Anomaly Detection in Log Files: A Comprehensive Guide - Softcover

Roy Chowdhury, Tathagata

Softcover

ISBN 10: 6207807065 ISBN 13: 9786207807062

Verlag: LAP LAMBERT Academic Publishing, 2024

Inhaltsangabe

"Anomaly Detection in Log Files: A Comprehensive Guide" by Tathagata Roy Chowdhury is an in-depth exploration of the methodologies and techniques used to identify anomalies in log files. This guide delves into the critical role of anomaly detection in enhancing cybersecurity and system monitoring by identifying unusual patterns and behaviors in data that deviate from the norm. The book begins with an introduction to AI and machine learning, providing a solid foundation for understanding the advanced techniques discussed later. Key chapters cover various aspects such as the architecture of distributed database management systems, data collection, data cleaning, and the creation of CSV files. The guide emphasizes the importance of data preparation, visualization, and the use of confusion matrices to evaluate model performance. By offering a detailed review of supervised methods and a thorough analysis of web servers, this book is an invaluable resource for both beginners and advanced practitioners in the field of anomaly detection.

Über diesen Titel

Über die Autorin bzw. den Autor

Tathagata Roy Chowdhury is an Assistant Professor in Computer Science and Engineering with extensive experience in academia and industry. He holds an M.Tech from Calcutta University and has published numerous research papers. Tathagata excels in machine learning, deep learning, and data analysis, and is an authorized Oracle trainer.

Details zur Ausgabe

• Verlag: LAP LAMBERT Academic Publishing
• Erscheinungsdatum: 2024
• Sprache: Englisch
• ISBN 10: 6207807065
• ISBN 13: 9786207807062
• Einband: Taschenbuch
• Anzahl der Seiten: 84
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Edicoes Nosso Conhecimento; customerservice@vdm-vsg.de; ; SIA; Riga; 1039; Litauen