Optimization and Machine Learning Based Single Document Extractive Summarization (Paperback)
Language: English
Published by Pippet Sky, 2026
- Softcover
- New
Seller: CitiRetail, Stevenage, United KingdomCitiRetail
AbeBooks seller since June 29, 2022
Condition: New
£ 24.49
Quantity: 1 available
Add to basketItem description from seller
Paperback. Automatic text summarization is an important area of natural language processing, information retrieval, and artificial intelligence, particularly as the volume of digitally available text continues to expand. Optimization and Machine Learning-Based Single-Document Extractive Summarization provides a focused technical examination of computational approaches for identifying and selecting informative sentences from a single document. The book connects extractive summarization, machine learning, optimization, natural language processing, feature engineering, and text analysis within a structured computational framework.The book introduces the fundamental principles of automatic text summarization and distinguishes extractive approaches from other forms of summarization. Extractive summarization focuses on selecting important sentences or textual units from an original document while preserving their original wording. This approach requires computational methods capable of assessing sentence importance, relevance, redundancy, and relationships within the source document.A central focus is placed on feature-based analysis for single-document summarization. Textual features can provide useful information for estimating the relative importance of individual sentences. The book discusses concepts such as sentence position, term frequency, word distribution, sentence length, keyword occurrence, semantic relevance, cohesion, and other measurable characteristics that can contribute to sentence ranking and selection. Optimization and Machine Learning-Based Single-Document Extractive Summarization examines computational methods for selecting informative sentences from individual documents. This item is printed on demand. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.…
Seller Inventory # 9798240808401
- Title
- Optimization and Machine Learning Based Single Document Extractive Summarization (Paperback)
- Author
- Maddur Mami
- Publisher
- Pippet Sky
- Publication year
- 2026
- Condition
- new
- Binding
- Paperback
- Language
- English
- ISBN 13
- 9798240808401
Automatic text summarization is an important area of natural language processing, information retrieval, and artificial intelligence, particularly as the volume of digitally available text continues to expand. Optimization and Machine Learning-Based Single-Document Extractive Summarization provides a focused technical examination of computational approaches for identifying and selecting informative sentences from a single document. The book connects extractive summarization, machine learning, optimization, natural language processing, feature engineering, and text analysis within a structured computational framework.
The book introduces the fundamental principles of automatic text summarization and distinguishes extractive approaches from other forms of summarization. Extractive summarization focuses on selecting important sentences or textual units from an original document while preserving their original wording. This approach requires computational methods capable of assessing sentence importance, relevance, redundancy, and relationships within the source document.
A central focus is placed on feature-based analysis for single-document summarization. Textual features can provide useful information for estimating the relative importance of individual sentences. The book discusses concepts such as sentence position, term frequency, word distribution, sentence length, keyword occurrence, semantic relevance, cohesion, and other measurable characteristics that can contribute to sentence ranking and selection.
"Synopsis" may belong to another edition of this title.
CitiRetail
Stevenage, United Kingdom
AbeBooks seller since June 29, 2022
Shipping rates from United Kingdom to U.S.A.
| Item | 7 to 14 business days | 7 to 60 business days |
|---|---|---|
| First item | £ 37.00 | £ 37.00 |
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