Introduction to formal concept analysis and its applications in information retrieval and related fields
DI Ignatov - Information Retrieval: 8th Russian Summer School …, 2015 - Springer
This paper is a tutorial on Formal Concept Analysis (FCA) and its applications. FCA is an
applied branch of Lattice Theory, a mathematical discipline which enables formalisation of …
applied branch of Lattice Theory, a mathematical discipline which enables formalisation of …
Accessing information with tags: search and ranking
With the growth of the Social Web, a variety of new web-based services arose and changed
the way users interact with the internet and consume information. One central phenomenon …
the way users interact with the internet and consume information. One central phenomenon …
Interpretable concept-based classification with shapley values
DI Ignatov, L Kwuida - Ontologies and Concepts in Mind and Machine …, 2020 - Springer
Among the family of rule-based classification models, there are classifiers based on
conjunctions of binary attributes. For example, JSM-method of automatic reasoning (named …
conjunctions of binary attributes. For example, JSM-method of automatic reasoning (named …
Shapley Values in Classification Problems with Triadic Formal Concept Analysis
The JSM-method is a supervised classification method, used in machine learning. The JSM-
method has recently been used in Triadic Concept Analysis to classify objects. In this paper …
method has recently been used in Triadic Concept Analysis to classify objects. In this paper …