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Lecture notes in data mining [[electronic resource] /] / edited by Michael W. Berry, Murray Browne
| Lecture notes in data mining [[electronic resource] /] / edited by Michael W. Berry, Murray Browne |
| Pubbl/distr/stampa | Hackensack, NJ, : World Scientific, c2006 |
| Descrizione fisica | 1 online resource (238 p.) |
| Disciplina | 005.741 |
| Altri autori (Persone) |
BerryMichael W
BrowneMurray |
| Soggetto topico |
Data mining
Database searching |
| Soggetto genere / forma | Electronic books. |
| ISBN |
1-281-37904-2
9786611379049 981-277-363-0 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
CONTENTS ; Preface ; 1 Point Estimation Algorithms ; 1. Introduction ; 2. Motivation ; 3. Methods of Point Estimation ; 4. Measures of Performance ; 5. Summary ; 2 Applications of Bayes Theorem ; 1. Introduction ; 2. Motivation ; 3. The Bayes Approach for Classification
4. Examples 5. Summary ; 3 Similarity Measures ; 1. Introduction ; 2. Motivation ; 3. Classic Similarity Measures ; 4. Example ; 5. Current Applications ; 6. Summary ; 4 Decision Trees ; 1. Introduction ; 2. Motivation ; 3. Decision Tree Algorithms 4. Example: Classification of University Students 5. Applications of Decision Tree Algorithms ; 6. Summary ; 5 Genetic Algorithms ; 1. Introduction ; 2. Motivation ; 3. Fundamentals ; 4. Example: The Traveling-Salesman ; 5. Current and Future Applications ; 6. Summary 6 Classification: Distance-based Algorithms 1. Introduction ; 2. Motivation ; 3. Distance Functions ; 4. Classification Algorithms ; 5. Current Applications ; 6. Summary ; 7 Decision Tree-based Algorithms ; 1. Introduction ; 2. Motivation ; 3. ID3 ; 4. C4.5 ; 5. C5.0 6. CART 7. Summary ; 8 Covering (Rule-based) Algorithms ; 1. Introduction ; 2. Motivation ; 3. Classification Rules ; 4. Covering (Rule-based) Algorithms ; 5. Applications of Covering Algorithms ; 6. Summary ; 9 Clustering: An Overview ; 1. Introduction ; 2. Motivation 3. The Clustering Process |
| Record Nr. | UNINA-9910451300103321 |
| Hackensack, NJ, : World Scientific, c2006 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Lecture notes in data mining [[electronic resource] /] / edited by Michael W. Berry, Murray Browne
| Lecture notes in data mining [[electronic resource] /] / edited by Michael W. Berry, Murray Browne |
| Pubbl/distr/stampa | Hackensack, NJ, : World Scientific, c2006 |
| Descrizione fisica | 1 online resource (238 p.) |
| Disciplina | 005.741 |
| Altri autori (Persone) |
BerryMichael W
BrowneMurray |
| Soggetto topico |
Data mining
Database searching |
| ISBN |
1-281-37904-2
9786611379049 981-277-363-0 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
CONTENTS ; Preface ; 1 Point Estimation Algorithms ; 1. Introduction ; 2. Motivation ; 3. Methods of Point Estimation ; 4. Measures of Performance ; 5. Summary ; 2 Applications of Bayes Theorem ; 1. Introduction ; 2. Motivation ; 3. The Bayes Approach for Classification
4. Examples 5. Summary ; 3 Similarity Measures ; 1. Introduction ; 2. Motivation ; 3. Classic Similarity Measures ; 4. Example ; 5. Current Applications ; 6. Summary ; 4 Decision Trees ; 1. Introduction ; 2. Motivation ; 3. Decision Tree Algorithms 4. Example: Classification of University Students 5. Applications of Decision Tree Algorithms ; 6. Summary ; 5 Genetic Algorithms ; 1. Introduction ; 2. Motivation ; 3. Fundamentals ; 4. Example: The Traveling-Salesman ; 5. Current and Future Applications ; 6. Summary 6 Classification: Distance-based Algorithms 1. Introduction ; 2. Motivation ; 3. Distance Functions ; 4. Classification Algorithms ; 5. Current Applications ; 6. Summary ; 7 Decision Tree-based Algorithms ; 1. Introduction ; 2. Motivation ; 3. ID3 ; 4. C4.5 ; 5. C5.0 6. CART 7. Summary ; 8 Covering (Rule-based) Algorithms ; 1. Introduction ; 2. Motivation ; 3. Classification Rules ; 4. Covering (Rule-based) Algorithms ; 5. Applications of Covering Algorithms ; 6. Summary ; 9 Clustering: An Overview ; 1. Introduction ; 2. Motivation 3. The Clustering Process |
| Record Nr. | UNINA-9910784988603321 |
| Hackensack, NJ, : World Scientific, c2006 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||