Machine Learning for Dynamic Software Analysis: Potentials and Limits (Record no. 87530)
[ view plain ]
000 -LEADER | |
---|---|
fixed length control field | 03656nam a22005655i 4500 |
001 - CONTROL NUMBER | |
control field | 978-3-319-96562-8 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | DE-He213 |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20240730171336.0 |
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 | 180720s2018 sz | s |||| 0|eng d |
020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
International Standard Book Number | 9783319965628 |
-- | 978-3-319-96562-8 |
024 7# - OTHER STANDARD IDENTIFIER | |
Standard number or code | 10.1007/978-3-319-96562-8 |
Source of number or code | doi |
050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
Classification number | QA76.758 |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | UMZ |
Source | bicssc |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | COM051230 |
Source | bisacsh |
072 #7 - SUBJECT CATEGORY CODE | |
Subject category code | UMZ |
Source | thema |
082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
Classification number | 005.1 |
Edition number | 23 |
245 10 - TITLE STATEMENT | |
Title | Machine Learning for Dynamic Software Analysis: Potentials and Limits |
Medium | [electronic resource] : |
Remainder of title | International Dagstuhl Seminar 16172, Dagstuhl Castle, Germany, April 24-27, 2016, Revised Papers / |
Statement of responsibility, etc. | edited by Amel Bennaceur, Reiner Hähnle, Karl Meinke. |
250 ## - EDITION STATEMENT | |
Edition statement | 1st ed. 2018. |
264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
Place of production, publication, distribution, manufacture | Cham : |
Name of producer, publisher, distributor, manufacturer | Springer International Publishing : |
-- | Imprint: Springer, |
Date of production, publication, distribution, manufacture, or copyright notice | 2018. |
300 ## - PHYSICAL DESCRIPTION | |
Extent | IX, 257 p. 38 illus. |
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 | Programming and Software Engineering, |
International Standard Serial Number | 2945-9168 ; |
Volume/sequential designation | 11026 |
505 0# - FORMATTED CONTENTS NOTE | |
Formatted contents note | Introduction -- Testing and Learning -- Extensions of Automata Learning -- Integrative Approaches. |
520 ## - SUMMARY, ETC. | |
Summary, etc. | Machine learning of software artefacts is an emerging area of interaction between the machine learning and software analysis communities. Increased productivity in software engineering relies on the creation of new adaptive, scalable tools that can analyse large and continuously changing software systems. These require new software analysis techniques based on machine learning, such as learning-based software testing, invariant generation or code synthesis. Machine learning is a powerful paradigm that provides novel approaches to automating the generation of models and other essential software artifacts. This volume originates from a Dagstuhl Seminar entitled "Machine Learning for Dynamic Software Analysis: Potentials and Limits" held in April 2016. The seminar focused on fostering a spirit of collaboration in order to share insights and to expand and strengthen the cross-fertilisation between the machine learning and software analysis communities. The book provides an overview of the machine learning techniques that can be used for software analysis and presents example applications of their use. Besides an introductory chapter, the book is structured into three parts: testing and learning, extension of automata learning, and integrative approaches. |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Software engineering. |
9 (RLIN) | 4138 |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Artificial intelligence. |
9 (RLIN) | 3407 |
650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Computer science. |
9 (RLIN) | 9832 |
650 14 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Software Engineering. |
9 (RLIN) | 4138 |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Artificial Intelligence. |
9 (RLIN) | 3407 |
650 24 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
Topical term or geographic name entry element | Theory of Computation. |
9 (RLIN) | 98148 |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Bennaceur, Amel. |
Relator term | editor. |
Relationship | edt |
-- | http://id.loc.gov/vocabulary/relators/edt |
9 (RLIN) | 98149 |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Hähnle, Reiner. |
Relator term | editor. |
Authority record control number or standard number | (orcid) |
Real World Object URI | 0000-0001-8000-7613 |
Relationship | edt |
-- | http://id.loc.gov/vocabulary/relators/edt |
9 (RLIN) | 98150 |
700 1# - ADDED ENTRY--PERSONAL NAME | |
Personal name | Meinke, Karl. |
Relator term | editor. |
Relationship | edt |
-- | http://id.loc.gov/vocabulary/relators/edt |
9 (RLIN) | 98151 |
710 2# - ADDED ENTRY--CORPORATE NAME | |
Corporate name or jurisdiction name as entry element | SpringerLink (Online service) |
9 (RLIN) | 98152 |
773 0# - HOST ITEM ENTRY | |
Title | Springer Nature eBook |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
Relationship information | Printed edition: |
International Standard Book Number | 9783319965611 |
776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
Relationship information | Printed edition: |
International Standard Book Number | 9783319965635 |
830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
Uniform title | Programming and Software Engineering, |
International Standard Serial Number | 2945-9168 ; |
Volume/sequential designation | 11026 |
9 (RLIN) | 98153 |
856 40 - ELECTRONIC LOCATION AND ACCESS | |
Uniform Resource Identifier | <a href="https://doi.org/10.1007/978-3-319-96562-8">https://doi.org/10.1007/978-3-319-96562-8</a> |
912 ## - | |
-- | ZDB-2-SCS |
912 ## - | |
-- | ZDB-2-SXCS |
912 ## - | |
-- | ZDB-2-LNC |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | eBooks-Lecture Notes in CS |
No items available.