associated duties or fees. Sellers may contact you regarding additional charges to cover any increased costs to ship your items.