Spatio-Temporal Recommendation in Social Media

Nonfiction, Computers, Database Management, Information Storage & Retrievel, General Computing
Cover of the book Spatio-Temporal Recommendation in Social Media by Hongzhi Yin, Bin Cui, Springer Singapore
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Hongzhi Yin, Bin Cui ISBN: 9789811007484
Publisher: Springer Singapore Publication: May 19, 2016
Imprint: Springer Language: English
Author: Hongzhi Yin, Bin Cui
ISBN: 9789811007484
Publisher: Springer Singapore
Publication: May 19, 2016
Imprint: Springer
Language: English

This book covers the major fundamentals of and the latest research on next-generation spatio-temporal recommendation systems in social media. It begins by describing the emerging characteristics of social media in the era of mobile internet, and explores the limitations to be found in current recommender techniques. The book subsequently presents a series of latent-class user models to simulate users’ behaviors in decision-making processes, which effectively overcome the challenges arising from temporal dynamics of users’ behaviors, user interest drift over geographical regions, data sparsity and cold start.  Based on these well designed user models, the book develops effective multi-dimensional index structures such as Metric-Tree, and proposes efficient top-k retrieval algorithms to accelerate the process of online recommendation and support real-time recommendation. In addition, it offers methodologies and techniques for evaluating both the effectiveness and efficiency of spatio-temporal recommendation systems in social media. The book will appeal to a broad readership, from researchers and developers to undergraduate and graduate students.  

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

This book covers the major fundamentals of and the latest research on next-generation spatio-temporal recommendation systems in social media. It begins by describing the emerging characteristics of social media in the era of mobile internet, and explores the limitations to be found in current recommender techniques. The book subsequently presents a series of latent-class user models to simulate users’ behaviors in decision-making processes, which effectively overcome the challenges arising from temporal dynamics of users’ behaviors, user interest drift over geographical regions, data sparsity and cold start.  Based on these well designed user models, the book develops effective multi-dimensional index structures such as Metric-Tree, and proposes efficient top-k retrieval algorithms to accelerate the process of online recommendation and support real-time recommendation. In addition, it offers methodologies and techniques for evaluating both the effectiveness and efficiency of spatio-temporal recommendation systems in social media. The book will appeal to a broad readership, from researchers and developers to undergraduate and graduate students.  

More books from Springer Singapore

Cover of the book Impact of Food Processing on Anthocyanins by Hongzhi Yin, Bin Cui
Cover of the book Biology Education and Research in a Changing Planet by Hongzhi Yin, Bin Cui
Cover of the book Gel Chemistry by Hongzhi Yin, Bin Cui
Cover of the book Shrinking Cities in China by Hongzhi Yin, Bin Cui
Cover of the book Regional Conference on Science, Technology and Social Sciences (RCSTSS 2014) by Hongzhi Yin, Bin Cui
Cover of the book Proceedings of 2nd International Conference on Computer Vision & Image Processing by Hongzhi Yin, Bin Cui
Cover of the book Theoretical and Empirical Analysis in Environmental Economics by Hongzhi Yin, Bin Cui
Cover of the book Collaborative Learner Autonomy by Hongzhi Yin, Bin Cui
Cover of the book Contemporary Logistics in China by Hongzhi Yin, Bin Cui
Cover of the book Study of Double Parton Scattering in Photon + 3 Jets Final State by Hongzhi Yin, Bin Cui
Cover of the book Control Techniques for Power Converters with Integrated Circuit by Hongzhi Yin, Bin Cui
Cover of the book Phase Equilibria Diagrams of High Temperature Non-oxide Ceramics by Hongzhi Yin, Bin Cui
Cover of the book Cultural Rights and Justice by Hongzhi Yin, Bin Cui
Cover of the book Business and Politics in Asia's Key Financial Centres by Hongzhi Yin, Bin Cui
Cover of the book Innovation in the Asia Pacific by Hongzhi Yin, Bin Cui
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy