Social Network Based Big Data Analysis and Applications

✍ Scribed by Mehmet Kaya, Jalal Kawash, Suheil Khoury, Min-Yuh Day

• Publisher: Springer International Publishing
• Year: 2018
• Tongue: English
• Leaves: 254
• Series: Lecture Notes in Social Networks
• Edition: 1st ed.
• Category: Library

✦ Synopsis

This book is a timely collection of chapters that present the state of the art within the analysis and application of big data. Working within the broader context of big data, this text focuses on the hot topics of social network modelling and analysis such as online dating recommendations, hiring practices, and subscription-type prediction in mobile phone services.

Manuscripts are expanded versions of the best papers presented at the IEEE/ACM International Conference on Advances in Social Networks Analysis and Mining (ASONAM’2016), which was held in August 2016.

The papers were among the best featured at the meeting and were then improved and extended substantially. Social Network Based Big Data Analysis and Applications will appeal to students and researchers in the field.

✦ Table of Contents

Front Matter ....Pages i-x
Twitter as a Source for Time- and Domain-Dependent Sentiment Lexicons (Nuno Guimarães, Luís Torgo, Álvaro Figueira)....Pages 1-19
Hiding in Plain Sight: The Anatomy of Malicious Pages on Facebook (Prateek Dewan, Shrey Bagroy, Ponnurangam Kumaraguru)....Pages 21-54
Extraction and Analysis of Dynamic Conversational Networks from TV Series (Xavier Bost, Vincent Labatut, Serigne Gueye, Georges Linarès)....Pages 55-84
Diversity and Influence as Key Measures to Assess Candidates for Hiring or Promotion in Academia (Gabriela Jurca, Omar Addam, Jon Rokne, Reda Alhajj)....Pages 85-103
Timelines of Prostate Cancer Biomarkers (Gabriela Jurca, Omar Addam, Jon Rokne, Reda Alhajj)....Pages 105-121
Exploring the Role of Intrinsic Nodal Activation on the Spread of Influence in Complex Networks (Arun V. Sathanur, Mahantesh Halappanavar, Yi Shi, Yalin Sagduyu)....Pages 123-142
Influence and Extension of the Spiral of Silence in Social Networks: A Data-Driven Approach (Yingbo Zhu, Zhenhua Huang, Zhenyu Wang, Linfeng Luo, Shuang Wu)....Pages 143-164
Prepaid or Postpaid? That Is the Question: Novel Methods of Subscription Type Prediction in Mobile Phone Services (Yongjun Liao, Wei Du, Márton Karsai, Carlos Sarraute, Martin Minnoni, Eric Fleury)....Pages 165-181
Dynamic Pattern Detection for Big Data Stream Analytics (Konstantinos F. Xylogiannopoulos, Panagiotis Karampelas, Reda Alhajj)....Pages 183-200
Community-Based Recommendation for Cold-Start Problem: A Case Study of Reciprocal Online Dating Recommendation (Mo Yu, Xiaolong (Luke) Zhang, Dongwon Lee, Derek Kreager)....Pages 201-222
Combining Feature Extraction and Clustering for Better Face Recognition (Salim Afra, Reda Alhajj)....Pages 223-241
Back Matter ....Pages 243-249

✦ Subjects

Social Sciences; Computational Social Sciences; Big Data; Data Mining and Knowledge Discovery; Applications of Graph Theory and Complex Networks