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10/13/2022
Delta-Closure Structure for Studying Data Distribution
In this paper, we revisit pattern mining and study the distribution unde...
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05/05/2022
Experimental Study of Concise Representations of Concepts and Dependencies
In this paper we are interested in studying concise representations of c...
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08/05/2021
Reducing Unintended Bias of ML Models on Tabular and Textual Data
Unintended biases in machine learning (ML) models are among the major co...
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04/20/2021
A Bayesian Convolutional Neural Network for Robust Galaxy Ellipticity Regression
Cosmic shear estimation is an essential scientific goal for large galaxy...
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02/03/2021
A Bayesian Neural Network based on Dropout Regulation
Bayesian Neural Networks (BNN) have recently emerged in the Deep Learnin...
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11/30/2020
Mint: MDL-based approach for Mining INTeresting Numerical Pattern Sets
Pattern mining is well established in data mining research, especially f...
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11/11/2020
Rediscovering alignment relations with Graph Convolutional Networks
Knowledge graphs are concurrently published and edited in the Web of dat...
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11/01/2020
Making ML models fairer through explanations: the case of LimeOut
Algorithmic decisions are now being used on a daily basis, and based on ...
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10/06/2020
Discovery data topology with the closure structure. Theoretical and practical aspects
In this paper, we are revisiting pattern mining and especially itemset m...
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07/17/2020
Tackling scalability issues in mining path patterns from knowledge graphs: a preliminary study
Features mined from knowledge graphs are widely used within multiple kno...
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06/17/2020
LimeOut: An Ensemble Approach To Improve Process Fairness
Artificial Intelligence and Machine Learning are becoming increasingly p...
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02/19/2020
Knowledge Reconciliation of n-ary Relations
In the expanding Semantic Web, an increasing number of sources of data a...
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03/28/2017
Mining Best Closed Itemsets for Projection-antimonotonic Constraints in Polynomial Time
The exponential explosion of the set of patterns is one of the main chal...
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06/02/2015
Fast Generation of Best Interval Patterns for Nonmonotonic Constraints
In pattern mining, the main challenge is the exponential explosion of th...
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04/09/2015
On mining complex sequential data by means of FCA and pattern structures
Nowadays data sets are available in very complex and heterogeneous ways....
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11/24/2011
Revisiting Numerical Pattern Mining with Formal Concept Analysis
In this paper, we investigate the problem of mining numerical data in th...
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11/14/2011