Spatio Temporal Recommendation in Social Media is popular PDF and ePub book, written by Hongzhi Yin in 2016-05-19, it is a fantastic choice for those who relish reading online the Computers genre. Let's immerse ourselves in this engaging Computers book by exploring the summary and details provided below. Remember, Spatio Temporal Recommendation in Social Media can be Read Online from any device for your convenience.
Spatio Temporal Recommendation in Social Media Book PDF Summary
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.
Detail Book of Spatio Temporal Recommendation in Social Media PDF
- Author : Hongzhi Yin
- Release : 19 May 2016
- Publisher : Springer
- ISBN : 9789811007484
- Genre : Computers
- Total Page : 122 pages
- Language : English
- PDF File Size : 13,5 Mb
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