Publications

2022

The Effect of Noise Level on the Accuracy of Causal Discovery Methods with Additive Noise Models
Kap, Benjamin; Aleksandrova, Marharyta; Engel, Thomas
in Communications in Computer and Information Science (2022)

2021

SCR-Apriori for Mining ‘Sets of Contrasting Rules’
Aleksandrova, Marharyta; Chertov, Oleg
in Studies in Fuzziness and Soft Computing (2021)

How Nonconformity Functions and Difficulty of Datasets Impact the Efficiency of Conformal Classifiers
Aleksandrova, Marharyta; Chertov, Oleg
in Workshop on Distribution-Free Uncertainty Quantification at ICML 2021 (2021)

𝑘-Pareto Optimality for Many-Objective Genetic Optimization
Ruppert, Jean; Aleksandrova, Marharyta; Engel, Thomas
in GECCO '21: Proceedings of the Genetic and Evolutionary Computation Conference Companion (2021)

Impact of model-agnostic nonconformity functions on efficiency of conformal classifiers: an extensive study
Aleksandrova, Marharyta; Chertov, Oleg
in Proceedings of Machine Learning Research (2021)

Causal Identification with Additive Noise Models: Quantifying the Effect of Noise
Kap, Benjamin; Aleksandrova, Marharyta; Engel, Thomas
in 10èmes Journées Francophones sur les Réseaux Bayésiens et les Modèles Graphiques Probabilistes (JFRB-2021) (2021)

2020

BacAnalytics: A Tool to Support Secondary School Examination in France
Roussanaly, Azim; Aleksandrova, Marharyta; Boyer, Anne
in 25th International Symposium on Intelligent Systems (ISMIS 2020) (2020)

Security and Performance Implications of BGP Rerouting-resistant Guard Selection Algorithms for Tor
Mitseva, Asya; Aleksandrova, Marharyta; Engel, Thomas; Panchenko, Andriy
in Security and Performance Implications of BGP Rerouting-resistant Guard Selection Algorithms for Tor (2020)

2017

Contrast classification rules for mining local differences in medical data
Aleksandrova, Marharyta; Chertov, Oleg; Brun, Armelle; Boyer, Anne
in Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS), 2017 9th IEEE International Conference on (2017)

2016

Sets of Contrasting Rules: A Supervised Descriptive Rule Induction Pattern for Identification of Trigger Factors
Aleksandrova, Marharyta; Brun, Armelle; Chertov, Oleg; Boyer, Anne
in Tools with Artificial Intelligence (ICTAI), 2016 IEEE 28th International Conference on (2016)

Sets of Contrasting Rules to Identify Trigger Factors.
Aleksandrova, Marharyta; Brun, Armelle; Chertov, Oleg; Boyer, Anne
in ECAI (2016)

Identifying representative users in matrix factorization-based recommender systems: application to solving the content-less new item cold-start problem
Aleksandrova, Marharyta; Brun, Armelle; Boyer, Anne; Chertov, Oleg
in Journal of Intelligent Information Systems (2016)

Automatic Identification of Trigger Factors: a Possibility for Chance Discovery
Aleksandrova, Marharyta; Brun, Armelle; Chertov, Oleg; Boyer, Anne
in 2nd European Workshop on Chance Discovery and Data Synthesis (EWCDDS16) (2016)

Prediction of nocturnal hypoglycemia by an aggregation of previously known prediction approaches: proof of concept for clinical application
Tkachenko, Pavlo; Kriukova, Galyna; Aleksandrova, Marharyta; Chertov, Oleg; Renard, Eric; Pereverzyev, Sergei V.
in Computer Methods & Programs in Biomedicine (2016)

2014

Can Latent Features Be Interpreted as Users in Matrix Factorization-Based Recommender Systems?
Brun, Armelle; Aleksandrova, Marharyta; Boyer, Anne
in Proceedings of the 2014 IEEE/WIC/ACM International Joint Conferences on Web Intelligence (WI) and Intelligent Agent Technologies (IAT)-Volume 02 (2014)

Search for user-related features in matrix factorization-based recommender systems
Aleksandrova, Marharyta; Brun, Armelle; Boyer, Anne; Chertov, Oleg
in European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD 2014), PhD Session Proceedings (2014)

2013

Using association rules for searching levers of influence in census data
Chertov, Oleg; Aleksandrova, Marharyta
in Procedia Social and Behavioral Sciences (2013)

Fuzzy clustering with prototype extraction for census data analysis
Chertov, Oleg; Aleksandrova, Marharyta
in Soft Computing: State of the Art Theory and Novel Applications (2013)

2010

Group methods of data processing
Chertov, Oleg; Tavrov, Dan; Pavlov, Dmytro; Aleksandrova, Marharyta; Volodymyr, Malchikov
in Book (2010)