Community Detection and Mining in Social Media by Lei Tang,Huan Liu

By Lei Tang,Huan Liu

The prior decade has witnessed the emergence of participatory internet and social media, bringing humans jointly in lots of artistic methods. hundreds of thousands of clients are enjoying, tagging, operating, and socializing on-line, demonstrating new varieties of collaboration, verbal exchange, and intelligence that have been hardly ever possible only a short while in the past. Social media additionally is helping reshape enterprise versions, sway evaluations and feelings, and opens up a number of chances to review human interplay and collective habit in an remarkable scale. This lecture, from an information mining viewpoint, introduces features of social media, reports consultant projects of computing with social media, and illustrates linked demanding situations. It introduces easy ideas, provides cutting-edge algorithms with easy-to-understand examples, and recommends powerful assessment tools. specifically, we talk about graph-based neighborhood detection ideas and lots of vital extensions that deal with dynamic, heterogeneous networks in social media. We additionally reveal how chanced on styles of groups can be utilized for social media mining. The techniques, algorithms, and strategies provided during this lecture may also help harness the ability of social media and help development socially-intelligent platforms. This ebook is an available creation to the learn of emph{community detection and mining in social media}. it's a necessary interpreting for college kids, researchers, and practitioners in disciplines and purposes the place social media is a key resource of information that piques our interest to appreciate, deal with, innovate, and excel.

This ebook is supported through extra fabrics, together with lecture slides, the entire set of figures, key references, a few toy facts units utilized in the e-book, and the resource code of consultant algorithms. The readers are inspired to go to the e-book site for the most recent information.

Table of Contents: Social Media and Social Computing / Nodes, Ties, and effect / group Detection and assessment / groups in Heterogeneous Networks / Social Media Mining

Show description

Read or Download Community Detection and Mining in Social Media PDF

Similar data mining books

MDX with SSAS 2012 Cookbook

In DetailMDX is the BI commonplace for multidimensional calculations and queries. skillability with this language is vital for the belief of your research prone’ complete strength. MDX is a sublime and strong language, and likewise has a steep studying curve. SQL Server 2012 research providers has brought a brand new BISM tabular version and a brand new formulation language, info research Expressions (DAX).

Clinical Data-Mining: Integrating Practice and Research (Pocket Guide to Social Work Research Methods)

Medical Data-Mining (CDM) comprises the conceptualization, extraction, research, and interpretation of accessible scientific information for perform knowledge-building, scientific decision-making and practitioner mirrored image. based upon the kind of info mined, CDM should be qualitative or quantitative; it truly is mostly retrospective, yet can be meaningfully mixed with unique information assortment.

Fraud Analytics Using Descriptive, Predictive, and Social Network Techniques: A Guide to Data Science for Fraud Detection (Wiley and SAS Business Series)

Discover fraud previous to mitigate loss and stop cascading harm Fraud Analytics utilizing Descriptive, Predictive, and Social community Techniques is an authoritative guidebook for constructing a complete fraud detection analytics resolution. Early detection is a key think about mitigating fraud harm, however it contains extra really good thoughts than detecting fraud on the extra complex levels.

Apache Hive Cookbook

Effortless, hands-on recipes that will help you comprehend Hive and its integration with frameworks which are used generally in latest monstrous facts worldAbout This BookGrasp an entire reference of alternative Hive issues. Get to understand the most recent recipes in improvement in Hive together with CRUD operationsUnderstand Hive internals and integration of Hive with diversified frameworks utilized in modern-day international.

Extra resources for Community Detection and Mining in Social Media

Example text

Download PDF sample

Rated 4.42 of 5 – based on 15 votes