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JOURNALS (last 10 years)
JOURNALS (last 10 years)
•Gallego J., Guerrero M.J., Daza J.M., Isaza C. and Lopez J.D.. Detecting Labeling Errors in Bioacoustics Through Dimensionality Reduction and Clustering Techniques, Ecological Informatics, ISSN: 1574-9541, 2025.
•Guerrero M.J., Sánchez-Giraldo C., Uribe C., Martínez V. and Isaza C.. Graphical Representation of Landscape Heterogeneity Identification through Unsupervised Acoustic Analysis, Methods in Ecology and Evolution, ISSN: 2041-210X, 2025.
•Rendon N., Guerrero M.J., Sánchez-Giraldo C., Martínez-Arias V., Paniagua-Villada C., Bouwmans T., Daza J.M. and Isaza C.. Letting ecosystems speak for themselves: An unsupervised methodology for mapping landscape acoustic heterogeneity, Environmental Modelling & Software, Elsevier ISSN: 1364-8152, 2025.
•Castro-Ospina M.A. ,Solarte-Sanchez L.S., Vega-Escobar, C. Isaza and Martínez-Vargas J.D.. Graph-Based Audio Classification Using Pre-Trained Models and Graph Neural Network, Sensors, MDPI ISSN: 1424-8220, 2024.
•Nieto D.A., Ferreira de Oliveira M.C., Sanchez-Giraldo C., Duque-Muñoz L., Isaza C. and Martínez-Vargas J.D.. Soundscape Characterization Using Autoencoders and Unsupervised Learning, Sensors, MDPI ISSN: 1424-8220, 2024.
•Nieto D.A., Rodríguez-Buritica S., Rodríguez P., Martínez J.D. and Isaza C.. Systematic review of machine learning methods applied to ecoacoustics and soundscape monitoring, Heliyon, Elsevier ISSN: 2405-8440, 2023.
•Rendón N., Giraldo J, Bouwmans T, Rodríguez-Buritica S., Ramirez E. and Isaza C.. Uncertainty Clustering Internal Validity Assessment using Frechet Distance for Unsupervised Learning, Engineering Applications of Artificial Intelligence, vol 124, 106635, ISSN: 0952-1976, 2023.
•Guerrero M.J, Bedoya C., Lopez J.D., Daza J.M. and Isaza C.. Acoustic Animal Identification using Unsupervised Learning, Methods in Ecology and Evolution ISSN: 2041-210X, vol. 14 (6), 2023
•Rendón N., Rodríguez-Buritica S., Sánchez-Giraldo C., Daza Juan M. and Isaza C.. Automatic acoustic heterogeneity identification in transformed landscapes from Colombian tropical dry forests, Ecological Indicators, ISSN:1470-160X, 2022.
•Sánchez-Giraldo C.; Bedoya C.; Morán-Vásquez R. A.; Isaza C.; Daza J.M.. Ecoacoustics in the rain: Understanding acoustic indices under the most common geophonic source in tropical rainforests, Remote Sensing in Ecology and Conservation, ISSN: 20563485, 2020.
•Morales L., Aguilar J., Chávez D. and Isaza C.. LAMDA-HAD, an extension to the LAMDA classifier in the context of supervised learning, International Journal of Information Technology & Decision Making, ISSN: 02196220, 2020.
•Gómez W., Isaza C. and Daza J.D.. Identifying disturbed habitats: a new method from acoustic indices, Ecological Informatics, ISSN: 15749541. 2018
•Duque D., Isaza C. and Cano E.. Comparación de vocalizaciones de Espadarana Prosoblepon en dos tipos de ecosistemas usando agrupamiento jerárquico, Revista Ibérica de Sistemas y Tecnologías de la Información, ISSN: 1646-9895. 2017
•Ruiz F., Isaza C., Agudelo A. and Agudelo J.. A new criterion to validate and improve the classification process of LAMDA algorithm applied to diesen engines, Engineering Applications of Artificial Intelligence, ISSN: 0952-1976. Abril 2017.
•Bedoya C., Isaza C., Daza J.M., López J.D., Automatic Identification of Rainfall in Acoustic Recordings, Ecological Indicators, Elsevier, ISSN: 1470-160X, 2017.
•Bedoya C., Waissman J. and and Isaza C., Yager–Rybalov Triple Π Operator as a Means of Reducing the Number of Generated Clusters in Unsupervised Anuran Vocalization Recognition, Lecture Notes in Computing Science - LNAI 8857, Springer-Verlag, ISSN: 0302-9743, 2014
•Bedoya C., Isaza C., Daza J.M. and López J.D., Automatic recognition of anuran species based on syllable identification, Ecological Informatics, Elsevier, ISSN 1574-9541, 2014.
BOOK CHAPTERS (last 5 years)
BOOK CHAPTERS (last 5 years)
CATALOG: A Camera Trap Language-guided Contrastive Learning Model
CATALOG: A Camera Trap Language-guided Contrastive Learning Model
•Santamaria J., Isaza C. and Giraldo-Zuluaga J., CATALOG: A Camera Trap Language-guided Contrastive Learning Model, WACV2025, IEEE proceedings, ISBN 979-8-3315-1083-1, 2025
Setting-up the Audiomoth recorder for wildlife monitoring in the rainforest
Setting-up the Audiomoth recorder for wildlife monitoring in the rainforest
•López J., Isaza C., Luna D., Sucerquia A., Sánchez C. and Daza J., Setting-up the Audiomoth recorder for wildlife monitoring in the rainforest, Communications in Computer and Information Science, Applied Computer Sciences in Engineering, WEA 2024, Springer, ISBN 978-3-031-74597-3, 2024
Identification of tropical dry forest transformation from soundscapes using supervised learning
Identification of tropical dry forest transformation from soundscapes using supervised learning
•Castro A., Rodríguez-Buritica S., Rendón N., Velandia-García C., Isaza C. and Martínez-Vargas J.D. Identification of tropical dry forest transformation from soundscapes using supervised learning, Communications in Computer and Information Science - Smart Technologies, Systems and Applications, SmartTech-IC-2022, p.p.173-184 Springer, ISBN: 978-3-031-32212-9, 2023
Markers of Exposure to the Colombian Armed Conflict: A Machine Learning Approach
Markers of Exposure to the Colombian Armed Conflict: A Machine Learning Approach
•Cano M., Isaza C., Sucerquia A., Trujillo N. and López J.D.. Markers of Exposure to the Colombian Armed Conflict: A Machine Learning Approach, Advances in Artificial Intelligence – IBERAMIA 2022. IBERAMIA 2022. Lecture Notes in Computer Science(), vol 13788. ISBN: 978-3-031-22419-5 Springer, Cham pág. 185-195, 2023. CAPITULO LIBRO de 418 pág.
Insights from Deep Learning in Feature Extraction for Non-supervised Multi-species Identification in Soundscapes
Insights from Deep Learning in Feature Extraction for Non-supervised Multi-species Identification in Soundscapes
•Guerrero M.J., Restrepo J., Nieto-Mora D. A., Daza J. M. and Isaza C.. Insights from Deep Learning in Feature Extraction for Non-supervised Multi-species Identification in Soundscapes, Advances in Artificial Intelligence – IBERAMIA 2022. IBERAMIA 2022. Lecture Notes in Computer Science(), vol 13788. ISBN: 978-3-031-22419-5 Springer, Cham 218-230, 2023.
Paisajes sonoros de Colombia: La otra dimensión de la biodiversidad
Paisajes sonoros de Colombia: La otra dimensión de la biodiversidad
Buriticá, S., Savage, D., Caycedo, P., Acevedo- Charry, O., Isaza, C., Daza, J.M., Almeira, J., Ulloa, J.S., Orozco-Alzate, M., Villamizar, N., Ruiz Muñoz, J.F., Lopera, A., Oliver, B., Laverde, O. y B. Pijanowski. Paisajes sonoros de Colombia: La otra dimensión de la biodiversidad. En Moreno, L. A, Andrade, G. I. y Gómez, M.F. (Eds.). Biodiversidad 2018. Instituto de Investigación de Recursos Biológicos Alexander von Humboldt. Bogotá, D. C., Colombia. 2019, pp 13-15 de 47 ISBN: 978-958-5418-63-9
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