Nouveauté
| Titre : | Introduction to Data Mining |
| Auteurs : | Lal Bechoo, Auteur |
| Type de document : | texte imprimé |
| Editeur : | Toronto Academic Press, 2025 |
| ISBN/ISSN/EAN : | 9781779563626 |
| Format : | 376 p. / ill. / 26 cm |
| Langues: | Anglais |
| Langues originales: | Anglais |
| Index. décimale : | 004 (informatique en général) |
| Catégories : | |
| Mots-clés: | Data Mining ; Data Preprocessing ; Classification ; Clustering ; Association Analysis ; Anomaly Detection ; Pattern Discovery ; Knowledge Extraction ; Big Data ; Data Analytics ; Real-World Examples |
| Résumé : | Introduction to Data Mining by Bechoo Lal provides a thorough and accessible introduction to the fundamental concepts, techniques, and practical applications of data mining in the context of modern data-driven environments. The book begins by explaining the role of data mining as a method for extracting meaningful patterns, knowledge, and insights from large and complex datasets, emphasizing its importance across industries such as business analytics, healthcare, finance, and scientific research. It systematically covers key processes in a data mining workflow, including data preprocessing and cleansing, which prepare raw data for meaningful analysis. The text then explores core analytical techniques such as classification — used to assign items to predefined categories — clustering for discovering natural groupings in data, association analysis that uncovers relationships among variables, and anomaly detection for identifying unusual patterns that may indicate errors or rare events. Throughout the book, theoretical foundations are complemented with practical examples and real-world case studies that illustrate how data mining techniques can be effectively applied to solve actual problems, helping readers build the skills necessary to turn vast amounts of data into actionable insights. |
Exemplaires (1)
| Code-barres | Cote | Support | Localisation | Section | Disponibilité |
|---|---|---|---|---|---|
| 25/231 | 004/2310/1 | Livre | BU Centrale Batna 1 | Deuxième étage : Architecture, sciences et technologies | Disponible |
