Latent Structure and Causality: Inference from Data

by Qing Zhou

Inferring latent structure and causality is crucial for understanding underlying patterns and relationships hidden in the data. This book covers selected models for latent structures and causal networks and inference methods for these models.After an introduction to the EM algorithm on incomplete data, the book provides a detailed coverage of a few widely used latent structure models, including mixture models, hidden Markov models, and stochastic...

• Format: Hardcover
• Language: English
• ISBN: 9811290687
• ISBN13: 9789811290688
• Release Date: February 2025
• Publisher: World Scientific Publishing Company
• Length: 250 Pages