Matrix and Tensor Factorization Techniques for Recommender Systems

Name: Matrix and Tensor Factorization Techniques for Recommender Systems
Brand: Springer Nature
SKU: 9783319413563
Availability: InStock

Matrix and Tensor Factorization Techniques for Recommender Systems

Brand

Springer Nature

Manufacturer

N/A

Part Number

GTIN

9783319413563

Condition

New

0 Reviews

0 Questions | 0 Answers

Product Description

This book presents the algorithms used to provide recommendations by exploiting matrix factorization and tensor decomposition techniques. It highlights well-known decomposition methods for recommender systems, such as Singular Value Decomposition (SVD), UV-decomposition, Non-negative Matrix Factorization (NMF), etc. and describes in detail the pros and cons of each method for matrices and tensors. This book provides a detailed theoretical mathematical background of matrix/tensor factorization techniques and a step-by-step analysis of each method on the basis of an integrated toy example that runs throughout all its chapters and helps the reader to understand the key differences among methods. It also contains two chapters, where different matrix and tensor methods are compared experimentally on real data sets, such as Epinions, GeoSocialRec, Last.fm, BibSonomy, etc. and provides further insights into the advantages and disadvantages of each method. The book offers a rich blend of theory and practice, making it suitable for students, researchers and practitioners interested in both recommenders and factorization methods. Lecturers can also use it for classes on data mining, recommender systems and dimensionality reduction methods.

Available Colors

N/A

Available Sizes

N/A

1 Offer Price Range: $59.99 - $59.99

BEST PRICE

Single Product Purchase

$54.00

@ Link.springer.com with extra coupon Get Coupon & BUY

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 Rate Seller This functionality is for registered users only. Go to Login/Register		$59.99	$59.99		10% OFF This deals requires coupon Get Code Here your10off @ Link.springer.com Deals Ends 31/08/2025	$54.00		See Site	In stock	Visit Store