Journal papers

Conference papers

  • Adán-López, R., Fernández-Martínez, D., Rodríguez-Gómez, R.A., Camacho, J. Coupled Design and Analysis of Experiments in Network Management. 37th IEEE/IFIP Network Operations and Management Symposium (NOMS 2024) , Seoul (Korea), .
  • Camacho, J. ANOVA Simultaneous Component Analysis for the Efficient Exploration of Massive Network Traffic Data. 37th IEEE/IFIP Network Operations and Management Symposium (NOMS 2024) , Seoul (Korea), .
  • Sorochan Armstrong, M., Camacho, J., Zamora, R. Interpolative inverse non-uniform fast Fourier transform for recovery of bilinear structures in parallel, irregularly-sampled time domain signals . Scandinavian Symposium on Chemometrics, Gothenburg (Sweden), .
  • Sorochan Armstrong, M., Lázaro-González, A., Mellado, M., Camacho, J., Zamora, R. Uncertainty estimation in ANOVA-Simultaneous Component Analysis – PARAFAC (PARAFASCA) for visualisation of complex interactions in factorial mistletoe metabolomics data. Scandinavian Symposium on Chemometrics, Gothenburg (Sweden), .
  • Polushkina, O., Ferrer, P., Fernandez-Gonzalez S., Pérez-Cruz M., Gómez-Roig M.D., Camacho, J., Gómez-Llorente, C. Application of VASCA in Longitudinal Data. XI Colloquium Chemometricum Mediterraneum, Padova (Italy), .
  • Camacho, J., Saccenti, E., Smilde, A. Comparison of VASCA, GASCA and its combined version G-VASCA.. XI Colloquium Chemometricum Mediterraneum, Padova (Italy), .
  • Camacho, J. NetMob 2013 Data Analysis with ASCA. Netmob 2023, Madrid (Spain), .
  • Camacho, J. Simulation Power Curves in ASCA. Topics in Chemometrics, Rostock (Germany), . Presentation
  • Camacho, J., Wasielewska, K., Espinosa, P., Fuentes-García, M. Quality In / Quality Out: Data quality more relevant than model choice in anomaly detection with the UGR’16. . IEEE/IFIP Network Operation and Service Management (NOMS), Miami (USA), .
  • Khabeer A. A., Vitale R, Morales-Jimenez D. and Gómez-Llorente C. Camacho J. Variable-Selection ANOVA Simultaneous Component Analysis. Metabolomics, Valencia (Spain), .
  • Wasielewska, K., Soukup, D., Cejka, T., Camacho, J. Dataset Quality Assessment in Autonomous Networks with Permutation Testing. The 10th Prague Embedded Systems Workshop, Prague (Czeck Rep.), .
  • Camacho, J. Networkmetrics for Network Monitoring and Security- Invited Keynote. The 10th Prague Embedded Systems Workshop, Prague (Czeck Rep.), . Presentation
  • Camacho, J., Polushkina, O.A., Gómez-Llorente, C., Díaz, C., Sánchez-Rovira, P. Improved statistical inference in omics analysis with Variable-selection Anova Simultaneous Component Analysis (VASCA). X Bioinformatics and Genomics Symposium, Valencia (Spain), .
  • Wasielewska, K., Cejka, T., Soukup, D., Camacho, J. Evaluation of Detection Limit in Network Dataset Quality Assessment with Permutation Testing. European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, ECML-PKDD 2022, 4th Workshop on Machine Learning for Cybersecurity (MLCS), Grenoble (France), .
  • Camacho, J., Díaz, C., Sánchez-Rovira, P. Analyzing omics data from clinical interventions with ASCA. SEIO 2022, Granada (Spain), .
  • Villar-Argaiz, M., et al. The heat is on: Rising trend in water temperature of high mountain lakes with variable depth and geomorphometric features. International Mountain Conference, Innsbruck (Austria), .
  • Villar-Argaiz, M., et al. Citizen Science in Sierra Nevada: a necessary step forward in mountain water research and conservation. International Mountain Conference, Innsbruck (Austria), .
  • Camacho, J., Wasielewska, K. Dataset Quality Assessment in Autonomous Networks with Permutation Testing. Seventh IEEE/IFIP International Workshop on Analytics for Network and Service Management, Bucarest (Hungary), .
  • Cuberos, F., Herrera, I., Wasielewska, K., Camacho, J. Network Tomography and Partial Least Squares for Traffic Matrix Estimation. Poster. 17th International Conference on Network and Service Management (CNSM 2021), Izmir (Turkey), . Presentation
  • Mañas-Martinez, E., Cabrera, E., Wasielewska, K., Kotz, D., Camacho, J. Mining Social Interactions in Connection Traces of a Campus Wi-Fi Network. Poster. ACM SIGCOMM'21, Online (), . Poster | Abstract
  • Peters, T., Pierson, T., Sen, S., Camacho, J., Kotz, D. Recurring Verification of Interaction Authenticity Within Wireless Networks. 14th ACM Conference on Security and Privacy in Wireless and Mobile Networks (WiSec 2021), Abu Dabhi (UAE), .
  • Gómez-Hernández, J., García-Teodoro, P., Holgado-Terriza, J., Maciá-Fernández, G., Camacho, J., Noguera-Comino, J. Monitoring Android Communications for Security. Poster. IEEE INFOCOM, Online (), .
  • Gómez-Hernández, J., García-Teodoro, P., Holgado-Terriza, J., Maciá-Fernández, G., Camacho, J. A Monitoring Multidimensional Feature Android Application to Secure Mobile Environments. 6th International Workshop on Traffic Measurements for Cybersecurity (WTMC 2021), Online (), .
  • Camacho, J. Machine Learning for Intrusion Detection in CyberDefense. South Tech Week, Granada (Spain), .
  • Camacho, J., Bro, R., Kotz, D. MBDA in Action. Network Traffic Measurement and Analysis Conference (TMA), Berlin (Germany), . Presentation
  • Fuentes-García, N.M., González-Martinez, J.M., Maciá-Fernández, G., Camacho, J. PARAMO: Enhanced Data Pre-processing in Batch Multivariate Statistical Process Control. Scandinavian Symposium on Chemometrics (SSC16), Oslo (Norway), .
  • Camacho, J., Acar, E., Rasmunssen, M., Bro, R. X-CAN: Cross-Penalized Component Analysis. Scandinavian Symposium on Chemometrics (SSC16), Oslo (Norway), . Presentation
  • Camacho, J., Smilde, A.K., Saccenti, E., Westerhuis, J.A. All sparse PCA models are wrong, but some are useful. Scandinavian Symposium on Chemometrics (SSC16), Oslo (Norway), . Presentation
  • Camacho, J. Multivariate Statistical Control in the Big Data Context. II Arctic Analysis, (Iceland), .
  • González-Martinez, J.M., Fuentes-García, N.M., Camacho, J., Maciá-Fernández, G. Parameter stability and its effects on bilinear modelling of batch processes. Mini Arctic Workshop, Valencia (Spain), .
  • Camacho, J., Saccenti, E., González-Martinez, J.M. Cross validation in Sparse PLS. Mini Arctic Workshop, Valencia (Spain), .
  • Arteaga, F., Camacho, J., Ferrer, A.J. Orthogonal Procrustes Problem to generate multivariate datasets by simultaneously controlling the covariances structure and the rows distribution. Mini Arctic Workshop, Valencia (Spain), .
  • Tortorella, S., Camacho, J. GPCA for improved multivariate analysis interpretation in lipidomics. Wenvomics, Barcelona (Spain), .
  • Therón, R., Magán-Carrión, R., Camacho, J., Maciá-Fernández, G. Network-wide intrusion detection supported by multivariate analysis and interactive visualization. VizSec, Phoenix (USA), .
  • Fuentes-García, N.M., Maciá-Fernández, G., Camacho, J. A Univariate Approach for Diagnosis in PCA-MSPC. Scandinavian Symposium on Chemometrics (SSC15), Naantali (Finland), .
  • Camacho, J., Saccenti, E., Therón, R. Group-wise Principal Component Analysis. Scandinavian Symposium on Chemometrics (SSC15), Naantali (Finland), . Presentation
  • Camacho, J., García-Teodoro, P., Maciá-Fernández, G. Traffic Monitoring and Diagnosis with Multivariate Statistical Network Monitoring: A Case Study. IEEE Security & Privacy International Workshop on Traffic Measurements for Cybersecurity (WTMC 2017), San Jose, California (USA), . Presentation
  • Camacho, J., Therón, R., Magán-Carrión, R. Exploratory Analysis on Big Data using the MEDA ToolboxPresent and Future. Mini Arctic Workshop, Groningen (Netherlands), . Presentation
  • Maciá-Fernández, G., Camacho, J., García-Teodoro, P., Rodríguez-Gómez, R. Hierarchical PCA-Based Multivariate Statistical Network Monitoring for Anomaly Detection. 8th IEEE International Workshop on Information Forensics and Security (WIFS), Abu Dhabi (UAE), .
  • Iturbe, M., Camacho, J., Garitano, I., Zurutuza, U., Uribeetxeberria, R. On the Feasibility of Distinguishing Between Process Disturbances and Intrusions in Process Control Systems using Multivariate Statistical Process Control. The 3rd International Workshop on Reliability and Security Aspects for Critical Infrastructure, Tolouse (France), .
  • Therón, R., Camacho, J. Visual Steering in Multivariate Exploratory Data Analysis. 16th Chemometrics in Analytical Chemistry, Barcelona (Spain), .
  • Fuentes-García, N.M., Camacho, J., Maciá-Fernández, G. Fault Diagnosis : Contribution plots Vs oMEDA. 16th Chemometrics in Analytical Chemistry, Barcelona (Spain), .
  • Magán-Carrión, R., Camacho, J., García-Teodoro, P., Flushing, E., Caro, G. DRNS: Dynamical Relay Node Placement Solution. PAAMS, Sevilla (Spain), .
  • Camacho, J. Multivariate Big Data Analysis and its Application on Internet. Invited Keynote: 16th Chemometrics in Analytical Chemistry, Barcelona (Spain), . Presentation
  • Camacho, J., Maciá-Fernández, G., García-Teodoro, P., Therón, R. Exploratory Analysis in Big Data based on PCA and PLS. Invited Keynote: 14th Scandinavian Symposium on Chemometrics, Sardinia (Italy), . Presentation
  • Camacho, J., Maciá-Fernández, G., Díaz-Verdejo, J., García-Teodoro, P. Tackling the Big Data 4 Vs for Anomaly Detection. INFOCOM'2014 Workshop on Security and Privacy in Big Data, Toronto (Canada), .
  • Maciá-Fernández, G., Camacho, J., García-Teodoro, P. A Multiagent Self-healing System against Security Incidents in MANETs. Workshop on Active Security through Multi-Agent Systems (WASMAS), Salamanca (Spain), .
  • Magán-Carrión, R., Pulido, F., Camacho, J., García-Teodoro, P. Tampered Data Recovery in WSNs through Dynamic PCA and Variable Routing Strategies. ICCNS - Journal of Communications, Vol. 8, November, (), , pp:738-750.
  • Magán-Carrión, R., Camacho, J., García-Teodoro, P. A Security Response Approach Based on the Deployment of Mobile Agents: A Practical Vision. 11th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS 2013), Salamanca (Spain), .
  • Magán-Carrión, R., Camacho, J., García-Teodoro, P. A Security Response Approach based on the Deployment of Mobile Agents. 11th International Conference on Practical Applications of Agents and Multi-Agent Systems (PAAMS 2013), Salamanca (Spain), .
  • Camacho, J., Padilla, P., Salcedo-Campos, F.J., Díaz-Verdejo, J., García-Teodoro, P. Pair-wise Similarity Criteria for Flows Identification in P2P/non-P2P Traffic Classification. The Third International Conference on Advances in P2P Systems, Lisbon (Portugal), .
  • Camacho, J., Padilla, P., Díaz-Verdejo, J. Exploratory data analysis: a latent subspace approach. 5th International Chemometrics Research Meeting, Berg en Dal (Netherlands), .