Publications

Journal Papers

  • Jesús Rufino, Juan Marcos Ramirez, Jose Aguilar, Carlos Baquero, Jaya Champati, Davide Frey, Rosa Elvira Lillo, Antonio Fernandez-Anta. "Performance and explainability of feature selection-boosted tree-based classifiers for COVID-19 detection." Heliyon, vol. 10, Jan, 2024. [link, bibtex].
  • Jesús Rufino, Juan Marcos Ramirez, Jose Aguilar, Carlos Baquero, Jaya Champati, Davide Frey, Rosa Elvira Lillo, Antonio Fernandez-Anta. "Consistent comparison of symptom-based methods for COVID-19 infection detection." International Journal of Medical Informatics, pp. 105133, Jun, 2023. [link, bibtex].
  • Crisostomo Barajas, Juan Marcos Ramirez, Jose Ignacio Martinez-Torre and Henry Arguello. "Compressive Spectral Video Sensing using the Convolutional Sparse Coding Framework CSC4D." Journal of Visual Communication and Image Representation, vol. 92, Apr, 2023. [link, bibtex].
  • Juan Marcos Ramirez, Fernando Diez, Pablo Rojo, Vincenzo Mancuso and Antonio Fernandez-Anta. "Explainable Machine Learning for Performance Anomaly Detection and Classification in Mobile Networks." Computer Communications, Jan, 2023. [link, code, bibtex].
  • Hector Vargas, Juan Marcos Ramirez, Samuel Pinilla, and Jose Ignacio Martinez. "Multi-Sensor Image Feature Fusion via Subspace-based approach using l1-Gradient Regularization." IEEE Journal of Selected Topics in Signal Processing, Nov, 2022. [link, bibtex].
  • Jonathan Monsalve, Juan Marcos Ramirez, Iñaki Esnaola, and Henry Arguello. "Covariance Estimation from Compressive Data Partitions using a Projected Gradient-based Algorithm." IEEE Transactions on Image Processing, vol. 31, Jul, 2022. [link, bibtex].
  • Nelson Díaz, Juan Marcos Ramirez, Esteban Vera, and Henry Arguello. "Adaptive Multisensor Acquisition via Spatial Contextual Information for Compressive Spectral Image Classification." IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 14, Dec, 2021. [link, code, bibtex].
  • Juan Marcos Ramirez, José Ignacio Martínez Torre, and Henry Arguello. "LADMM-Net: An unrolled deep network for spectral image fusion from compressive data." Signal Processing, vol. 189, Dec, 2021. [link, code, bibtex].
  • Juan Marcos Ramirez, José Ignacio Martínez Torre, and Henry Arguello. "Feature Fusion Via Dual-Resolution Compressive Measurement Matrix Analysis For Spectral Image Classification." Signal Processing: Image Communication, vol. 90, Jan, 2021. [link, code, bibtex]
  • Hector Vargas, Juan Marcos Ramirez, and Henry Arguello. "ADMM-based ℓ1− ℓ1 optimization algorithm for robust sparse channel estimation in OFDM systems." Signal Processing, vol. 167, Feb, 2020. [link, bibtex].
  • Crisostomo Barajas-Solano, Juan Marcos Ramirez, and Henry Arguello. "Convolutional sparse coding framework for compressive spectral imaging." Journal of Visual Communication and Image Representation, vol. 66, Jan 2020. [link, bibtex].
  • Juan Marcos Ramirez and Henry Arguello, "Spectral Image Classification From Multi-Sensor Compressive Measurements," IEEE Transactions on Geoscience and Remote Sensing, vol. 58, no. 1, pp. 626-636, Jan. 2020. [link, bibtex].
  • Juan Marcos Ramirez and Henry Arguello, "Multiresolution Compressive Feature Fusion for Spectral Image Classification," IEEE Transactions on Geoscience and Remote Sensing, vol. 57, no. 12, pp. 9900-9911, Dec. 2019. [link, bibtex]
  • Yánez-Sánchez, N. A., Ramírez, J. M., Paredes, J. L., Pinto, A. D., Torres, J. M., and Perez, M. L. "Robust channel estimation for ultra-wide band communications." Revista Ingenierías Universidad de Medellín vol. 18.34, Jun. 2019, pp. 181-197. [pdf]
  • Juan Marcos Ramirez and Jose Luis Paredes, "Recursive Myriad-Mean Filters: Adaptive Algorithms and Applications", Signal Processing, vol. 139, No 1, pp. 12-24, Oct, 2017 [link, bibtex].
  • Juan Marcos Ramirez and Jose Luis Paredes, "Recursive Weighted Myriad Based Filters and their Optimizations", IEEE Transactions on Signal Processing, vol.64, No. 15, pp. 4027-4039, Aug, 2016. [link, code, bibtex].
  • Juan Marcos Ramirez and Jose Luis Paredes, "Robust Transforms Based on the Weighted Median Operator", IEEE Signal Processing Letters, vol. 22, No. 1, pp. 120-124, Jan, 2015. [link, bibtex].
  • Juan Marcos Ramirez, Franklin Moreno and Rubén Medina, “Analysis of Swing Time Series in the Gait of Parkinson Patients (Análisis de la Serie Temporal del Balanceo en la Marcha de Pacientes con Parkinson)” Universidad, Ciencia y Tecnología, vol. 10, No. 40, pp. 205-201, Sep, 2006. [pdf].
  • José Paredes, Juan Marcos Ramirez, Giorgio Bianchi, “Median Based Robust Normalization Methods of cDNA Microarray Data (Métodos Robustos de Normalización de Datos de Microarreglos de ADNc Basados en la Mediana)” Ciencia e Ingeniería, vol. 27, No. 2, pp. 89-97, Apr, 2006. [pdf].

Conference Papers

  • Juan Marcos Ramirez, Vincenzo Mancuso, and Marco Ajmone Marsan. "The Rumble in the Millimeter Wave Jungle: Obstructions Vs Ris." 2024 22nd Mediterranean Communication and Computer Networking Conference (MedComNet). IEEE, 2024. Mario Gerla Best Paper Award. [link, code, bibtex]
  • Ajitesh Srivastava, Juan Marcos Ramirez, Sergio Díaz-Aranda, Jose Aguilar, Antonio Fernández Anta, Antonio Ortega, Rosa Elvira Lillo. "Nowcasting Temporal Trends Using Indirect Surveys." Proceedings of the AAAI Conference on Artificial Intelligence, vol. 38, Mar, 2024, Honorable Mention for the AI for Social Impact track at AAAI-2024. [link, bibtex].
  • Juan Marcos Ramirez, Pablo Rojo, Fernando Diez, Vincenzo Mancuso and Antonio Fernandez-Anta. "Cleaning Matters! Preprocessing-enhanced Anomaly Detection and Classification in Mobile Networks." 2022 20th Mediterranean Communication and Computer Networking Conference (MedComNet), Mario Gerla Best Paper Award, Jun, 2022. [link, bibtex].
  • Cristian Arcos, Jorge Bacca, Juan Marcos Ramirez, Henry Arguello. “Cascaded Convolutional Generator Networks for Solving Imaging Inverse Problems”, 2021 XXIII Symposium on Image, Signal Processing and Artificial Vision (STSIVA 2021), Virtual Conference, September 2021 [link, bibtex].
  • Juan Marcos Ramirez, Héctor Vargas, José Ignacio Martínez Torre, and Henry Arguello. “Subspace-Based Feature Fusion from Hyperspectral and Multispectral Images for Land Cover Classification” IEEE Geoscience and Remote Sensing Symposium (IGARSS 2021), Virtual Conference, September 2021 [link, code, bibtex].
  • Crisóstomo Barajas, Juan Marcos Ramirez, and Henry Arguello. "Spectral Video Compression Using Convolutional Sparse Coding." In 2020 IEEE Data Compression Conference (DCC), pp. 253-262. Virtual Conference, March 2020 [link].
  • Laura Galvis, Juan Marcos Ramirez, Edwin Vargas, Ofelia Villarreal, William Agudelo, Henry Arguello, "Reconstruction of 2D seismic wavefields from nonuniformly sampled sources" In Electronic Imaging, 2020, vol. 14, pp. 307-1-307-6 [link].
  • Jhon Pinto, Juan Marcos Ramirez, and Henry Arguello. "Classification of oil palm diseases via spectral unmixing and convolutional neural networks." Remote Sensing for Agriculture, Ecosystems, and Hydrology XXI. Vol. 11149. International Society for Optics and Photonics, Oct. 2019. [link].
  • Carlos Hinojosa, Juan Marcos Ramirez, and Henry Arguello, "Spectral-Spatial Classification from Multi-Sensor Compressive Measurements Using Superpixels," 2019 IEEE International Conference on Image Processing (ICIP), Taipei, Taiwan, 2019, pp. 3143-3147. [link]
  • Kareth López, Juan Marcos Ramirez, William Agudelo, and Henry Arguello, "Regular Multi-Shot Subsampling and Reconstruction on 3D Orthogonal Symmetric Seismic Grids via Compressive Sensing," 2019 XXII Symposium on Image, Signal Processing and Artificial Vision (STSIVA), Bucaramanga, Colombia, 2019, pp. 1-5. [link]
  • Crisostomo Barajas-Solano, Juan Marcos Ramirez, Hans Garcia, and Henry Arguello, "Tridimensional Convolutional Sparse Coding of Spectral Images," in Optical Sensors and Sensing Congress (ES, FTS, HISE, Sensors), OSA Technical Digest (Optical Society of America, 2019), paper HTu3B.5. [link]
  • Liliana Bautista and Juan Marcos Ramirez. "Filtrado 2D de Imágenes Médicas Basado en Filtros Myriad Ponderados Recursivos." Quinta Conferencia Nacional de Computación, Informática y Sistemas (CoNCISa 2017), Universidad Católica Andrés Bello, Ciudad Guayana, Venezuela, Oct. 2017 [pdf]
  • Liliana Bautista, Hugo Reyes, María Delgado and Juan Marcos Ramirez, “Robust Image Filtering Based on Myriad Optimized Structures (Filtrado Robusto de Imágenes con Estructuras Optimizadas Basadas en Myriad)”, Tercera Conferencia Nacional de Computación, Informática y Sistemas (CONCISA 2015), Valencia, Venezuela, pp. 286-290, Oct, 2015.
  • Juan Marcos Ramirez and Jose Luis Paredes, "Robust Sparse Signal Recovery based on Weighted Median Operator", Proceedings of International Conference on Acoustic, Speech, and Signal Processing (ICASSP 2014), Florence, Italy, vol II, pp. 1050-1054, May 2014.
  • Jesús Lacruz, Juan Marcos Ramirez, and Jose Luis Paredes, "Robust Sparse Channel Estimation for OFDM System using an Iterative Algorithm Based on Complex Median", Proceedings of International Conference on Acoustic, Speech, and Signal Processing (ICASSP 2014), Florence, Italy, pp. 6429-6433, May 2014.
  • Daniel Garcia, Jose Paredes, Juan Marcos Ramirez, Luis Vega and Ronal Celaya, “FPGA Synthesis of Frequency-Selective Weighted Median Filter (Síntesis en FPGA de Filtros Reconfigurables de Mediana Ponderada de Frecuencia Selectiva)”, XI Congreso Internacional de Métodos Numéricos en Ingeniería y Ciencias Aplicadas (CIMENICS 2012), Isla de Margarita, Venezuela, Mar, 2012.
  • Ronal Celaya, Luis Vega, Juan Marcos Ramirez and Jose Paredes, “Implementation of an Architecture Based on Weighted Median Regressions (Implementación de una Arquitectura Basada en Regresiones de Mediana Ponderada)”, XI Congreso Internacional de Métodos Numéricos en Ingeniería y Ciencias Aplicadas (CIMENICS 2012), Avances en Simulación Computacional y Modelado Numérico, Isla de Margarita, Venezuela, Mar, 2012.
  • Yaneth Moreno, Juan Marcos Ramirez, Ícaro Alzúru, César Fuguet and Gerard Páez, “Architecture Design of a Modular 8-bit RISC Microprocessor (Diseño de la Arquitectura de un Microprocesador RISC modular de 8 bits)”, XI Congreso Internacional de Métodos Numéricos en Ingeniería y Ciencias Aplicadas (CIMENICS 2012), Avances en Simulación Computacional y Modelado Numérico, Isla de Margarita, Venezuela, Mar, 2012.
  • Luis Vega, Juan Marcos Ramirez, Emigdio Malaver, “Viterbi Decoder for Error Correcting In Software Defined Radio Receivers (Decodificador Viterbi para la Corrección de Errores en Receptores de Radio Definida por Software)”, X Congreso Internacional de Métodos Numéricos en Ingeniería y Ciencias Aplicadas (CIMENICS 2010), Mérida, Venezuela, Mar, 2012.
  • Juan Marcos Ramirez and Jose Luis Paredes, "A Fast Normalization Method of cDNA Microarray Data based on LAD", CLAIB 2007, IFMBE Proceedings 18, Springer-Verlag Berlin Heidelberg, pp. 583-587, Sep. 2007.
  • Juan Marcos Ramirez, Rubén Medina and Mireille Garreau, "Geometric Calibration of a Digital Angiography Equipment Calibración Geométrica de un Equipo de Angiografía Digital", CLAIB 2007, IFMBE Proceedings 18, Springer-Verlag Berlin Heidelberg, pp. 381-385, Sep. 2007.
  • Juan Marcos Ramirez, Jose Luis Paredes, and Gonzalo Arce, "Normalization of cDNA Microarray Data Based on Least Absolute Deviation Regression", Proceedings of International Conference on Acoustic, Speech, and Signal Processing (ICASSP 2006), Toulouse, France, vol II, pp. 1016-1019, May 2006.
  • José Paredes, Juan Marcos Ramirez, Giorgio Bianchi, María Rodríguez, “Robust Normalization of cDNA Microarrays (Normalización Robusta de Microarreglos de ADN)” II Congreso Iberoamericano de Estudiantes de Ingeniería Eléctrica (II CIBELEC 2006), Puerto La Cruz, Venezuela, Apr, 2006.
  • Juan Marcos Ramirez and José Paredes, “Linear Regression Based on the Sample Myriad (Regresión Lineal Basada en Myriad Muestral)” VIII Congreso Internacional de Métodos Numéricos en Ingeniería y Ciencias Aplicadas (CIMENICS 2006), Isla de Margarita, Venezuela, Mar, 2006.