Bayesian Nets and Causality 2024 pdf epub mobi 電子書 下載


Bayesian Nets and Causality

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Bayesian nets are widely used in artificial intelligence as a calculus for causal reasoning, enabling machines to make predictions, perform diagnoses, take decisions and even to discover causal relationships. But many philosophers have criticised and ultimately rejected the central assumption on which such work is based - the Causal Markov Condition. So should Bayesian nets be abandoned? What explains their success in artificial intelligence? This book argues that the Causal Markov Condition holds as a default rule: it often holds but may need to be repealed in the face of counterexamples. Thus Bayesian nets are the right tool to use by default but naively applying them can lead to problems. The book develops a systematic account of causal reasoning and shows how Bayesian nets can be coherently employed to automate the reasoning processes of an artificial agent. The resulting framework for causal reasoning involves not only new algorithms but also new conceptual foundations. Probability and causality are treated as mental notions - part of an agent's belief state.Yet probability and causality are also objective - different agents with the same background knowledge ought to adopt the same or similar probabilistic and causal beliefs. This book, aimed at researchers and graduate students in computer science, mathematics and philosophy, provides a general introduction to these philosophical views as well as an exposition of the computational techniques that they motivate.

Bayesian Nets and Causality 2024 pdf epub mobi 電子書 下載

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Bayesian Nets and Causality 2024 pdf epub mobi 電子書 下載

Bayesian Nets and Causality 2024 pdf epub mobi 電子書 下載

Bayesian Nets and Causality 2024 pdf epub mobi 電子書 下載



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出版者:OUP Oxford
作者:Jon Williamson
出品人:
頁數:252
譯者:
出版時間:2004-12-23
價格:GBP 67.00
裝幀:Hardcover
isbn號碼:9780198530794
叢書系列:

圖書標籤: 因果論  英國  英國  統計學  歐洲  概率論  數學  數學   


Bayesian Nets and Causality 2024 pdf epub mobi 電子書 下載
想要找書就要到 本本書屋
立刻按 ctrl+D收藏本頁
你會得到大驚喜!!

Bayesian Nets and Causality pdf epub mobi 用戶評價

評分

Salmon將因果性視為外在於意識的客觀存在,而Jon在這裏又重返Hume,將因果性視為一種心理狀態(mental notion),以此為人工智能的automatic reasoning辯護……

評分

Salmon將因果性視為外在於意識的客觀存在,而Jon在這裏又重返Hume,將因果性視為一種心理狀態(mental notion),以此為人工智能的automatic reasoning辯護……

評分

Salmon將因果性視為外在於意識的客觀存在,而Jon在這裏又重返Hume,將因果性視為一種心理狀態(mental notion),以此為人工智能的automatic reasoning辯護……

評分

Salmon將因果性視為外在於意識的客觀存在,而Jon在這裏又重返Hume,將因果性視為一種心理狀態(mental notion),以此為人工智能的automatic reasoning辯護……

評分

Salmon將因果性視為外在於意識的客觀存在,而Jon在這裏又重返Hume,將因果性視為一種心理狀態(mental notion),以此為人工智能的automatic reasoning辯護……

Bayesian Nets and Causality 2024 pdf epub mobi 電子書 下載


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