[PDF][PDF] Recovering Noisy Contexts with Probabilistic Formal Concepts.

VV Martynovich, EE Vityaev - SCAKD@ CLA, 2016 - researchgate.net
The uncertainty in the environment typically generates noisy concept alternatives and leads
to an overpopulated concept lattice. From a computational point of view, a straightforward …

Semantic modeling approach for software vulnerabilities data sources

SS Alqahtani, J Rilling - … on Privacy, Security and Trust (PST), 2019 - ieeexplore.ieee.org
Data sources describing software security vulnerabilities are commonly used by software
engineers not only increase the security of software systems but also enhance software …

Formal concept analysis and pattern structures for mining structured data

A Buzmakov - 2015 - inria.hal.science
Nowadays, more and more data of different kinds is becoming available. Various datasets
contain valuable information that could help to solve many practical problems or to lead to a …

[PDF][PDF] Formalization of “Natural” Classification and “Natural” Concepts by Probabilistic Generalization of Formal Concepts Analysis

EE Vityaeva, V Degtiarevb, B Pakb… - CEUR Workshop …, 2020 - math.nsc.ru
In the previous works, a probabilistic generalization of the formal concepts analysis was
developed. This generalization is induced by the problem of formal concepts determining …

Explainable rule-based clustering based on cyclic probabilistic causal models

EE Vityaev, B Pak - 2020 24th International Conference …, 2020 - ieeexplore.ieee.org
Discovering and visualizing data clusters is an important AI/ML and visual knowledge
discovery task. This paper proposes a new data clustering approach inspired by the concept …

Transparent Clustering with Cyclic Probabilistic Causal Models

EE Vityaev, B Pak - Integrating Artificial Intelligence and Visualization for …, 2022 - Springer
In the previous work data clusters where discovered and visualized by causal models, used
in cognitive science. Centers of clusters are presented by prototypes of clusters, formed by …

[PDF][PDF] Evaluation metrics

R Veroneze, FJ Von Zuben - dca.fee.unicamp.br
• There are basically three ways of evaluating a biclustering solution: 1. External evaluation:
can be performed when a reference solution is known (eg, in experiments with synthetic …

[PDF][PDF] Analyse formelle de concepts et structures de patrons pour la fouille de données structurées

A Buzmakov - 2015 - docnum.univ-lorraine.fr
In this part of the manuscript we discuss how standard Formal Concept Analysis
(FCA)(Ganter and Wille 1999) can be applied for analysis of complex data. In the case of …