Descriptive vs. inferential community detection in networks : (Record no. 38448)
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| 000 -LEADER | |
|---|---|
| fixed length control field | 02755nam a2200409 i 4500 |
| 001 - CONTROL NUMBER | |
| control field | CR9781009118897 |
| 003 - CONTROL NUMBER IDENTIFIER | |
| control field | UkCbUP |
| 005 - DATE AND TIME OF LATEST TRANSACTION | |
| control field | 20240508141513.0 |
| 006 - FIXED-LENGTH DATA ELEMENTS--ADDITIONAL MATERIAL CHARACTERISTICS | |
| fixed length control field | m|||||o||d|||||||| |
| 007 - PHYSICAL DESCRIPTION FIXED FIELD--GENERAL INFORMATION | |
| fixed length control field | cr ||||||||||| |
| 008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
| fixed length control field | 230628s2023 enka fob 000|0 eng|d |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| International Standard Book Number | 9781009118897 |
| Qualifying information | ebook |
| Terms of availability | No price |
| 020 ## - INTERNATIONAL STANDARD BOOK NUMBER | |
| Canceled/invalid ISBN | 9781009113007 |
| Qualifying information | paperback |
| Terms of availability | No price |
| 024 7# - OTHER STANDARD IDENTIFIER | |
| Standard number or code | 10.1017/9781009118897 |
| Source of number or code | doi |
| 040 ## - CATALOGING SOURCE | |
| Original cataloging agency | StDuBDS |
| Language of cataloging | eng |
| Transcribing agency | StDuBDS |
| Description conventions | rda |
| -- | pn |
| 050 #4 - LIBRARY OF CONGRESS CALL NUMBER | |
| Classification number | HM741 |
| Item number | .P4 2023 |
| 082 04 - DEWEY DECIMAL CLASSIFICATION NUMBER | |
| Classification number | 302.011 |
| Edition number | 23 |
| 100 1# - MAIN ENTRY--PERSONAL NAME | |
| Personal name | Peixoto, Tiago, |
| Relator term | author. |
| 245 10 - TITLE STATEMENT | |
| Title | Descriptive vs. inferential community detection in networks : |
| Remainder of title | pitfalls, myths and half-truths / |
| Statement of responsibility, etc. | Tiago P. Peixoto. |
| 264 #1 - PRODUCTION, PUBLICATION, DISTRIBUTION, MANUFACTURE, AND COPYRIGHT NOTICE | |
| Place of production, publication, distribution, manufacture | Cambridge : |
| Name of producer, publisher, distributor, manufacturer | Cambridge University Press, |
| Date of production, publication, distribution, manufacture, or copyright notice | 2023. |
| 300 ## - PHYSICAL DESCRIPTION | |
| Extent | 1 online resource (75 pages) : |
| Other physical details | illustrations (black and white, and colour), digital, PDF file(s). |
| 336 ## - CONTENT TYPE | |
| Content type term | text |
| Content type code | txt |
| Source | rdacontent |
| 336 ## - CONTENT TYPE | |
| Content type term | still image |
| Content type code | sti |
| 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 |
| 490 1# - SERIES STATEMENT | |
| Series statement | Cambridge elements. Elements in the structure and dynamics of complex networks, |
| International Standard Serial Number | 2516-5763 |
| 500 ## - GENERAL NOTE | |
| General note | Also issued in print: 2023. |
| 504 ## - BIBLIOGRAPHY, ETC. NOTE | |
| Bibliography, etc. note | Includes bibliographical references. |
| 506 0# - RESTRICTIONS ON ACCESS NOTE | |
| Terms governing access | Open Access. |
| Standardized terminology for access restriction | Unrestricted online access |
| Source of term | star |
| 520 8# - SUMMARY, ETC. | |
| Summary, etc. | Community detection is one of the most important methodological fields of network science, and one which has attracted a significant amount of attention over the past decades. This area deals with the automated division of a network into fundamental building blocks, with the objective of providing a summary of its large-scale structure. Despite its importance and widespread adoption, there is a noticeable gap between what is arguably the state-of-the-art and the methods which are actually used in practice in a variety of fields. The Elements attempts to address this discrepancy by dividing existing methods according to whether they have a 'descriptive' or an 'inferential' goal. While descriptive methods find patterns in networks based on context-dependent notions of community structure, inferential methods articulate a precise generative model, and attempt to fit it to data. In this way, they are able to provide insights into formation mechanisms and separate structure from noise. This title is also available as open access on Cambridge Core. |
| 521 ## - TARGET AUDIENCE NOTE | |
| Target audience note | Specialized. |
| 588 ## - SOURCE OF DESCRIPTION NOTE | |
| Source of description note | Description based on online resource; title from PDF title page (viewed on July 24, 2023). |
| 650 #0 - SUBJECT ADDED ENTRY--TOPICAL TERM | |
| Topical term or geographic name entry element | Social networks |
| General subdivision | Research |
| -- | Methodology. |
| 776 08 - ADDITIONAL PHYSICAL FORM ENTRY | |
| Relationship information | Print version : |
| International Standard Book Number | 9781009113007 |
| 830 #0 - SERIES ADDED ENTRY--UNIFORM TITLE | |
| Uniform title | Cambridge elements. |
| Name of part/section of a work | Elements in the structure and dynamics of complex networks, |
| International Standard Serial Number | 2516-5763. |
| 856 40 - ELECTRONIC LOCATION AND ACCESS | |
| Uniform Resource Identifier | <a href="https://doi.org/10.1017/9781009118897">https://doi.org/10.1017/9781009118897</a> |
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