Advances in concept lattice and its application
Yuchang Lu
Abstract
Yuchang Lu
Abstract
Concept Lattice is a powerful tool for data analysis, which reveals the generalization/specification relationships between concepts in a vivid and concise way by a Hasse diagram. A concept lattice is built from data sets through the process of concept clustering. The concept lattice can be used in many other machine learning tasks, such as classification or association rule mining. This paper first introduced basic notions of concept lattice, then discussed several lattice construction methods and corresponding rule extraction algorithms and applications. Several concept lattice based systems were outlined briefly. This paper also describes topics such as lattice pruning and the relationship between concept lattice and rough sets.
OpenAlex reports 27 citations for this work. Citation counts describe recorded attention and do not establish research quality.
A contribution statement is not available in the OpenAlex record.
Method details are not available in the OpenAlex metadata.
Findings are not separately available in the OpenAlex metadata.
Limitations are not available in the OpenAlex metadata.
Application details are not available in the OpenAlex metadata.
Concept Lattice is a powerful tool for data analysis, which reveals the generalization/specification relationships between concepts in a vivid and concise way by a Hasse diagram. A concept lattice is built from data sets through the process of concept clustering. The concept lattice can be used in many other machine learning tasks, such as classification or association rule mining. This paper first introduced basic notions of concept lattice, then discussed several lattice construction methods and corresponding rule extraction algorithms and applications. Several concept lattice based systems were outlined briefly. This paper also describes topics such as lattice pruning and the relationship between concept lattice and rough sets.
Key concepts: Lattice Miner, Hasse diagram, Lattice (music), Formal concept analysis, Association rule learning, Computer science, Cluster analysis, Map of lattices