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Pearl: probabilistic reasoning in intelligent systems

Synthesized graphical representations, conditional independence and local propagation methods into a systematic framework for reasoning under uncertainty in intelligent systems.

What is recorded here?

Synthesized graphical representations, conditional independence and local propagation methods into a systematic framework for reasoning under uncertainty in intelligent systems.

Source-linked catalogue note. A detailed explanatory guide has not yet been prepared for this entry.

Scientific scope

The record is Pearl’s sole-author 1988 book. It does not assign every Bayesian-network precursor or later causal-inference result to this volume, and the book’s algorithms retain their stated graph and probability assumptions.

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People and systems

Judea Pearl

The named authors contributed to this scoped work; individual effort shares and later applications are not assigned by the byline.

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Documented countries / regions: United States

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English catalogue narrative

Pearl: probabilistic reasoning in intelligent systems

Synthesized graphical representations, conditional independence and local propagation methods into a systematic framework for reasoning under uncertainty in intelligent systems.

Scientific scope

The record is Pearl’s sole-author 1988 book. It does not assign every Bayesian-network precursor or later causal-inference result to this volume, and the book’s algorithms retain their stated graph and probability assumptions.

Reading status

This is a source-linked WRS catalogue note. A full explanatory guide and independent scientific reconstruction have not been completed for this entry. Read the identified original work for its complete narrative and arguments.

People and systems

Judea Pearl

The named authors contributed to this scoped work; individual effort shares and later applications are not assigned by the byline.

Original sources