Pattern discovery using sequence data mining applications and studies /

• Corporate Author: IGI Global.
• Other Authors: Kumar, Pradeep, 1977-, Radha Krishna, P., Raju, S. Bapi, 1962-
• Format: Electronic
• Language: English
• Published: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), 2011.
• Subjects: Sequential pattern mining.; Sequential processing (Computer science); Classification of biological sequences; Kernel methods; Classification of sequential patterns; Kinase sequence mining; Mining sequential patterns from Weblogs; Mining statistically significant substrings; Pattern discovery; Architecture simulation; Quantization based sequence generation; Reverse nearest neighbor search for multimedia data; Video stream mining for on-road traffic analysis
• Online Access: Chapter PDFs via platform:

"This book provides a comprehensive view of sequence mining techniques, and present current research and case studies in Pattern Discovery in Sequential data authored by researchers and practitioners"--

Table of Contents:

• 1. Applications of pattern discovery using sequential data mining / Manish Gupta and Jiawei Han
• 2. A review of kernel methods based approaches to classification and clustering of sequential patterns, Part I: Sequences of continuous feature vectors / Dileep A. D. Veena T. and C. Chandra Sekhar
• 3. A review of kernel methods based approaches to classification and clustering of sequential patterns, Part II: Sequences of discrete symbols / Dileep A. D. Veena T. and C. Chandra Sekhar
• 4. Mining statistically significant substrings based on the chi-square measure / Sourav Dutta and Arnab Bhattacharya
• 5. Unbalanced sequential data classification using extreme outlier elimination and sampling techniques / T.Maruthi Padmaja, Raju S. Bapi and P. Radha Krishna
• 6. Quantization based sequence generation and subsequence pruning for data mining applications / T. Ravindra Babu, M. Narasimha Murty and S. V. Subrahmanya
• 7. Classification of biological sequences / Pratibha Rani and Vikram Pudi
• 8. Approaches for pattern discovery using sequential data mining / Manish Gupta and Jiawei Han
• 9. Analysis of kinase inhibitors and druggability of kinase-targets using machine learning techniques / S. Prasanthi ... [et al.]
• 10. Identification of genomic islands by pattern discovery / Nita Parekh
• 11. Video stream mining for on-road traffic density analytics / Rudra Narayan Hota, Kishore Jonna and P. Radha Krishna
• 12. Discovering patterns in order to detect weak signals and define new strategies / Anass El Haddadi, Bernard Dousset and Ilham Berrada
• 13. Discovering patterns for architecture simulation by using sequence mining / Pinar Senkul ... [et al.]
• 14. Sequence pattern mining for Web logs / Pradeep Kumar, Raju S. Bapi and P. Radha Krishna.