| dc.contributor.author | Srour, F. Jordan | |
| dc.date.accessioned | 2026-01-20T13:44:18Z | |
| dc.date.available | 2026-01-20T13:44:18Z | |
| dc.date.copyright | 2026 | en_US |
| dc.date.issued | 2026 | |
| dc.identifier.uri | http://hdl.handle.net/10725/17516 | |
| dc.description.abstract | This entry describes the value of and methods for using decision trees within the social sciences. An overview of the basic theory behind decision trees coupled with a summary of binary, multi-way, robust, and optimal decision tree algorithms support social scientists in the use of these supervised machine learning tools for both exploratory and predictive analytic contexts. | en_US |
| dc.language.iso | en | en_US |
| dc.publisher | Elsevier Inc. | en_US |
| dc.subject | Decision trees | en_US |
| dc.subject | Algorithmics | en_US |
| dc.subject | Trees (Graph theory) | en_US |
| dc.subject | Machine learning | en_US |
| dc.subject | Regression analysis | en_US |
| dc.title | Decision trees | en_US |
| dc.type | Book / Chapter of a Book | en_US |
| dc.author.school | AKSOB | en_US |
| dc.author.idnumber | 201204645 | en_US |
| dc.author.department | Department of Information Technology And Operations Management | en_US |
| dc.keywords | Predictive analytics | en_US |
| dc.keywords | Supervised machine learning | en_US |
| dc.keywords | White-box models | en_US |
| dc.keywords | Classification and regression trees | en_US |
| dc.keywords | Robust decision trees | en_US |
| dc.description.bibliographiccitations | Includes bibliographical references | en_US |
| dc.identifier.doi | https://doi.org/10.1016/B978-0-443-26629-4.00142-8 | en_US |
| dc.identifier.ctation | Srour, F. J. (Forthcoming). Decision trees. In Encyclopedia of Measurement in Social Sciences, 2nd edition (pp. 1-12). Elsevier. | en_US |
| dc.author.email | jordan.srour@lau.edu.lb | en_US |
| dc.identifier.tou | http://libraries.lau.edu.lb/research/laur/terms-of-use/articles.php | en_US |
| dc.note | Chapter from the book: Encyclopedia of Measurement in Social Sciences, 2nd edition. | en_US |
| dc.publication.date | 2026 | en_US |
| dc.author.affiliation | Lebanese American University | en_US |
| dc.orcid.id2 | https://orcid.org/0000-0001-7623-723X | en_US |