Koen Vanhoof

Orcid: 0000-0001-7084-4223

According to our database1, Koen Vanhoof authored at least 143 papers between 1994 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

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Bibliography

2023
Fuzzy Cognitive Map-Driven Comprehensive Time-Series Classification.
IEEE Trans. Cybern., 2023

Compatibility of Fairness Metrics with EU Non-Discrimination Laws: Demographic Parity & Conditional Demographic Disparity.
CoRR, 2023

Measuring Implicit Bias Using SHAP Feature Importance and Fuzzy Cognitive Maps.
CoRR, 2023

Weighted t-Distributed Stochastic Neighbor Embedding for Projection-Based Clustering.
Proceedings of the Progress in Artificial Intelligence and Pattern Recognition, 2023

Compatibility of Fairness Metrics With EU Non-Discrimination Law: A Legal and Technical Case Study.
Proceedings of the 2nd European Workshop on Algorithmic Fairness, 2023

Métriques d'équité en Apprentissage Automatique et droit de l'Union Europénne en matière de non-discrimination.
Proceedings of the Conférence Nationale en Intelligence Artificielle, 2023

2022
Evaluating time series similarity using concept-based models.
Knowl. Based Syst., 2022

Online learning of windmill time series using Long Short-term Cognitive Networks.
Expert Syst. Appl., 2022

Skipped Nonsynaptic Backpropagation for Interval-valued Long-term Cognitive Networks.
Proceedings of the Advances in Computational Intelligence, 2022

Explanation of Multi-Label Neural Networks with Layer-Wise Relevance Propagation.
Proceedings of the International Joint Conference on Neural Networks, 2022

2021
Unveiling the Dynamic Behavior of Fuzzy Cognitive Maps.
IEEE Trans. Fuzzy Syst., 2021

Construction and Supervised Learning of Long-Term Grey Cognitive Networks.
IEEE Trans. Cybern., 2021

Data quality measures based on granular computing for multi-label classification.
Inf. Sci., 2021

Natural language techniques supporting decision modelers.
Data Min. Knowl. Discov., 2021

Measuring Wind Turbine Health Using Drifting Concepts.
CoRR, 2021

Layer-Wise Relevance Propagation in Multi-label Neural Networks to Identify COVID-19 Associated Coinfections.
Proceedings of the Progress in Artificial Intelligence and Pattern Recognition, 2021

Best Next Preference Prediction Based on LSTM and Multi-level Interactions.
Proceedings of the Intelligent Systems and Applications, 2021

Nonsynaptic Backpropagation Learning of Interval-valued Long-term Cognitive Networks.
Proceedings of the International Joint Conference on Neural Networks, 2021

2020
Nonsynaptic Error Backpropagation in Long-Term Cognitive Networks.
IEEE Trans. Neural Networks Learn. Syst., 2020

Deterministic learning of hybrid Fuzzy Cognitive Maps and network reduction approaches.
Neural Networks, 2020

Deep neural network to extract high-level features and labels in multi-label classification problems.
Neurocomputing, 2020

Pseudoinverse learning of Fuzzy Cognitive Maps for multivariate time series forecasting.
Appl. Soft Comput., 2020

Rough Net Approach for Community Detection Analysis in Complex Networks.
Proceedings of the Rough Sets - International Joint Conference, 2020

On the Behavior of Fuzzy Grey Cognitive Maps.
Proceedings of the Rough Sets - International Joint Conference, 2020

Feature and Label Association Based on Granulation Entropy for Deep Neural Networks.
Proceedings of the Rough Sets - International Joint Conference, 2020

Outliers Detection in Multi-label Datasets.
Proceedings of the Advances in Soft Computing, 2020

A Fuzzy Cognitive Map Approach to Investigate the Sustainability of the Social Security System in Jordan.
Proceedings of the 22nd International Conference on Enterprise Information Systems, 2020

From Undirected Structures to Directed Graphical Lasso Fuzzy Cognitive Maps using Ranking-based Approaches.
Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020

Retrieving Sparser Fuzzy Cognitive Maps Directly from Categorical Ordinal Dataset using the Graphical Lasso Models and the MAX-threshold Algorithm.
Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020

Customer Interaction Networks Based on Multiple Instance Similarities.
Proceedings of the Business Information Systems - 23rd International Conference, 2020

2019
Short-term cognitive networks, flexible reasoning and nonsynaptic learning.
Neural Networks, 2019

bupaR: Enabling reproducible business process analysis.
Knowl. Based Syst., 2019

A review on methods and software for fuzzy cognitive maps.
Artif. Intell. Rev., 2019

A Preliminary Study on Symbolic Fuzzy Cognitive Maps for Pattern Classification.
Proceedings of the Applied Computer Sciences in Engineering, 2019

Methods to Edit Multi-label Training Sets Using Rough Sets Theory.
Proceedings of the Rough Sets - International Joint Conference, 2019

Fuzzy Cognitive Modeling: Theoretical and Practical Considerations.
Proceedings of the Intelligent Decision Technologies 2019, 2019

Synaptic Learning of Long-Term Cognitive Networks with Inputs.
Proceedings of the International Joint Conference on Neural Networks, 2019

Fuzzy-Rough Cognitive Networks: Building Blocks and Their Contribution to Performance.
Proceedings of the 18th IEEE International Conference On Machine Learning And Applications, 2019

Prototypes Generation from Multi-label Datasets Based on Granular Computing.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2019

Reduction Methods for Multi-Label Datasets Based on Granular Computing.
Proceedings of the 31st Benelux Conference on Artificial Intelligence (BNAIC 2019) and the 28th Belgian Dutch Conference on Machine Learning (Benelearn 2019), 2019

2018
On the Accuracy-Convergence Tradeoff in Sigmoid Fuzzy Cognitive Maps.
IEEE Trans. Fuzzy Syst., 2018

Fuzzy-Rough Cognitive Networks.
Neural Networks, 2018

FCM Expert: Software Tool for Scenario Analysis and Pattern Classification Based on Fuzzy Cognitive Maps.
Int. J. Artif. Intell. Tools, 2018

Expanding MLkNN Using Extended Rough Set Theory.
Proceedings of the Progress in Artificial Intelligence and Pattern Recognition, 2018

Customer Segmentation Using Multiple Instance Clustering and Purchasing Behaviors.
Proceedings of the Progress in Artificial Intelligence and Pattern Recognition, 2018

Performance Analysis of Granular versus Traditional Neural Network Classifiers: Preliminary Results.
Proceedings of the IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications, 2018

2017
Learning and Convergence of Fuzzy Cognitive Maps Used in Pattern Recognition.
Neural Process. Lett., 2017

A model to improve management of banking customers.
Ind. Manag. Data Syst., 2017

Weighted aggregation of partial rankings using Ant Colony Optimization.
Neurocomputing, 2017

Rough cognitive ensembles.
Int. J. Approx. Reason., 2017

Retrieving batch organisation of work insights from event logs.
Decis. Support Syst., 2017

Fuzzy Cognitive Maps Reasoning with Words Based on Triangular Fuzzy Numbers.
Proceedings of the Advances in Soft Computing, 2017

Fuzzy Cognitive Maps Employing ARIMA Components for Time Series Forecasting.
Proceedings of the Intelligent Decision Technologies 2017 - Proceedings of the 9th KES International Conference on Intelligent Decision Technologies (KES-IDT 2017), 2017

Forecasting Social Security Revenues in Jordan Using Fuzzy Cognitive Maps.
Proceedings of the Intelligent Decision Technologies 2017 - Proceedings of the 9th KES International Conference on Intelligent Decision Technologies (KES-IDT 2017), 2017

Fuzzy Cognitive Maps Tool for Scenario Analysis and Pattern Classification.
Proceedings of the 29th IEEE International Conference on Tools with Artificial Intelligence, 2017

A new approach using mixed graphical model for automatic design of fuzzy cognitive maps from ordinal data.
Proceedings of the 2017 IEEE International Conference on Fuzzy Systems, 2017

Fuzzy Cognitive Maps Based Models for Pattern Classification: Advances and Challenges.
Proceedings of the Soft Computing Based Optimization and Decision Models, 2017

2016
A Granular Intrusion Detection System Using Rough Cognitive Networks.
Proceedings of the Recent Advances in Computational Intelligence in Defense and Security, 2016

Rough Cognitive Networks.
Knowl. Based Syst., 2016

On the convergence of sigmoid Fuzzy Cognitive Maps.
Inf. Sci., 2016

Prototypes construction from partial rankings to characterize the attractiveness of companies in Belgium.
Appl. Soft Comput., 2016

Detecting malicious URLs using machine learning techniques.
Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence, 2016

Analyzing the impact of the adaptive clearing mechanism on algorithm accuracy in Variable Mesh Optimization.
Proceedings of the 2016 IEEE Symposium Series on Computational Intelligence, 2016

Capturing Resource Behaviour From Event Logs.
Proceedings of the 6th International Symposium on Data-driven Process Discovery and Analysis (SIMPDA 2016), 2016

Partitive granular Cognitive Maps to graded multilabel classification.
Proceedings of the 2016 IEEE International Conference on Fuzzy Systems, 2016

2015
Capturing Process Behavior with Log-Based Process Metrics.
Proceedings of the 5th International Symposium on Data-driven Process Discovery and Analysis (SIMPDA 2015), 2015

Batch Processing: Definition and Event Log Identification.
Proceedings of the 5th International Symposium on Data-driven Process Discovery and Analysis (SIMPDA 2015), 2015

Aggregation of Partial Rankings - An Approach Based on the Kemeny Ranking Problem.
Proceedings of the Advances in Computational Intelligence, 2015

A computational tool for simulation and learning of Fuzzy Cognitive Maps.
Proceedings of the 2015 IEEE International Conference on Fuzzy Systems, 2015

2014
Learning and clustering of fuzzy cognitive maps for travel behaviour analysis.
Knowl. Inf. Syst., 2014

How to improve the convergence on sigmoid Fuzzy Cognitive Maps?
Intell. Data Anal., 2014

Hybrid Model Based on Rough Sets Theory and Fuzzy Cognitive Maps for Decision-Making.
Proceedings of the Rough Sets and Intelligent Systems Paradigms, 2014

Towards a General Framework for Business Tests.
Proceedings of the ICEIS 2014, 2014

2013
Tackling Travel Behaviour: An approach based on Fuzzy Cognitive Maps.
Int. J. Comput. Intell. Syst., 2013

Fuzzy Cognitive Maps with Rough Concepts.
Proceedings of the Artificial Intelligence Applications and Innovations, 2013

Learning Stability Features on Sigmoid Fuzzy Cognitive Maps through a Swarm Intelligence Approach.
Proceedings of the Progress in Pattern Recognition, Image Analysis, Computer Vision, and Applications, 2013

An Excellent Guest Professor in Hasselt University.
Proceedings of the A Tribute to Prof. Dr. Da Ruan, 2013

2012
Mental maps and travel behaviour: meanings and models.
J. Geogr. Syst., 2012

A decision support tool for evaluating customer intentions.
Expert Syst. Appl., 2012

Clustering of Fuzzy Cognitive Maps for Travel Behavior Analysis.
Proceedings of the Management Intelligent Systems - First International Symposium, 2012

Learning Method Inspired on Swarm Intelligence for Fuzzy Cognitive Maps: Travel Behaviour Modelling.
Proceedings of the Artificial Neural Networks and Machine Learning - ICANN 2012, 2012

A Process Deviation Analysis Framework.
Proceedings of the Business Process Management Workshops, 2012

2011
Modeling qualitative data in data envelopment analysis for composite indicators.
Int. J. Syst. Assur. Eng. Manag., 2011

PSO driven collaborative clustering: A clustering algorithm for ubiquitous environments.
Intell. Data Anal., 2011

A generalized multiple layer data envelopment analysis model for hierarchical structure assessment: A case study in road safety performance evaluation.
Expert Syst. Appl., 2011

A business process mining application for internal transaction fraud mitigation.
Expert Syst. Appl., 2011

An interactive computer-based interface to support the discovery of individuals' mental representations and preferences in decisions problems: An application to travel behavior.
Comput. Hum. Behav., 2011

Two Steps Individuals Travel Behavior Modeling through Fuzzy Cognitive Maps Pre-definition and Learning.
Proceedings of the Advances in Soft Computing, 2011

A Fuzzy Cognitive Maps Modeling, Learning and Simulation Framework for Studying Complex System.
Proceedings of the New Challenges on Bioinspired Applications, 2011

Does Process Mining Add to Internal Auditing? An Experience Report.
Proceedings of the Enterprise, Business-Process and Information Systems Modeling, 2011

A Process Deviation Analysis - A Case Study.
Proceedings of the Business Process Management Workshops, 2011

Making Compliance Measures Actionable: A New Compliance Analysis Approach.
Proceedings of the Business Process Management Workshops, 2011

2010
Application Challenges for Ubiquitous Knowledge Discovery.
Proceedings of the Ubiquitous Knowledge Discovery - Challenges, Techniques, Applications, 2010

A hybrid system of neural networks and rough sets for road safety performance indicators.
Soft Comput., 2010

A Revision and Experience using Cognitive Mapping and Knowledge Engineering in Travel Behavior Sciences.
Polibits, 2010

Road safety risk evaluation by means of ordered weighted averaging operators and expert knowledge.
Knowl. Based Syst., 2010

Internal fraud risk reduction: Results of a data mining case study.
Int. J. Account. Inf. Syst., 2010

Fuzzy Cognitive Maps for Modeling Complex Systems.
Proceedings of the Advances in Artificial Intelligence, 2010

Semantic and Abstraction Content of Art Images.
Proceedings of the 5th Mediterranean Conference on Information Systems, 2010

Structure of association rule classifiers: a review.
Proceedings of the 2010 IEEE International Conference on Intelligent Systems and Knowledge Engineering, 2010

Querying event logs: Discovering non-events in event logs.
Proceedings of the 2010 IEEE International Conference on Intelligent Systems and Knowledge Engineering, 2010

Evaluation and comparison of business process modeling methodologies for small and midsized enterprises.
Proceedings of the 2010 IEEE International Conference on Intelligent Systems and Knowledge Engineering, 2010

A Decision Support Tool for Evaluating Loyalty and Word-of-Mouth Using Model-Based Knowledge Discovery.
Proceedings of the Trends in Applied Intelligent Systems, 2010

Features for Art Painting Classification Based on Vector Quantization of MPEG-7 Descriptors.
Proceedings of the Data Engineering and Management - Second International Conference, 2010

2009
Simulation of sequential data: An enhanced reinforcement learning approach.
Expert Syst. Appl., 2009

Ordinal Evaluation: A New Perspective on Country Images.
Proceedings of the Advances in Data Mining. Applications and Theoretical Aspects, 2009

Identiying Homogenous Customer Segments for Low Risk Email Marketing Experiments.
Proceedings of the ICEIS 2009, 2009

2008
The role of knowledge management and e-learning in professional development.
Int. J. Knowl. Learn., 2008

Knowledge Management and eLearning in Professional Development.
Proceedings of the Open Knowlege Society. A Computer Science and Information Systems Manifesto, 2008

Development of a composite road safety performance indicator based on neural networks.
Proceedings of the 3rd International Conference on Intelligent System and Knowledge Engineering, 2008

Towards a Suitable Reconciliation of the Findings in Collaborative Fuzzy Clustering.
Proceedings of the Eighth International Conference on Intelligent Systems Design and Applications, 2008

ARUBAS: An Association Rule Based Similarity Framework for Associative Classifiers.
Proceedings of the Workshops Proceedings of the 8th IEEE International Conference on Data Mining (ICDM 2008), 2008


2007
Evaluation of ordinal attributes at value level.
Data Min. Knowl. Discov., 2007

The Importance of Aggregation Operator Characteristics in Marketing Research.
Proceedings of the ICEIS 2007, 2007

2006
Integrating Bayesian networks and decision trees in a sequential rule-based transportation model.
Eur. J. Oper. Res., 2006

Evaluating the performance of cost-based discretization versus entropy- and error-based discretization.
Comput. Oper. Res., 2006

Using Fuzzy Set Theory to Assess Country-of-Origin Effects on the Formation of Product Attitude.
Proceedings of the Modeling Decisions for Artificial Intelligence, 2006

2005
Penalty-Reward Analysis with Uninorms: A Study of Customer (Dis)Satisfaction.
Proceedings of the Intelligent Data Mining: Techniques and Applications, 2005

Using an Adapted Classification Based on Associations Algorithm in an Activity-Based Transportation System.
Proceedings of the Intelligent Data Mining: Techniques and Applications, 2005

Adapting the CBA algorithm by means of intensity of implication.
Inf. Sci., 2005

The development of an adapted Markov chain modelling heuristic and simulation framework in the context of transportation research.
Expert Syst. Appl., 2005

Analysis of Company Growth Data Using Genetic Algorithms on Binary Trees.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2005

Inductive Development of Customer e-Loyalty Theory with Bayesian Networks.
Proceedings of the Computer Recognition Systems, 2005

2004
Mining Navigation Patterns Using a Sequence Alignment Method.
Knowl. Inf. Syst., 2004

Bankruptcy prediction using a data envelopment analysis.
Eur. J. Oper. Res., 2004

Building an Association Rules Framework to Improve Product Assortment Decisions.
Data Min. Knowl. Discov., 2004

Exploiting sensitivity analysis in Bayesian networks for customer satisfaction study.
Proceedings of the Intelligent Information Processing and Web Mining, 2004

2003
Discovering Interesting Navigations on a Web Site Using SAM<sup><i>I</i></sup>.
Proceedings of the Intelligent Techniques for Web Personalization, IJCAI 2003 Workshop, 2003

2002
Applying Bayesian Networks in Practical Customer Satisfaction studies.
Proceedings of the Recent Advances in Simulated Evolution and Learning [extended and revised papers selected from the 4th Asia-Pacific Conference on Simulated Evolution and Learning, 2002

Web Usage Mining by Means of Multidimensional Sequence Alignment Methods.
Proceedings of the WEBKDD 2002, 2002

Multidimensional Sequence Alignment Methods: Discovering Navigation Patterns on Web Sites Presenting Page- and Time Information.
Proceedings of the 2002 International Conference on Machine Learning and Applications, 2002

2000
Reducing redundancy in characteristic rule discovery by using integer programming techniques.
Intell. Data Anal., 2000

A data mining framework for optimal product selection in retail supermarket data: the generalized PROFSET model.
Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining, 2000

Comparing Complete and Partial Classification for Identifying Latently Dissatisfied Customers.
Proceedings of the Machine Learning: ECML 2000, 11th European Conference on Machine Learning, Barcelona, Catalonia, Spain, May 31, 2000

A Data Mining Framework for Optimal Product Selection in Convenience Stores.
Proceedings of the 8th European Conference on Information Systems, 2000

1999
A knowledge-based SWOT-analysis system as an instrument for strategic planning in small and medium sized enterprises.
Decis. Support Syst., 1999

The Improvement of Response Modeling: Combining Rule-Induction and Case-Based Reasoning.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 1999

Using Association Rules for Product Assortment Decisions: A Case Study.
Proceedings of the Fifth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 1999

1998
Cost Sensitive Discretization of Numeric Attributes.
Proceedings of the Principles of Data Mining and Knowledge Discovery, 1998

1997
A Case Study in Loyality and Satisfaction Research.
Proceedings of the Machine Learning: ECML-97, 1997

1995
Integration Rules and Cases for the Classification Task.
Proceedings of the Case-Based Reasoning Research and Development, 1995

1994
Comparing Two Hybrid Expert System Shells.
Int. J. Softw. Eng. Knowl. Eng., 1994


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