MARC details
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02723nam a2200325Ia 4500 |
| 000 - LEADER |
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03774nam a22003495i 4500 |
| 001 - CONTROL NUMBER |
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| control field |
978-3-031-39179-8 |
| 003 - CONTROL NUMBER IDENTIFIER |
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| control field |
DE-He213 |
| 005 - DATE AND TIME OF LATEST TRANSACTION |
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| control field |
20240319121030.0 |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION |
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cr nn 008mamaa |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION |
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230913s2023 sz | s |||| 0|eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER |
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| International Standard Book Number |
9783031391798 |
| -- |
978-3-031-39179-8 |
| 082 ## - DEWEY DECIMAL CLASSIFICATION NUMBER |
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| Classification number |
6.3 |
| 100 ## - MAIN ENTRY--PERSONAL NAME |
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| Personal name |
Shakarian, Paulo. |
| 9 (RLIN) |
35877 |
| 245 ## - TITLE STATEMENT |
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| Title |
Neuro Symbolic Reasoning and Learning |
| Statement of responsibility, etc. |
by Paulo Shakarian, Chitta Baral, Gerardo I. Simari, Bowen Xi, Lahari Pokala. |
| Medium |
[electronic resource] / |
| 250 ## - EDITION STATEMENT |
|---|
| Edition statement |
1st ed. 2023. |
| 260 ## - PUBLICATION, DISTRIBUTION, ETC. |
|---|
| Place of publication, distribution, etc. |
Cham |
| Name of publisher, distributor, etc. |
Springer Nature Switzerland |
| Date of publication, distribution, etc. |
2023 |
| 300 ## - PHYSICAL DESCRIPTION |
|---|
| Extent |
XII, 119 p. 18 illus., 10 illus. in color. |
| Other physical details |
online resource. |
| 520 ## - SUMMARY, ETC. |
|---|
| Summary, etc. |
This book provides a broad overview of the key results and frameworks for various NSAI tasks as well as discussing important application areas. This book also covers neuro symbolic reasoning frameworks such as LNN, LTN, and NeurASP and learning frameworks. This would include differential inductive logic programming, constraint learning and deep symbolic policy learning. Additionally, application areas such a visual question answering and natural language processing are discussed as well as topics such as verification of neural networks and symbol grounding. Detailed algorithmic descriptions, example logic programs, and an online supplement that includes instructional videos and slides provide thorough but concise coverage of this important area of AI. Neuro symbolic artificial intelligence (NSAI) encompasses the combination of deep neural networks with symbolic logic for reasoning and learning tasks. NSAI frameworks are now capable of embedding prior knowledge in deep learning architectures, guiding the learning process with logical constraints, providing symbolic explainability, and using gradient-based approaches to learn logical statements. Several approaches are seeing usage in various application areas. This book is designed for researchers and advanced-level students trying to understand the current landscape of NSAI research as well as those looking to apply NSAI research in areas such as natural language processing and visual question answering. Practitioners who specialize in employing machine learning and AI systems for operational use will find this book useful as well. |
| 650 ## - SUBJECT ADDED ENTRY--TOPICAL TERM |
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| Topical term or geographic name entry element |
Artificial intelligence. |
| 9 (RLIN) |
35878 |
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| Topical term or geographic name entry element |
Artificial Intelligence. |
| 9 (RLIN) |
35879 |
|
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| Topical term or geographic name entry element |
Machine learning. |
| 9 (RLIN) |
35880 |
|
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| Topical term or geographic name entry element |
Machine Learning. |
| 9 (RLIN) |
35881 |
| 700 ## - ADDED ENTRY--PERSONAL NAME |
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| Personal name |
Baral, Chitta. |
| 9 (RLIN) |
35882 |
|
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| Personal name |
Pokala, Lahari. |
| 9 (RLIN) |
35883 |
|
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| Personal name |
Simari, Gerardo I. |
| 9 (RLIN) |
35884 |
|
|---|
| Personal name |
Xi, Bowen. |
| 9 (RLIN) |
35885 |
| 856 ## - ELECTRONIC LOCATION AND ACCESS |
|---|
| Uniform Resource Identifier |
<a href="https://doi.org/10.1007/978-3-031-39179-8">https://doi.org/10.1007/978-3-031-39179-8</a> |
| 942 ## - ADDED ENTRY ELEMENTS (KOHA) |
|---|
| Koha item type |
e-Book |
| Source of classification or shelving scheme |
Dewey Decimal Classification |
