Table of Contents
Machine Learning and Knowledge Discovery for Engineering Systems Health Management
ASHOK N. SRIVASTAVA AND JIAWEI HAN
SECTION I Data-Driven Methods for Systems Health Management
CHAPTER 1 ■ Mining Data Streams: Systems and Algorithms
CHARU C. AGGARWAL AND DEEPAK S. TURAGA
CHAPTER 2 ■ A Tutorial on Bayesian Networks for Systems Health Management
ARTHUR CHOI, LU ZHENG, ADNAN DARWICHE, AND OLE J. MENGSHOEL
CHAPTER 3 ■ Anomaly Detection in a Fleet of Systems
NIKUNJ OZA AND SANTANU DAS
CHAPTER 4 ■ Discriminative Topic Models
HANHUAI SHAN, AMRUDIN AGOVIC, AND ARINDAM BANERJEE
CHAPTER 5 ■ Prognostic Performance Metrics
KAI GOEBEL, ABHINAV SAXENA, SANKALITA ...
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