Learning with uncertainty / / Xizhao Wang, Junhai Zhai
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| Autore: |
Wang Xizhao
|
| Titolo: |
Learning with uncertainty / / Xizhao Wang, Junhai Zhai
|
| Pubblicazione: | Boca Raton : , : CRC Press, , [2017] |
| ©2017 | |
| Edizione: | 1st ed. |
| Descrizione fisica: | 1 online resource (240 pages) : illustrations, tables |
| Disciplina: | 006.3/1 |
| Soggetto topico: | Machine learning |
| Fuzzy decision making | |
| Decision trees | |
| Persona (resp. second.): | ZhaiJunhai |
| Nota di bibliografia: | Includes bibliographical references and index. |
| Nota di contenuto: | 1. Uncertainty -- 2. Decision tree with uncertainty -- 3. Clustering under uncertainty environment -- 4. Active learning with uncertainty -- 5. Ensemble learning with uncertainty. |
| Sommario/riassunto: | Learning with uncertainty covers a broad range of scenarios in machine learning, this book mainly focuses on: (1) Decision tree learning with uncertainty, (2) Clustering under uncertainty environment, (3) Active learning based on uncertainty criterion, and (4) Ensemble learning in a framework of uncertainty. The book starts with the introduction to uncertainty including randomness, roughness, fuzziness and non-specificity and then comprehensively discusses a number of key issues in learning with uncertainty, such as uncertainty representation in learning, the influence of uncertainty on the performance of learning system, the heuristic design with uncertainty, etc. Most contents of the book are our research results in recent decades. The purpose of this book is to help the readers to understand the impact of uncertainty on learning processes. It comes with many examples to facilitate understanding. The book can be used as reference book or textbook for researcher fellows, senior undergraduates and postgraduates majored in computer science and technology, applied mathematics, automation, electrical engineering, etc. |
| Titolo autorizzato: | Learning with uncertainty |
| ISBN: | 1-315-37069-7 |
| 1-4987-2413-2 | |
| 1-315-35356-3 | |
| Formato: | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione: | Inglese |
| Record Nr.: | 9910153185403321 |
| Lo trovi qui: | Univ. Federico II |
| Opac: | Controlla la disponibilità qui |