Distributed three-way formal concept analysis for large formal contexts

RK Chunduri, AK Cherukuri - Journal of Parallel and Distributed Computing, 2023 - Elsevier
Three-way concept analysis (3WCA) is a framework based on Formal concept analysis and
three-way decisions is used in the field of knowledge discovery to solve uncertainties in …

Hypar-fca: a distributed framework based on hybrid partitioning for fca

M Packiaraj, S Kailasam - The Journal of Supercomputing, 2022 - Springer
Formal concept analysis (FCA) is a tool for extracting natural clusters from objects and
attributes represented as a binary table. Several parallel and distributed algorithms have …

Incremental construction of three-way concept lattice for knowledge discovery in social networks

F Hao, Y Yang, G Min, V Loia - Information Sciences, 2021 - Elsevier
Three-way concept analysis (3WCA), a combination of three-way decision and formal
concept analysis, is widely used in the field of knowledge discovery. Generally, constructing …

[HTML][HTML] Scalable formal concept analysis algorithms for large datasets using spark

RK Chunduri, AK Cherukuri - Journal of Ambient Intelligence and …, 2019 - Springer
In the process of knowledge discovery and representation in large datasets using formal
concept analysis, complexity plays a major role in identifying the formal concepts and …

Handling high dimensionality contexts in formal concept analysis via binary decision diagrams

SM Neto, LE Zárate, MAJ Song - Information Sciences, 2018 - Elsevier
In recent years, the increasing complexity of real problems has directed the attention of
many types of research, especially those handling large datasets. Formal concept analysis …

Formal concept analysis and concept lattice: Perspectives and challenges

H Yan, C Zou, J Liu, Z Wang - International Journal of …, 2015 - inderscienceonline.com
Formal concept analysis (FCA) is a powerful tool for data mining, ontology research, web
semantic retrieval, software engineering, and knowledge discovery. Concept lattice is the …

Knowledge representation using formal concept analysis: a study on concept generation

CA Kumar, PK Singh - … trends in intelligent computing research and …, 2014 - igi-global.com
Abstract Introduced by Rudolf Wille in the mid-80s, Formal Concept Analysis (FCA) is a
mathematical framework that offers conceptual data analysis and knowledge discovery. FCA …

An efficient algorithm for increasing the granularity levels of attributes in formal concept analysis

L Zou, Z Zhang, J Long - Expert Systems with Applications, 2016 - Elsevier
In the basic setting of formal concept analysis, a many-valued attribute needs to be replaced
with several one-valued attributes. These one-valued attributes can be interpreted as a …

Incremental concept formation made more efficient by the use of associative concepts

S Ferré - 2002 - inria.hal.science
Formal Concept Analysis (FCA) is interested in the formation of concept lattices from binary
relations between objects and attributes, aka contexts. Many algorithms have been …

Bit-Close: a fast incremental concept calculation method

Y Ke, J Li, S Li - Applied Intelligence, 2024 - Springer
Abstract The theory of Formal Concept Analysis (FCA) finds diverse applications in fields like
knowledge extraction, cognitive concept learning and data mining. The construction of a …