Event mining : theory, algorithms, and applications /: theory, algorithms, and applications. (2014)

• Record Type: Book
• Further Information: Note: Edited by Tao Li, Chang-shing Perng.
• Editors: Li, Tao; Perng, Chang-shing
• Contents: Introduction; Tao Li; Data-Driven System Management; Overview of the Book; Content of the Book; Conclusion Event Generation and System Monitoring; Event Generation: From Logs to Events; Liang Tang and Tao Li; Chapter Overview; Log Parser; Log Message Classification; Log Message Clustering; Tree Structure-Based Clustering; Message Signature-Based Event Generation; Summary Optimizing System Monitoring Configurations; Liang Tang and Tao Li; Chapter Overview; Automatic Monitoring; Eliminating False Positive; Eliminating False Negative; Evaluation; Summary Pattern Discovery and Summarization ; Event Pattern Mining; Chunqiu Zeng and Tao Li; Introduction; Sequential Pattern; Fully Dependent Pattern; Partially Periodic Dependent Pattern; Mutually Dependent Pattern; T-Pattern ; Frequent Episode; Event Burst; Rare Event; Correlated Pattern between Time Series and Event; A Case Study; Conclusion Mining Time Lags; Chunqiu Zeng, Liang Tang, and Tao Li; Introduction; Nonparametric Method; Parametric Method; Empirical Studies; Summary Log Event Summarization; Yexi Jiang and Tao Li; Introduction; Summarizing with Frequency Changing; Summarizing with Temporal Dynamics; Facilitating the Summarization Tasks; Summary Applications ; Data-Driven Applications in System Management; Wubai Zhou, Chunqiu Zeng, Liang Tang, and Tao Li; System Diagnosis; Searching Similar Sequential Textual Event Segments; Hierarchical Multi-Label Ticket Classification; Tickets Resolution Recommendation; Summary Social Media Event Summarization Using Twitter Streams; Chao Shen and Tao Li; Introduction; Problem Formulation; Tweet Context Analysis; Sub-Event Detection Methods; Multi-Tweet Summarization; Experiments; Conclusion and Future Work A Glossary appears at the end of each chapter.
• Edition: 1st
• Publisher Details: Boca Raton : Chapman & Hall/CRC
• Publication Date: 2014
• Extent: 1 online resource, illustrations (black and white)
• Subjects: 006.312; Data mining
• Languages: English
• ISBNs: 9781466568594
• Related ISBNs: 9781466568570
• Notes: Note: Description based on CIP data; item not viewed.
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