Frequent Pattern Mining

• Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
• Άλλοι συγγραφείς: Aggarwal, Charu C. (Επιμελητής έκδοσης), Han, Jiawei (Επιμελητής έκδοσης)
• Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
• Γλώσσα: English
• Έκδοση: Cham : Springer International Publishing : Imprint: Springer, 2014.
• Θέματα: Computer science.; Database management.; Data mining.; Artificial intelligence.; Pattern recognition.; Biometrics (Biology).; Computer Science.; Data Mining and Knowledge Discovery.; Database Management.; Artificial Intelligence (incl. Robotics).; Pattern Recognition.; Biometrics.

This comprehensive reference consists of 18 chapters from prominent researchers in the field. Each chapter is self-contained, and synthesizes one aspect of frequent pattern mining. An emphasis is placed on simplifying the content, so that students and practitioners can benefit from the book. Each ch...

Πίνακας περιεχομένων:

• An Introduction to Frequent Pattern Mining
• Frequent Pattern Mining Algorithms: A Survey
• Pattern-growth Methods
• Mining Long Patterns
• Interesting Patterns
• Negative Association Rules
• Constraint-based Pattern Mining
• Mining and Using Sets of Patterns through Compression
• Frequent Pattern Mining in Data Streams
• Big Data Frequent Pattern Mining
• Sequential Pattern Mining
• Spatiotemporal Pattern Mining: Algorithms and Applications
• Mining Graph Patterns
• Uncertain Frequent Pattern Mining
• Privacy in Association Rule Mining
• Frequent Pattern Mining Algorithms for Data Clustering
• Supervised Pattern Mining and Applications to Classification
• Applications of Frequent Pattern Mining.