A general framework for constructing and using probabilistic models of complex systems that would enable a computer to use available information for making decisions.
Most tasks require a person or an automated system to reason—to reach conclusions based on available information. The framework of probabilistic graphical models, presented in this book, provides a general approach for this task. The approach is model-based, allowing interpretable models to be constructed and then...
Daphne Koller is Professor in the Department of Computer Science at Stanford University.
Nir Friedman is Professor in the Department of Computer Science and Engineering at Hebrew University.
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