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 …

Accessing information with tags: search and ranking

B Navarro Bullock, A Hotho, G Stumme - Social Information Access …, 2018 - Springer
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 …

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 …

Shapley Values in Classification Problems with Triadic Formal Concept Analysis

MW Kemgne, BBK Njionou, L Kwuida… - … Joint Conference on …, 2024 - Springer
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 …