Semantic modeling approach for software vulnerabilities data sources
Data sources describing software security vulnerabilities are commonly used by software
engineers not only increase the security of software systems but also enhance software …
engineers not only increase the security of software systems but also enhance software …
[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 …
to an overpopulated concept lattice. From a computational point of view, a straightforward …
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 …
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 …
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 …
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 …
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 …
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 …
(FCA)(Ganter and Wille 1999) can be applied for analysis of complex data. In the case of …