Items related to Artificial Intelligence and Causal Inference (Chapman...

Artificial Intelligence and Causal Inference (Chapman & Hall/CRC Machine Learning & Pattern Recognition) - Softcover

 
9781032193281: Artificial Intelligence and Causal Inference (Chapman & Hall/CRC Machine Learning & Pattern Recognition)

Synopsis

Artificial Intelligence and Causal Inference address the recent development of relationships between artificial intelligence (AI) and causal inference. Despite significant progress in AI, a great challenge in AI development we are still facing is to understand mechanism underlying intelligence, including reasoning, planning and imagination. Understanding, transfer and generalization are major principles that give rise intelligence. One of a key component for understanding is causal inference. Causal inference includes intervention, domain shift learning, temporal structure and counterfactual thinking as major concepts to understand causation and reasoning. Unfortunately, these essential components of the causality are often overlooked by machine learning, which leads to some failure of the deep learning. AI and causal inference involve (1) using AI techniques as major tools for causal analysis and (2) applying the causal concepts and causal analysis methods to solving AI problems. The purpose of this book is to fill the gap between the AI and modern causal analysis for further facilitating the AI revolution. This book is ideal for graduate students and researchers in AI, data science, causal inference, statistics, genomics, bioinformatics and precision medicine.

Key Features:

  • Cover three types of neural networks, formulate deep learning as an optimal control problem and use Pontryagin’s Maximum Principle for network training.
  • Deep learning for nonlinear mediation and instrumental variable causal analysis.
  • Construction of causal networks is formulated as a continuous optimization problem.
  • Transformer and attention are used to encode-decode graphics. RL is used to infer large causal networks.
  • Use VAE, GAN, neural differential equations, recurrent neural network (RNN) and RL to estimate counterfactual outcomes.
  • AI-based methods for estimation of individualized treatment effect in the presence of network interference.

"synopsis" may belong to another edition of this title.

About the Author

Momiao Xiong, is a professor in the Department of Biostatistics and Data Science, University of Texas School of Public Health, and a regular member in the Genetics & Epigenetics (G&E) Graduate Program at The University of Texas MD Anderson Cancer Center, UTHealth Graduate School of Biomedical Science. His interests are artificial intelligence, causal inference, bioinformatics and genomics.

"About this title" may belong to another edition of this title.

Buy Used

Condition: As New
Unread book in perfect condition...
View this item

£ 1.96 shipping within U.S.A.

Destination, rates & speeds

Other Popular Editions of the Same Title

9780367859404: Artificial Intelligence and Causal Inference (Chapman & Hall/CRC Machine Learning & Pattern Recognition)

Featured Edition

ISBN 10:  0367859408 ISBN 13:  9780367859404
Publisher: Chapman and Hall/CRC, 2022
Hardcover

Search results for Artificial Intelligence and Causal Inference (Chapman...

Stock Image

Xiong, Momiao
Published by Chapman and Hall/CRC, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
New Softcover

Seller: Best Price, Torrance, CA, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. SUPER FAST SHIPPING. Seller Inventory # 9781032193281

Contact seller

Buy New

£ 45.76
Convert currency
Shipping: £ 5.91
Within U.S.A.
Destination, rates & speeds

Quantity: 2 available

Add to basket

Stock Image

Xiong, Momiao
Published by Chapman and Hall/CRC, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
New Softcover

Seller: GreatBookPrices, Columbia, MD, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # 47619629-n

Contact seller

Buy New

£ 49.83
Convert currency
Shipping: £ 1.96
Within U.S.A.
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Xiong, Momiao
Published by Chapman and Hall/CRC, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
New Softcover

Seller: Majestic Books, Hounslow, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. Seller Inventory # 398668549

Contact seller

Buy New

£ 52.32
Convert currency
Shipping: £ 6.50
From United Kingdom to U.S.A.
Destination, rates & speeds

Quantity: 3 available

Add to basket

Stock Image

Xiong, Momiao
Published by Chapman and Hall/CRC, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
Used Softcover

Seller: GreatBookPrices, Columbia, MD, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: As New. Unread book in perfect condition. Seller Inventory # 47619629

Contact seller

Buy Used

£ 58.10
Convert currency
Shipping: £ 1.96
Within U.S.A.
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Xiong, Momiao
Published by Chapman and Hall/CRC, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
New Softcover

Seller: Books Puddle, New York, NY, U.S.A.

Seller rating 4 out of 5 stars 4-star rating, Learn more about seller ratings

Condition: New. First edition Includes bibliographical references and index. Seller Inventory # 26397708506

Contact seller

Buy New

£ 57.73
Convert currency
Shipping: £ 2.96
Within U.S.A.
Destination, rates & speeds

Quantity: 4 available

Add to basket

Stock Image

Momiao Xiong
Published by Taylor & Francis Ltd, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
New Paperback

Seller: Grand Eagle Retail, Mason, OH, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Paperback. Condition: new. Paperback. Artificial Intelligence and Causal Inference address the recent development of relationships between artificial intelligence (AI) and causal inference. Despite significant progress in AI, a great challenge in AI development we are still facing is to understand mechanism underlying intelligence, including reasoning, planning and imagination. Understanding, transfer and generalization are major principles that give rise intelligence. One of a key component for understanding is causal inference. Causal inference includes intervention, domain shift learning, temporal structure and counterfactual thinking as major concepts to understand causation and reasoning. Unfortunately, these essential components of the causality are often overlooked by machine learning, which leads to some failure of the deep learning. AI and causal inference involve (1) using AI techniques as major tools for causal analysis and (2) applying the causal concepts and causal analysis methods to solving AI problems. The purpose of this book is to fill the gap between the AI and modern causal analysis for further facilitating the AI revolution. This book is ideal for graduate students and researchers in AI, data science, causal inference, statistics, genomics, bioinformatics and precision medicine. Key Features:Cover three types of neural networks, formulate deep learning as an optimal control problem and use Pontryagins Maximum Principle for network training.Deep learning for nonlinear mediation and instrumental variable causal analysis.Construction of causal networks is formulated as a continuous optimization problem.Transformer and attention are used to encode-decode graphics. RL is used to infer large causal networks.Use VAE, GAN, neural differential equations, recurrent neural network (RNN) and RL to estimate counterfactual outcomes.AI-based methods for estimation of individualized treatment effect in the presence of network interference. Artificial Intelligence and Causal Inference address the recent development of relationships between artificial intelligence (AI) and causal inference. Despite significant progress in AI, a great challenge in AI development we are still facing is to understand mechanism underlying intelligence, including reasoning, planning and imagination. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Seller Inventory # 9781032193281

Contact seller

Buy New

£ 61.39
Convert currency
Shipping: FREE
Within U.S.A.
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Momiao Xiong
Published by CRC Press, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
New PAP
Print on Demand

Seller: PBShop.store UK, Fairford, GLOS, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

PAP. Condition: New. New Book. Delivered from our UK warehouse in 4 to 14 business days. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9781032193281

Contact seller

Buy New

£ 57.34
Convert currency
Shipping: £ 6.76
From United Kingdom to U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Momiao Xiong
Published by Taylor & Francis Ltd, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
New Paperback / softback

Seller: THE SAINT BOOKSTORE, Southport, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Paperback / softback. Condition: New. New copy - Usually dispatched within 4 working days. 920. Seller Inventory # B9781032193281

Contact seller

Buy New

£ 48.72
Convert currency
Shipping: £ 15.95
From United Kingdom to U.S.A.
Destination, rates & speeds

Quantity: 1 available

Add to basket

Stock Image

Momiao Xiong
Published by CRC Press, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
New PAP
Print on Demand

Seller: PBShop.store US, Wood Dale, IL, U.S.A.

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

PAP. Condition: New. New Book. Shipped from UK. THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Seller Inventory # L0-9781032193281

Contact seller

Buy New

£ 64.67
Convert currency
Shipping: FREE
Within U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

Stock Image

Xiong, Momiao
Published by Chapman and Hall/CRC, 2024
ISBN 10: 103219328X ISBN 13: 9781032193281
New Softcover

Seller: Ria Christie Collections, Uxbridge, United Kingdom

Seller rating 5 out of 5 stars 5-star rating, Learn more about seller ratings

Condition: New. In. Seller Inventory # ria9781032193281_new

Contact seller

Buy New

£ 54.75
Convert currency
Shipping: £ 11.98
From United Kingdom to U.S.A.
Destination, rates & speeds

Quantity: Over 20 available

Add to basket

There are 9 more copies of this book

View all search results for this book