- Book: Mining Human Mobility in Location-Based Social Networks - Jul 30, 2015.
This book takes a data mining perspective to offer an overview of studying human mobility in location-based social networks (LBSN) and illuminate a wide range of related computational tasks. It also highlights what are the unique characteristics and research opportunities of LBSN data.
Book, Huan Liu, Mobility, Morgan & Claypool
- New Book: Mining Latent Entity Structures - Jul 21, 2015.
This collection investigate the principles and methodologies of mining latent entity structures from massive unstructured and interconnected data. We propose a text-rich information network model for modeling data in many different domains.
Book, Jiawei Han, Latent Entity Structures, Morgan & Claypool, Topic Modeling
- Book: Probabilistic Approaches to Recommendations - Jul 28, 2014.
Learn about the challenges of the recommendation problem and common probabilistic solutions to it, then dive into state of the art techniques in Probabilistic Approaches to Recommendation.
Book, Morgan & Claypool, Recommendations, Recommender Systems
- Outlier Detection for Temporal Data - May 22, 2014.
Outlier Detection for Temporal Data covers topics in temporal outlier detection, which have applications in numerous fields. It starts with the basic topics then moves on to state of the art techniques in the field.
Anomaly Detection, Book, Charu Aggarwal, Jiawei Han, Morgan & Claypool, Outliers, Temporal Data
