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Full-Text Articles in Social and Behavioral Sciences
Social Network Analysis: An Introduction With Applications From Literature, Matt Bogard
An introduction to Social Network Analysis tools with applications in viral marketing, social media analytics, epidemiology, homeland security, bioinformatics, student persistence, and technology diffusion.
Empirical Methods-A Review: With An Introduction To Data Mining And Machine Learning, Matt Bogard
This presentation was part of a staff workshop focused on empirical methods and applied research. This includes a basic overview of regression with matrix algebra, maximum likelihood, inference, and model assumptions. Distinctions are made between paradigms related to classical statistical methods and algorithmic approaches. The presentation concludes with a brief discussion of generalization error, data partitioning, decision trees, and neural networks.