Название: Computational Intelligence for Network Structure Analytics Автор: Maoguo Gong and Yu Lei Издательство: Springer Год: 2017 Формат: PDF Размер: 12 Мб Язык: английский / English
This book presents the latest research advances in complex network structure analytics based on computational intelligence (CI) approaches, particularly evolutionary optimization. Most if not all network issues are actually optimization problems, which are mostly NP-hard and challenge conventional optimization techniques. To effectively and efficiently solve these hard optimization problems, CI based network structure analytics offer significant advantages over conventional network analytics techniques.
Meanwhile, using CI techniques may facilitate smart decision making by providing multiple options to choose from, while conventional methods can only offer a decision maker a single suggestion. In addition, CI based network structure analytics can greatly facilitate network modeling and analysis. And employing CI techniques to resolve network issues is likely to inspire other fields of study such as recommender systems, system biology, etc., which will in turn expand CI’s scope and applications.
As a comprehensive text, the book covers a range of key topics, including network community discovery, evolutionary optimization, network structure balance analytics, network robustness analytics, community-based personalized recommendation, influence maximization, and biological network alignment.
Offering a rich blend of theory and practice, the book is suitable for students, researchers and practitioners interested in network analytics and computational intelligence, both as a textbook and as a reference work.
Big Data Analytics: A Social Network Approach Название: Big Data Analytics: A Social Network Approach Автор: Mrutyunjaya Panda, Ajith Abraham Издательство: CRC Press ISBN: 1138082163 Год: 2018...
Natural Computing for Unsupervised Learning Название: Natural Computing for Unsupervised Learning Автор: Xiangtao Li Издательство: Springer Год: 2019 Страниц: 273 Формат: PDF, EPUB Размер: 31...
Навигация
Вход на сайт
Реклама
Computational Intelligence for Network Structure Analytics 
