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

Complex Data Analytics with Formal Concept Analysis

Rokia Missaoui and Others
    • $139.99
    • $139.99

Publisher Description

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.

GENRE
Computers & Internet
RELEASED
2022
June 29
LANGUAGE
EN
English
LENGTH
285
Pages
PUBLISHER
Springer International Publishing
SELLER
Springer Nature B.V.
SIZE
16.8
MB
Graph-Based Representation and Reasoning Graph-Based Representation and Reasoning
2021
Graph-Based Representation and Reasoning Graph-Based Representation and Reasoning
2018
Ontologies and Concepts in Mind and Machine Ontologies and Concepts in Mind and Machine
2020
Formal Concept Analysis Formal Concept Analysis
2019
The Semantic Web – ISWC 2020 The Semantic Web – ISWC 2020
2020
Rough Sets Rough Sets
2017
Conceptual Knowledge Structures Conceptual Knowledge Structures
2025
Formal Concept Analysis of Social Networks Formal Concept Analysis of Social Networks
2017
Trends in Social Network Analysis Trends in Social Network Analysis
2017
Social Network Analysis - Community Detection and Evolution Social Network Analysis - Community Detection and Evolution
2015