Statistical Analysis of Network Data with applications in Marketing


Objectif

Researchers from a wide range of disciplines, including marketing, are more and more involved with the collection and statistical analysis of network-indexed data, and statistical methods and models are being developed in this area at a furious pace. The goal of this course is to present an overview of the foundations common to the statistical analysis of network data across the disciplines, from a statistical perspective, with an eye towards topics with particular relevance to marketing.

Plan

 Network mapping and characterization
 Network modeling and inference
 Networked experiments
 Network sampling
 Dynamics network processes

Références

Kolaczyk, E.D. (2009). Statistical Analysis of Network Data: Methods and Models. Springer, New York.

Kolaczyk, E.D. and Csardi, G. (2014). Statistical Analysis of Network Data with R. Springer, New York.
Readings from the literature on networks and marketing.