Complex Data Analytics with Formal Concept Analysis Complex Data Analytics with Formal Concept Analysis

Complex Data Analytics with Formal Concept Analysis

Rokia Missaoui 및 다른 저자
    • US$139.99
    • US$139.99

출판사 설명

FCA is an important formalism that is associated with a variety of research areas such as lattice theory, knowledge representation, data mining, machine learning, and semantic Web. It is successfully exploited in an increasing number of application domains such as software engineering, information retrieval, social network analysis, and bioinformatics. Its mathematical power comes from its concept lattice formalization in which each element in the lattice captures a formal concept while the whole structure represents a conceptual hierarchy that offers browsing, clustering and association rule mining.
Complex data analytics refers to advanced methods and tools for mining and analyzing data with complex structures such as XML/Json data, text and image data, multidimensional data, graphs, sequences and streaming data. It also covers visualization mechanisms used to highlight the discovered knowledge.
This edited book examines a set of important and relevant research directions in complex data management, and updates the  contribution of the FCA community in analyzing complex and large data such as knowledge graphs and interlinked contexts.  For example, Formal Concept Analysis and some of its extensions are exploited, revisited and coupled with recent processing parallel and distributed paradigms to maximize the benefits in analyzing large data.

장르
컴퓨터 및 인터넷
출시일
2022년
6월 29일
언어
EN
영어
길이
285
페이지
출판사
Springer International Publishing
판매자
Springer Nature B.V.
크기
16.8
MB
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