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José Camacho

Personal Information

Position: Staff Members Camacho, José
Research areas:
Phone: +34 958248898
Location: 2.18, ETSIIT

Description:

I am Associate Professor at the Department of Signal Theory, Networking and Communications in the University of Granada. I teach in several networking courses for undergraduate and graduate students. My research is on data analysis, with especial focus on networkmetrics. For more information, please refer to my personal web page.

Publications

  • Camacho, J., Bro, R. & Kotz, D. (2020). MBDA in Action. [More] 
  • Camacho, J., Smilde, A. K., Sacc & Westerhuis, J. (2020). All Sparse PCS Models Are Wrong, But Some Are Useful. Part I. Computation Scores, Residuals and Explained Variance. Chemometrics and Intelligent Laboratory Systems, 196, 1039072-. [More] 
  • Magán-Carrión, R., Camacho, J., Maciá-Fernández, G. & Ruiz-Zafra, A. (2020). MSNM-Sensor: An Effective Tool for Real-Time Monitoring and Anomaly Detection in Complex Networks and Systems. International Journal of Distributed Sensor Networks, . [More] 
  • Camacho, J., Acar, J. & Rasmunssen, E. (2020). Cross-product Penalized Component Analysis (X-CAN). Chemometrics and Intelligent Laboratory Systems, . [More] 
  • Camacho, J., Therón, R., García-Giménez, J. M., Maciá-Fernández, G. & García-Teodoro, P. (2019). Group-Wise Principal Component Analysis for Exploratory Intrusion Detection. IEEE Access, 7, 113081-113093. [More] 
  • Camacho, J., García-Giménez, J. M., Fuentes-García, N. M. & Maciá-Fernández, G. (2019). Multivariate Big Data Analysis for Intrusion Detection: 5 steps from the haystack to the needle. Computer &Security (COSE), 87, 11. [More] 
  • Camacho, J., Maciá-Fernández, G., Fuentes-García, N. M. & Saccenti, E. (2019). Semi-supervised Multivariate Statistical Network Monitoring for Learning Security Threats. IEEE Transactions on Information Forensics and Security, 14(8), 2179 - 2189. [More] 
  • Fuentes-García, N. M., González-Martínez, J. M., Maciá-Fernández, G. & Camacho, J (2019). PARAMO: enhanced data Pre-processing in Batch Multivariate Statistical Process Control. In 16th Scandinavian Sysmposium on Chemometrics (SSC16)), pages 10. [More] 
  • Camacho, J., Acar, E., Rasmussen, M. & Bro, R. (2019). X-CAN: Cross-Penalized Component Analysis. Scandinavian Symposium on Chemometrics (SSC16), . [More] 
  • Camacho, J., Smilde, A. K., Saccenti, E. & Westerhuis, J. A. (2019). All sparse PCA models are wrong, but some are useful. Scandinavian Symposium on Chemometrics (SSC16), . [More] 
  • Camacho, J., Smilde, A. K., Saccenti, E. & Westerhuis, J. A. (2019). All Sparse PCA Models Are Wrong, But Some Are Useful. Part I: Computation of Scores, Residuals and Explained Variance. arXiv Preprint. Retrieved from https://arxiv.org/abs/1907.03989. [More] 
  • Camacho, J., Acar, E., Rasmussen, A. & Bro, R. (2019). Cross-product Penalized Component Analysis (XCAN). arXiv preprint. Retrieved from https://arxiv.org/abs/1907.00032. [More] 
  • Fuentes-García, N. M., Camacho, J. & Maciá-Fernández, G (2019). Evaluación de mejoras en la monitorización estadística multivariante para la detección de anomalías en trafico ciclo-estacionario. In ́es Caro Lindo, A., ́ıa Villalba, L. J. & Orozco, A. L. (editors), V Jornadas Nacionales de Ciberseguridad, pages 277-278. [More] 
  • Camacho, J., Smilde, A. K., Saccenti, E. & Westerhuis, J. A. (2019). All Sparse PCA Models Are Wrong, But Some Are Useful. Part I: Computation of Scores, Residuals and Explained Variance. Arxiv preprint. Retrieved from https://arxiv.org/abs/1907.03989. [More] 
  • Goméz Hernández, J. A., Camacho, J., García-Teodoro, P., Maciá-Fernández, G., Robles Carrillo, M., Ropa, A. M. et al (2019). Visualización y Análisis de Tráfico Móvil para la Securización de Redes y Sistemas. In V Jornadas Nacionales de Ciberseguridad. Cáceres. [More] 
  • Gonzalez-Martinez, Camacho, J. & Ferrer. (2018). MVBatch: A matlab toolbox for batch process modeling and monitoring. Chemometrics and Intelligent Laboratory Systems, 183, 122-133. [More] 
  • Maciá-Fernández, G., Camacho, J., Magán-Carrión, R., García-Teodoro, P. & Therón Sánchez, R. (2018). Ugr'16: a new dataset for the evaluation of cyclostationarity-based network IDSs. Computer & Security, 73, 411-424. [More] 
  • García-Teodoro, P., Camacho, J., Maciá-Fernández, G., Goméz Hernández, J. A., Robles Carrillo, M., Terriza, J. A. et al. (2018). Gestión Dinámica de Seguridad en Dispositivos Móviles. IV Jornadas Nacionales de Investigación en Ciberseguridad, JNIC 2018, , 71-72. [More] 
  • Fuentes-García, N. M., Maciá-Fernández, G. & Camacho, J. (2018). Evaluation of diagnosis methods in PCA-based Multivariate Statistical Process Control. Chemometrics and Intelligent Laboratory Systems, 172, 194-210. [More] 
  • Maciá-Fernández, G., Camacho, J., Magán-Carrión, R., Fuentes-García, N. M., García-Teodoro, P. & Therón Sánchez, R. (2018). Un resumen de: UGR’16: Un nuevo conjunto de datos para la evaluación de IDS de red basados en cicloestacionariedad, IV Jornadas Nacionales de Investigación en Ciberseguridad, JNIC 2018. [More] 
  • Saccenti, E., Smilde, A. & Camacho, J. (2018). Group-wise ANOVA simultaneous component analysis for designed omics experiments. Metabolomics, 14(73). [More] 
  • Suárez-Tangil, G., Dash, S. K., García-Teodoro, P., Camacho, J. & Cavallo, L. (2018). Anomaly-based Exploratory Analysis and Detection of Exploits in Android Mediaserver. IET Information Security, 12(5), 404-413. [More] 
  • Camacho, J. & Saccenti, E. (2018). Group-wise Partial Least Squares Regression. Journal of Chemometrics (Wiley), 32(3), 1:11. [More] 
  • Magán-Carrión, R., Camacho, J., García-Teodoro, P., Flushing, E. F. & Caro, G. A. (2017). A Dynamical Relay node placement solution for MANETs. Computer Communications, 114, 36-50. [More] 
  • Tortorella, S., Camacho, J. & Cruciani, G. (2017). GPCA for improved multivariate analysis interpretation in lipidomics (poster), Barcelona, Spain. [More] 
  • Tortorella, S., Camacho, J. & Cruciani, G. (2017). GPCA for improved multivariate analysis interpretation in lipidomics, Barcelona, Spain. [More] 
  • Therón Sánchez, R., Magán-Carrión, R., Camacho, J. & Maciá-Fernández, G. (2017). Network-wide intrusion detection supported by multivariate analysis and interactive visualization, Phoenix, AZ, USA, IEEE, VizSec 2017. [More] 
  • Camacho, J., Saccenti, E. & González-Martínez, J. M (2017). Cross validation in Sparse PLS. In Mini Artic Workshop, Valencia. [More] 
  • Arteaga, F., Camacho, J. & Ferrer, A (2017). Orthogonal Procrustes Problem to generate multivariate datasets by simultaneously controlling the covariances structure and the rows distribution. In Mini Artic Workshop, Valencia. [More] 
  • Magán-Carrión, R., Camacho, J., Maciá-Fernández, G. & Fuentes-García, N. M (2017). Esquema Jerárquico de Monitorización y Detección de Anomalías en Red: Aplicación Práctica. In III Jornadas Nacionales de Investigación en Ciberseguridad (JNIC). [More] 
  • Maciá-Fernández, G., Camacho, J., García-Teodoro, P. & Rodríguez-Gómez, R. A (2017). A review of: Hierarchical PCA-Based Multivariate Statistical Network Monitoring for Anomaly Detection. In. [More] 
  • Fuentes-García, N. M., Camacho, J. & Maciá-Fernández, G (2017). Defending the network. Detection and Diagnosis of Anomalies. In. [More] 
  • Fuentes-García, N. M., Maciá-Fernández, G. & Camacho, J (2017). A UNIVARIATE APPROACH FOR DIAGNOSIS IN PCA-MSPC. In Scandinavian Symposium on Chemometrics (SSC15). [More] 
  • Camacho, J., Saccenti, E. & Therón, R (2017). GROUP-WISE PRINCIPAL COMPONENT ANALYSIS. In Scandinavian Symposium on Chemometrics (SSC15). [More] 
  • Camacho, J., García-Teodoro, P. & Maciá-Fernández, G. (2017). Traffic Monitoring and Diagnosis with Multivariate Statistical Network Monitoring: A Case Study. IEEE Security & Privacy International Workshop on Traffic Measurements for Cybersecurity (WTMC 2017), . [More] 
  • Camacho, J. (2017). On the Generation of Random Multivariate Data. Chemometrics and Intelligent Laboratory Systems, 160, 40 - 51. [More] 
  • Camacho, J., Rodríguez-Gómez, R. A. & Saccenti, E. (2017). Group-wise Principal Component Analysis for Exploratory Data Analysis. Journal of Computational and Graphical Statistics, 26(3), 501-512. [More] 
  • Magán-Carrión, R., Rodríguez-Gómez, R. A., Camacho, J. & García-Teodoro, P. (2016). Optimal Relay Placement in Multi-Hop Wireless Networks. Ad Hoc Networks (Elsevier), 46, 23-36. [More] 
  • Robles Carrillo, M., Goméz Hernández, J. A., Camacho, J. & García-Teodoro, P (2016). Sobre las Responsabilidades Jurı́dicas de un Profesional de la Ciberseguridad. In Actas de las segundas Jornadas Nacionales de Investigación en Ciberseguridad (JNIC2016), pages 177-184. [More] 
  • Magán-Carrión, R., Camacho, J. & García-Teodoro, P (2016). Multivariate Statistical Approach for Anomaly Detection and Lost Data Recovery in Wireless Sensor Networks. In (Extended summary) Submitted to II Jornadas Nacionales de Investigación en Ciberseguridad (JNIC2016), pages 2. [More] 
  • Magán-Carrión, R., Camacho, J., García-Teodoro, P., Feo Flushing, E. & Di Caro, G. A (2016). DRNS: Dynamical Relay Node placement Solution.. In Accepted in 14th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS). [More] 
  • Camacho, J., Magán-Carrión, R., García-Teodoro, P. & Treinen, J. J. (2016). Networkmetrics: Multivariate Big Data Analysis in the Context of the Internet. Submitted to Journal of Chemometrics (Wiley), , 45. [More] 
  • Camacho, J., Therón Sánchez, R. & Magán-Carrión, R (2016). Exploratory Analysis on Big Data using the MEDA Toolbox: Present and Future. In Mini Artic Workshop, Groningen, The Netherlands. [More] 
  • Maciá-Fernández, G., Camacho, J., García-Teodoro, P. & Rodríguez-Gómez, R. A (2016). Hierarchical PCA-Based Multivariate Statistical Network Monitoring for Anomaly Detection. In 8th IEEE International Workshop on Information Forensics and Security (WIFS), Abu Dhabi (UAE). [More] 
  • García-Teodoro, P. & Camacho, J (2016). Detección Colaborativa Multi-nivel de Anomalías en Entornos Móviles. In Reunión Española sobre Criptología y Seguridad de la Información (RECSI 2016). [More] 
  • Iturbe, M., Camacho, J., Garitano, I., Zurutuza, U. & Uribeetxeberria, R (2016). Distinguiendo entre perturbaciones de proceso e intrusiones en sistemas de control: caso de estudio con el proceso Tennessee-Eastman. In Reunión Española sobre Criptología y Seguridad de la Información (RECSI 2016). [More] 
  • Iturbe, M., Camacho, J., Garitano, I., Zurutuza, U. & Uribeetxeberria, R (2016). On the Feasibility of Distinguishing Between Process Disturbances and Intrusions in Process Control Systems using Multivariate Statistical Process Control. In 3rd International Workshop on Reliability and Security Aspects for Critical Infrastructure Protection (resa4ci 2016). [More] 
  • Camacho, J., Villegas, A. P., García-Teodoro, P. & Maciá-Fernández, G (2016). PCA-based Multivariate Statistical Network Monitoring for Anomaly Detection. In II Jornadas Nacionales de Investigación en Ciberseguridad (JNIC2016). [More] 
  • Píñar-Figueroa, J. J. & Camacho, J (2016). Pago móvil mediante NFC: Estudio y modelo de vulnerabilidad. In II Jornadas Nacionales de Investigación en Ciberseguridad (JNIC2016). [More] 
  • Camacho, J (2016). Multivariate Big Data Analysis and its application to the Internet. In XVI Chemometrics in Analytical Chemistry (CAC). [More] 
  • Therón, R. & Camacho, J (2016). Visual Steering in Multivariate Exploratory Data Analysis. In XVI Chemometrics in Analytical Chemistry (CAC). [More] 
  • Magán-Carrión, R., García-Teodoro, P. & Camacho, J. (2016). Supervivencia en redes ad hoc. Mecanismos de tolerancia y reacción frente amenazas de seguridad.. Phd Thesis, Calle Periodista Rafael Gómez Montero, número 2 · E-18071 GRANADA (Spain). [More] 
  • Magán-Carrión, R., Camacho, J. & García-Teodoro, P. (2015). Multivariate Statistical Approach for Anomaly Detection and Lost Data Recovery in Wireless Sensor Networks. International Journal of Distributed Sensor Networks, 2015, 1-20. [More] 
  • Camacho, J., Maciá-Fernández, G., García-Teodoro, P. & Therón, R (2015). VERITAS: Visualización de Eventos en Red Inteligente para el Tratamiento y Análisis de la Seguridad. In I Jornadas Nacionales de Investigación en Ciberseguridad (JNIC2015). [More] 
  • Camacho, J., Maciá-Fernández, G., García-Teodoro, P. & Therón, R (2015). Monitorization Estadística Multivariante para Ciberseguridad: Sistema VERITAS. In XII Jornadas de Ingeniería Telemática (JITEL). [More] 
  • Camacho, J., Villegas, A. P., Rodríguez-Gómez, R. A. & Jiménez-Mañas, E. (2015). Multivariate Exploratory Data Analysis (MEDA) Toolbox for Matlab. Chemometrics and Intelligent Laboratory Systems, 143, 49 - 57. [More] 
  • Saccenti, E. & Camacho, J. (2015). Determining the number of components in principal components analysis: A comparison of statistical, crossvalidation and approximated methods. Chemometrics and Intelligent Laboratory Systems, 149, Part A, 99 - 116. [More] 
  • Camacho, J., Lauri, D., Lennox, B., Escabias, M. & Valderrama, M. (2015). Evaluation of smoothing techniques in the run to run optimization of fed-batch processes with u-PLS. Journal of Chemometrics, 29(6), 338-348. [More] 
  • Camacho, J., Maciá-Fernández, G., Verdejo, J. E. & García-Teodoro, P (2014). Tackling the Big Data 4 Vs for Anomaly Detection. In INFOCOM'2014 Workshop on Security and Privacy in Big Data. [More] 
  • Camacho, J., Maciá-Fernández, G., Verdejo, J. E. & García-Teodoro, P (2014). Monitorización y selección de incidentes en seguridad de redes mediante EDA. In 2014, R. (editor). [More] 
  • Camacho, J. (2014). Visualizing Big data with Compressed Score Plots: Approach and Research Challenges.. Chemometrics and Intelligent Laboratory Systems, 135, 110-125. [More] 
  • Camacho, J. & Ferrer, A. (2014). Cross-validation in PCA models with the element-wise k-fold (ekf) algorithm: Practical Aspects.. Chemometrics and Intelligent Laboratory Systems, 131, 37-50. [More] 
  • García, M. L. & Camacho, J. (2014). Test de penetración y vulnerabilidades en red. Master Thesis. [More] 
  • Maldonado, A. R. & Camacho, J. (2014). Detección de anomalías en red con Splunk y Afterglow. Master Thesis. [More] 
  • Muñoz, A. G. & Camacho, J. (2014). Detección de anomalías en red con Mahout/Hadoop. Master Thesis. [More] 
  • Magán-Carrión, R., Camacho, J. & García-Teodoro, P (2014). A Multiagent Self-healing System against Security Incidents in MANETs. In Workshop on Active Security through Multi-Agent Systems (WASMAS), 12th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS 2014), pages 321-332. Springer International Publishing. [More] 
  • Magán-Carrión, R., Pulido, F. P., Camacho, J. & García-Teodoro, P. (2013). Tampered Data Recovery in WSNs through Dynamic PCA and Variable Routing Strategies. ICCNS - Journal of Communications, 8(11), 738-750. [More] 
  • Magán-Carrión, R., Camacho, J. & García-Teodoro, P (2013). A Security Response Approach Based on the Deployment of Mobile Agents: Limitations and Improvements. In XI Jornadas de Ingeniería Telemática (JITEL 2013), pages 445-452. [More] 
  • Jiménez-Mañas, E. & Camacho, J. (2013). Tools for attacks detection in network traffic. Master Thesis. [More] 
  • Pulido-Pulido, F. & Camacho, J. (2013). Intelligent routing in sensor networks. Master Thesis. [More] 
  • Ruiz-Caparrós, J. & Camacho, J. (2013). Attack detection in wireless networks II. Master Thesis. [More] 
  • Mañas, E. J., Camacho, J. & Verdejo, J. E (2013). Aplicación de EDA en datos de redes de comunicación. In Actas de las XI Jornadas de Ingeniería Telemática (JITEL 2013), pages 397-404. [More] 
  • de la Torre, P. P., Camacho, J., Maciá-Fernández, G., Verdejo, J. E., García-Teodoro, P. & Gómez-Calero, C. (2013). On the Influence of the Propagation Channel in the Performance of Energy-Efficient Geographic Routing Algorithms for Wireless Sensor Networks (WSN). Wireless Personal Communications (Springer), 70(1), 15-38. [More] 
  • Camacho, J., Padilla, P., García-Teodoro, P. & Verdejo, J. E. (2013). A Generalizable Dynamic Flow Pairing Method for Traffic Classification. Computer Networks (Elsevier), 57(14), 2718-2732. [More] 
  • Magán-Carrión, R., Camacho, J. & García-Teodoro, P (2013). A Security Response Approach based on the Deployment of Mobile Agents: A Practical Vision. In 11th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS 2013), pages 308-311. Springer Berlin Heidelberg. [More] 
  • Magán-Carrión, R., Camacho, J. & García-Teodoro, P (2013). A Security Response Approach based on the Deployment of Mobile Agents. In 11th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS 2013), pages 182-191. Springer Berlin Heidelberg. [More] 
  • Rodríguez-Gálvez, N. & Camacho, J. (2012). Attack detection in wireless networks. Master Thesis. [More] 
  • de la Torre, P. P., Camacho, J., Maciá-Fernández, G., Verdejo, J. E. & García-Teodoro, P (2012). Study of the performance of energy-efficient routing algorithms in wireless sensor networks (WSN) under different propagation scenarios. In 27th Simposium Nacional de la Unión Científica Internacional de Radio (URSI), pages 1-4. [More] 
  • Magán-Carrión, R., García-Teodoro, P. & Camacho, J (2012). Supervivencia en redes de sensores mediante técnicas multivariantes. In 12th Reunión Española sobre Criptología y Seguridad de la Información (RECSI 2012), pages 315-320. [More] 
  • Camacho, J., de la Torre, P. P., Campos, F. J., García-Teodoro, P. & Verdejo, J. E (2011). Pair-wise Similarity Criteria for Flows Identification in P2P/non-P2P TRaffic Classification. In 978-1-61208-173-1 (editor), AP2PS 2011: The Third International Conference on Advances in P2P Systems. [More] 
  • Camacho, J., de la Torre, P. P. & Verdejo, J. E (2011). Exploratory data analysis: a latent subspace approach. In Proc. Fitfh Int. Chemometrics Research Meeting, pages 27. [More] 
  • Camacho, J., de la Torre, P. P., Campos, F. J., Verdejo, J. E. & García-Teodoro, P (2011). Estudio exploratorio de la capacidad de discriminación de tráfico P2P usando reglas de similitud entre flujos. In Actas de las X Jornadas de Ingeniería Telemática, pages 252-259. [More] 
  • Camacho, J. (2011). Observation-based missing data methods for exploratory data analysis to unveil the connection between observations and variables in latent subspace models. Journal of Chemometrics, 25(11), 592-600. [More] 
  • Camacho, J., de la Torre, P. P. & Verdejo, J. E. (2011). Least-squares approximation of a space distribution for a given covariance and latent sub-space. Chemometrics and Intelligent Laboratory Systems, 105(2), 171 - 180. [More] 
  • Camacho, J. & Verdejo, J. E (2010). Principal component analysis for very large datasets. In Proc. VII Colloquium Chemiometricum Mediterraneum, pages 5-13. [More] 
  • Camacho, J. (2010). Missing-data theory in the context of exploratory data analysis. Chemometrics and Intelligent Laboratory Systems, 103(1), 8 - 18. [More] 
  • Fuentes-García, N. M., González-Martínez, J. M., Maciá-Fernández, G. & Camacho, J. PARAMO: enhanced data Pre-processing in Batch Multivariate Statistical Process Control. In Scandinavian Sysmposium on Chemometrics (SSC16)). [More] 

Projects