Perspectives on Logics for Data-driven Reasoning (Record no. 66477)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 04174nam a22005655i 4500 |
| 001 - CONTROL NUMBER | |
| control field | 978-3-031-77892-6 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | DE-He213 |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20251030114928.0 |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr nn 008mamaa |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 250122s2024 sz | s |||| 0|eng d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9783031778926 |
| -- | 978-3-031-77892-6 |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.1007/978-3-031-77892-6 |
| Source of number or code | doi |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | Q174-175.3 |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | B67 |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | PDA |
| Source | bicssc |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | SCI075000 |
| Source | bisacsh |
| 072 #7 - SUBJECT CATEGORY CODE | |
| Subject category code | PDA |
| Source | thema |
| 245 10 - TITLE STATEMENT | |
| Title | Perspectives on Logics for Data-driven Reasoning |
| Medium | [electronic resource] / |
| Statement of responsibility, etc. | edited by Hykel Hosni, Jürgen Landes. |
| 250 ## - EDITION STATEMENT | |
| Edition statement | 1st ed. 2024. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | Cham : |
| Name of producer, publisher, distributor, manufacturer | Springer Nature Switzerland : |
| -- | Imprint: Springer, |
| Date of production, publication, distribution, manufacture, or copyright notice | 2024. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | XIII, 207 p. 13 illus., 6 illus. in color. |
| Other physical details | online resource. |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Content type code | txt |
| Source | rdacontent |
| 337 ## - MEDIA TYPE | |
| Media type term | computer |
| Media type code | c |
| Source | rdamedia |
| 338 ## - CARRIER TYPE | |
| Carrier type term | online resource |
| Carrier type code | cr |
| Source | rdacarrier |
| 347 ## - DIGITAL FILE CHARACTERISTICS | |
| File type | text file |
| Encoding format | |
| Source | rda |
| 490 1# - SERIES STATEMENT | |
| Series statement | Logic, Argumentation & Reasoning, Interdisciplinary Perspectives from the Humanities and Social Sciences, |
| International Standard Serial Number | 2214-9139 ; |
| Volume/sequential designation | 35 |
| 505 0# - FORMATTED CONTENTS NOTE | |
| Formatted contents note | Chapter 1. A note on logic and the methodology of data-driven science (Hosni and Landes) -- Chapter 2. Pure Inductive Logic (Vencovska) -- Chapter 3. Where do we stand on maximal entropy? (Williamson) -- Chapter 4. Probability logic and statistical relational artificial intelligence (Weitkamper) -- Chapter 5. An Overview of the Generalization Problem (Facciuto) -- Chapter 6. The Logic of DNA Identification (Zabell) -- Chapter 7. Reasoning With and About Bias (Manganini and Primiero) -- Chapter 8. Knowledge Representation, Scientific Argumentation and Non-monotonic Logic (Landes et al) -- Chapter 9. Reasoning with Data in the framework of a Quantum Approach to Machine Learning (Chiara et al). |
| 520 ## - SUMMARY, ETC. | |
| Summary, etc. | This book calls for a rethinking of logic as the core methodological tool for scientific reasoning in the context of a steadily increasing emphasis on data-centered science. To do so it provides a state-of-the-art presentation of the role logic can have in making the most of the current opportunities while making explicit the key challenges opened up by the data-driven age of scientific research. Particular attention is given to the following four core fields and applications: Reasoning with correlations (medical, life-science applications); logics for statistical inference (machine learning, and societal applications thereof); reasoning with evidence (defining good evidence); causal reasoning (forensic reasoning). The book collects contributions from key logicians, methodologists and scientists. This multidisciplinary perspective benefits both scientists and logicians interested in data-driven science. Scientists are introduced to logics that go beyond classical and thus are applicable to reasoning with data; Logicians have a change to focus on the potential applications of their methods and techniques to pressing scientific problems. This book is, therefore, of interest to scientists and logicians working on data-centered science. |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | |
| General subdivision | Philosophy. |
| 9 (RLIN) | 63307 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | |
| 9 (RLIN) | 66189 |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | |
| 9 (RLIN) | 65982 |
| 650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | |
| 9 (RLIN) | 68560 |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | |
| 9 (RLIN) | 66189 |
| 650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name as entry element | |
| 9 (RLIN) | 65986 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Hosni, Hykel. |
| Relator term | editor. |
| Relator code | edt |
| -- | http://id.loc.gov/vocabulary/relators/edt |
| 9 (RLIN) | 90377 |
| 700 1# - ADDED ENTRY--PERSONAL NAME | |
| Personal name | Landes, Jürgen. |
| Relator term | editor. |
| Relator code | edt |
| -- | http://id.loc.gov/vocabulary/relators/edt |
| 9 (RLIN) | 90378 |
| 710 2# - ADDED ENTRY--CORPORATE NAME | |
| Corporate name or jurisdiction name as entry element | SpringerLink (Online service) |
| 773 0# - HOST ITEM ENTRY | |
| Title | Springer Nature eBook |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Printed edition: |
| International Standard Book Number | 9783031778919 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Printed edition: |
| International Standard Book Number | 9783031778933 |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Printed edition: |
| International Standard Book Number | 9783031778940 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| Uniform title | Logic, Argumentation & Reasoning, Interdisciplinary Perspectives from the Humanities and Social Sciences, |
| International Standard Serial Number | 2214-9139 ; |
| Volume number/sequential designation | 35 |
| 9 (RLIN) | 90379 |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | <a href="https://doi.org/10.1007/978-3-031-77892-6">https://doi.org/10.1007/978-3-031-77892-6</a> |
| 912 ## - | |
| -- | ZDB-2-REP |
| 912 ## - | |
| -- | ZDB-2-SXPR |
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