Download free course Social Media Mining, pdf file on 382 pages by Reza Zafarani, Mohammad Ali Abbasi, Huan Liu.
The growth of social media over the last decade has revolutionized the way individuals interact and industries conduct business. Individuals produce data at an unprecedented rate by interacting, sharing, and consuming content through social media. Understanding and processing this new type of data to glean actionable patterns presents challenges and opportunities for interdisciplinary research, novel algorithms, and tool development. Social Media Mining integrates social media, social network analysis, and data mining to provide a convenient and coherent platform for students, practitioners, researchers, and project managers to understand the basics and potentials of social media mining. It introduces the unique problems arising from social media data and presents fundamental concepts, emerging issues, and effective algorithms for network analysis and data mining. Suitable for use in advanced undergraduate and beginning graduate courses as well as professional short courses, the text contains exercises of different degrees of difficulty that improve understanding and help apply concepts, principles, and methods in various scenarios of social media mining.
Table of contents
Introduction
Essentials
Graph Essentials
Network Measures
Network Models
Data Mining Essentials
Communities and Interactions
Community Analysis
Information Diffusion in SocialMedia
Applications
Influence and Homophily
Recommendation in Social Media
Behavior Analytics
Pages :
382
Size :
5.0 MB
File type :
PDF
Downloads:
75
Created:
2022-02-03
License:
Open Publication License
Author(s):
Reza Zafarani, Mohammad Ali Abbasi, Huan Liu
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The book is a beautiful introduction to probability theory at the beginning level. The book contains a lot of examples and an easy development of theory without any sacrifice of rigor, keeping the abstraction to a minimal level. It is indeed a valuable addition to the study of probability theory....