sample of publications
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articles
- Evolving Gaussian on-line clustering in social network analysis. EXPERT SYSTEMS WITH APPLICATIONS. 207:1-8. 2022
- BirdNet+: two-stage 3D object detection in LiDAR through a sparsity-invariant bird's eye view. IEEE Access. 9:160299-160316. 2021
- SYnthetic Samples GENerator (SYSGEN): an approach to increase the size of incidence samples in coffee leaf rust modelling. Evolving Systems. 13:625-636. 2021
- Impact of the learners diversity and combination method on the generation of heterogeneous classifier ensembles. APPLIED SOFT COMPUTING. 111:1-17. 2021
- Explaining Deep Learning-Based Driver Models. Applied Sciences-Basel. 11:1-28. 2021
- Evolving fuzzy and neuro-fuzzy approaches in clustering, regression, identification, and classification: A Survey. INFORMATION SCIENCES. 490:344-368. 2019
- Rule-based expert system for detection of coffee rust warnings in colombian crops. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS. 36:4765-4775. 2019
- Evolving cloud-based system for the recognition of drivers' actions. EXPERT SYSTEMS WITH APPLICATIONS. 99:231-238. 2018
- Fault Detection and Identification Methodology Under an Incremental Learning Framework Applied to Industrial Machinery. IEEE Access. 6:49755-49766. 2018
- Real-Time Recognition of Calling Pattern and Behaviour of Mobile Phone Users through Anomaly Detection and Dynamically-Evolving Clustering. Applied Sciences-Basel. 7. 2017
- Cybernetics of the Mind: Learning Individual's Perceptions Autonomously. IEEE Systems, Man, and Cybernetics Magazine. 3:6-17. 2017
- Autonomously evolving classifier TEDAClass. INFORMATION SCIENCES. 366:1-11. 2016
- Web news mining in an evolving framework. Information Fusion. 28:90-98. 2016
- A Two-Stage Combining Classifier Model for the Development of Adaptive Dialog Systems. International Journal of Neural Systems. 26:1-23. 2016
- Evolving classification of UNIX users' behaviors. Evolving Systems. 5:231-238. 2014
- Special issue: applications, results & future direction (EAIS 12): 2. Evolving Systems. 5:73-74. 2014
- Applications, results and future direction (EAIS 12). Evolving Systems. 5:1-2. 2014
- Online activity recognition using evolving classifiers. EXPERT SYSTEMS WITH APPLICATIONS. 40:1248-1255. 2013
- Creating Evolving User Behavior Profiles Automatically. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING. 24:854-867. 2012
- User modeling: Through statistical analysis and subspace learning. EXPERT SYSTEMS WITH APPLICATIONS. 39:5243-5250. 2012
- A Plan Classifier based on Chi-Square Distribution Tests. Intelligent Data Analysis. 15:131-149. 2011
- Evolving Classification of Agents' Behaviours: A General Approach. Evolving Systems. Evolving Systems. 1:161-171. 2010
- Human Activity Recognition based on Envolving Fuzzy Systems. International Journal of Neural Systems. 20:355-364. 2010
- CAOS Coach 2006 Simulation Team: An Opponent Modelling Approach. COMPUTING AND INFORMATICS. 28:57-80. 2009
- Using Well-Known Techniques for Classifying User Behavior Profiles. Communications of SIWN . 5:18-22. 2008
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book chapters
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books
- Advances in Information and Communication Technologies for Adapting Agriculture to Climate Change II : Proceedings of the 2nd International Conference of ICT for Adapting Agriculture to Climate Change (AACC'18), November 21-23, 2018, Cali, Colombia. Ed. 893. SPRINGER. 2019
- Advances in Information and Communication Technologies for Adapting Agriculture to Climate Change : Proceedings of the International Conference of ICT for Adapting Agriculture to Climate Change (AACC'17), November 22-24, 2017, Popayán, Colombia. Ed. 687. SPRINGER. 2018
- Advances in Physical Agents Proceedings of the 19th International Workshop of Physical Agents (WAF 2018), November 22-23, 2018, Madrid, Spain. Ed. 855. 2018
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conference contributions
- Generation and Evaluation of Medical Images Based on Diffusion Models 2024
- Contrastive Learning for Simulation-to-Real Domain Adaptation of LiDAR Data. 345-353. 2022
- Cycle and Semantic Consistent Adversarial Domain Adaptation for Reducing Simulation-to-Real Domain Shift in LiDAR Bird's Eye View. 3081-3086. 2021
- A Novel Evolving Ensemble Approach Based on Bootstrapping and Dynamic Selection of Diverse Learners. 1-8. 2020
- Detection of driver maneuvers using evolving fuzzy cloud-based system. 700-706. 2020
- Volcanic Anomalies Detection Through Recursive Density Estimation 2019
- Opponent Modeling in RoboCup Soccer Simulation. 303-316. 2018
- Towards a robust robotic assistant for Comprehensive Geriatric Assessment procedures: updating the CLARC system. 820-825. 2018
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Evolving Cauchy possibilistic
clustering based on cosine similarity for monitoring cyber systems. 1-5. 2017 - Monitoring of vulcano Puracé through seismic signals: Description of a real dataset 2017
- Autonomous Data Density based clustering method. 2405-2413. 2016
- Parallel Computing TEDA for High Frequency Streaming Data Clustering. 238-253. 2016
- Social network analysis: Evolving Twitter mining. 1809-1814. 2016
- A Practical Application of Evolving Fuzzy-Rule-Based Classifiers for the Development of Spoken Dialog Systems. 307-316. 2014
- A dialog management methodology based on evolving Fuzzy-rule-based (FRB) classifiers. 1-8. 2014
- A recurrent meta-cognitive-based Scaffolding classifier from data streams. 132-139. 2014
- Agent-based framework for Advanced Driver Assistance Systems in urban environments. 1-8. 2014
- An ensemble method based on evolving classifiers: eStacking. 121-131. 2014
- Influence of the data codification when applying evolving classifiers to develop spoken dialog systems. 58-64. 2014
- Intelligent Promotions Recommendation System for Instaprom Platform. 231-238. 2014
- News Mining Using Evolving Fuzzy Systems. 327-335. 2014
- Time series forecasting using Artificial Neural Networks vs. evolving models. 1-8. 2014
- Ensemble method based on individual evolving classifiers. 56-61. 2013
- Evolving Systems for Computer User Behavior Classification. 78-83. 2013
- Evolving Activity Recognition from Sensor Streams. 96-101. 2012
- Evolving Human Activity Classifier from Sensor Streams. 139-146. 2011
- An Efficient Behavior Classifier based on Distributions of Relevant Events. 825-827. 2008
- Classifying Efficiently the Behavior of a Soccer Team. 316-323. 2008
- Verifying Robocup Teams 2008
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theses