Causality, Probability, and Time
List Price: $65.00
Publisher: Cambridge University Press
Binding: Trade Cloth
Size: 6.00" wide x 9.75" long x 0.75" tall
Causality is a key part of many fields and facets of life, from finding the relationship between diet and disease to discovering the reason for a particular stock market crash. Despite centuries of work in philosophy and decades of computational research, automated inference and explanation remains an open problem. In particular, the timing and complexity of relationships has been largely ignored even though this information is critically important for prediction, explanation, and intervention. However, given the growing availability of large observational datasets including those from electronic health records and social networks, it is a practical necessity. This book presents a new More...
Samantha Kleinberg is Assistant Professor of Computer Science at Stevens Institute of Technology. She received a PhD in Computer Science and a BA in Computer Science and Physics from New York University.
|A brief history of causality|
|Probability, logic and probabilistic temporal logic|
|A little bit of statistics|
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