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Mining of Data with Complex Structures by Hadzic, Fedja;Tan, Henry;Dillon, Tharam S is a nonfiction available to read on EtoBox.
What is Mining of Data with Complex Structures about?
Mining of Data with Complex Structures: - Clarifies the type and nature of data with complex structure including sequences, trees and graphs - Provides a detailed background of the state-of-the-art of sequence mining, tree mining and graph mining. - Defines the essential aspects of the tree mining problem: subtree types, support definitions, constraints. - Outlines the implementation issues one needs to consider when developing tree mining algorithms (enumeration strategies, data structures, etc.) - Details the Tree Model Guided (TMG) approach for tree mining and provides the mathematical model for the worst case estimate of complexity of mining ordered induced and embedded subtrees. - Explains the mechanism of the TMG framework for mining ordered/unordered induced/embedded and distance-constrained embedded subtrees. - Provides a detailed comparison of the different tree mining approaches highlighting the characteristics and benefits of each approach. - Overviews the implications and potential applications of tree mining in general knowledge management related tasks, and uses Web, health and bioinformatics related applications as case studies. - Details the extension of the TMG
Who reads Mining of Data with Complex Structures?
It is typically read by self-directed learners exploring a subject in depth.
Common subject areas: history, science, philosophy, social sciences.
- Author
- Hadzic, Fedja;Tan, Henry;Dillon, Tharam S
- Publisher
- Springer-Verlag Berlin Heidelberg
- Published
- 2010
- Language
- EN
- ISBN
- 9781280010033
- Category
- nonfiction
- Subjects
- Mathematics, Engineering, Science
Other editions & translations
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