Research and transfer groups

Data analysis and cybersecurity

The Data Analysis and Cybersecurity research team is focused on researching, developing and transferring innovative data-driven decision-making solutions to the industry, research centers and society. To this end, the Group investigates intelligent systems, designing, developing and applying machine learning techniques, data mining and Big Data to real problems.

The objective is therefore to make it facilitate companies, technology centers and socio-economic agents to face new challenges and build lasting competitive advantages, with control, analysis and interpretation of the data being the basis for providing differential added value to products and services.

The Group focuses its activities on four lines of research (Information and Communication Security, Industrial Processes, Advanced Manufacturing, and Health Industry), three of which are strategic priorities of the Basque Government (Advanced Manufacturing (which encompasses industrial processes), Energy and Biosciences/Health. Industrial Cybersecurity is an activity that cuts across all of them.

Lines of research and knowledge areas

Information and Communications Security

The objective of this research line is to face the new challenges posed by the most recent developments and uses of information technologies, providing solutions to improve trustworthiness in the new ICT landscape through research in new secure and reliable technologies. Our research group is contributing in areas such as: social network security, cyber-physical systems security, SCADA/ICS security, or device and mobile network security.

Intelligent Systems for Industrial Processes

In this line of research, the team focuses its activity on improving processes where automation is involved (metal processing, water purification, foundry processes, injection,...). It makes use of information at the process level, and seeks the optimization of parameters, the process, and the detection of anomalies in the process.

Intelligent Systems for the Healthcare Industry

It focuses on data analysis to aid decision making and improve the quality of patients’ life and healthcare professionals work. To this end, techniques are mainly used to identify patterns and predict human behaviour to help prevent disease or improve the quality of life. Heterogeneous data sources are used following the Big Data paradigm, with medical history, personal data or environmental data being some examples.

Intelligent Systems for Advanced Manufacturing

The Group works to provide manufacturing processes with greater intelligence, monitoring and prediction of manufacturing faults in manufacturing processes (with big data streaming techniques and time series prediction algorithms), and proactive maintenance techniques for manufacturing elements (with root cause analysis, remaining useful life identification and optimization). Data gathered directly from sensors installed in the manufacturing elements is used, as well as CNC, or PLC elements.

Group brochure

AGUIRRE ORTUZAR, AITOR
ALBERDI ARAMENDI, ANE
BASAGOITI ASTIGARRAGA, ROSARIO MARIA
EZPELETA GALLASTEGI, ENAITZ
FERNANDEZ ARRIETA, MIGUEL
GARCIA CABALLERO, ELIXABETE
GARITANO GARITANO, IÑAKI
GOMEZ DIEZ, CARLOS
Iturbe Urretxa, Mikel
Lakarra Arcos, Iñaki
LIZARRAGA DURANDEGUI, JESUS MARIA
LOZANO SILVA, JAVIER
PEREZ REGUERA, ITZIAR
REGUERA BAKHACHE, DANIEL
URIBEETXEBERRIA EZPELETA, ROBERTO
VELEZ DE MENDIZABAL GONZALEZ, IÑAKI
ZUGASTI URIGUEN, EKHI
Zurutuza Ortega, Urko

Using smart offices to predict occupational stress ARTICULO \| International Journal of Industrial Ergonomics. Vol. 67. Pp. 13–26. September, Year: 2018 \| ISBN: 01698141 Author: ALBERDI ARAMENDI, ANE AZTIRIA GOENAGA, ASIER
TAMUX model for industrial HMI evaluation from UX and task performance perspective: Extended Abstract COMUNICACION_CONGRESO \| Proceeding Interacción 2018 Proceedings of the XIX International Conference on Human Computer Interaction. Palma, Spain — September 12 - 14, 2018. Article No. 19. New York: ACM, Year: 2018 \| ISBN: 9781450364911 Author: LASA ERLE, GANIX ARANBURU ZABALO, ERIK ARANBURU Zabalo, Erik GONZALEZ OCHOANTESANA, ITSASO REGUERA BAKHACHE, DANIEL MAZMELA ECHAVE, MAITANE
Nuevos Paradigmas de Análisis Basados en Contenidos para la Detección del Spam en RRSS ARTICULO \| Procesamiento del Lenguaje Natural. Nº 60. Pp. 71-74. Marzo, Year: 2018 \| ISBN: 11355948 Author: EZPELETA GALLASTEGI, ENAITZ
Mejorando la Detección de Spam Social Utilizando la Subjetividad COMUNICACION_CONGRESO \| Actas de la XV Reunión Española de Criptología y Seguridad de la Información (RECSI). Granada. 3-5 octubre. Pp. 169-173. Universidad de Granada, Year: 2018 \| ISBN: 9788409024636 Author: GARITANO GARITANO, IÑAKI ITURBE URRETXA, MIKEL ZURUTUZA ORTEGA, URKO VELEZ DE MENDIZABAL GONZALEZ, IÑAKI EZPELETA GALLASTEGI, ENAITZ
Implementation of a Reference Architecture for Cyber Physical Systems to support Condition Based Maintenance COMUNICACION_CONGRESO \| International Conference on Control, Decision and Information Technologies (CoDIT). Thessaloniki. 10-13 April, Year: 2018 \| ISBN: Author: LARRINAGA BARRENECHEA, FELIX GARITANO GARITANO, IÑAKI ZURUTUZA ORTEGA, URKO ZUGASTI URIGUEN, EKHI
La intención hace el agravio: técnicas de clustering conceptual para la generalización y especialización de intencionalidades en el spear phishing COMUNICACION_CONGRESO \| Actas de las Cuartas Jornadas Nacionales de Investigación en Ciberseguridad. Donostia-San Sebastián. Gipuzkoa, 13-15 de Junio, 2018. Pp. 41-43. Editores, Urko Zurutuza, Mikel Iturbe, Enaitz Ezpeleta e Iñaki Garitano. Servicio Editorial de Mondragon Unibertsitatea, Year: 2018 \| ISBN: Author: VELEZ DE MENDIZABAL GONZALEZ, IÑAKI EZPELETA GALLASTEGI, ENAITZ ZURUTUZA ORTEGA, URKO
MEDEA: Monitorizando el espacio nulo para la detección de anomalías en sistemas industriales COMUNICACION_CONGRESO \| Actas de la XV Reunión Española de Criptología y Seguridad de la Información (RECSI). Granada. 3-5 octubre. Pp. 212- 216. Universidad de Granada, Year: 2018 \| ISBN: 9788409024636 Author: ZUGASTI URIGUEN, EKHI GARITANO GARITANO, IÑAKI ITURBE URRETXA, MIKEL ZURUTUZA ORTEGA, URKO
Decision Making in Industry 4.0 Scenarios Supported by Imbalanced Data Classification COMUNICACION_CONGRESO \| International Symposium on Intelligent and Distributed Computing. IDC 2018: Intelligent Distributed Computing. XII. Pp 121-134. Studies in Computational Intelligence. Vol. 798. Elsevier, Year: 2018 \| ISBN: 9783319996257 Author: AGUIRRE ORTUZAR, AITOR PARA FERNANDEZ, JESUS
Primer premio al mejor trabajo de estudiante: Deteccion de anomalías en redes industriales guiada por datos COMUNICACION_CONGRESO \| Actas de las Cuartas Jornadas Nacionales de Investigación en Ciberseguridad. Donostia-San Sebastián. Gipuzkoa, 13-15 de Junio, 2018. Pp. 67-68. Editores, Urko Zurutuza, Mikel Iturbe, Enaitz Ezpeleta e Iñaki Garitano. Servicio Editorial de Mondragon Unibertsitatea, Year: 2018 \| ISBN: Author: ITURBE URRETXA, MIKEL
Security, Privacy and Dependability Concepts LIBRO_CAPITULO \| Measurable and Composable Security, Privacy, and Dependability for Cyberphysical Systems: The SHIELD Methodology. Edited by Andrea Fiaschetti, Josef Noll, Paolo Azzoni and Roberto Uribeetxeberria. CRC Press, Year: 2018 \| ISBN: 9781138042759 Author: URIBEETXEBERRIA EZPELETA, ROBERTO
A Mood Analysis on Youtube Comments and a Method for Improved Social Spam Detection COMUNICACION_CONGRESO \| Hybrid Artificial Intelligent Systems (HAIS 2018). Pp. 514-525. Lecture Notes in Computer Science. Vol 10870. Springer, Year: 2018 \| ISBN: 9783319926384 Author: ITURBE URRETXA, MIKEL GARITANO GARITANO, IÑAKI VELEZ DE MENDIZABAL GONZALEZ, IÑAKI ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
Smart home-based prediction of multi-domain symptoms related to Alzheimer's Disease ARTICULO \| IEEE Journal of Biomedical and Health Informatics. IEEE. 25 January, Year: 2018 \| ISBN: 21682194 Author: AZTIRIA GOENAGA, ASIER ALBERDI ARAMENDI, ANE BARRENECHEA CARRASCO, MAITANE
The SHIELD approach LIBRO_CAPITULO \| Measurable and Composable Security, Privacy, and Dependability for Cyberphysical Systems: The SHIELD Methodology. Edited by Andrea Fiaschetti, Josef Noll, Paolo Azzoni and Roberto Uribeetxeberria. CRC Press, Year: 2018 \| ISBN: 9781138042759 Author: URIBEETXEBERRIA EZPELETA, ROBERTO
Truth Will Out: Departure-Based Process-Level Detection of Stealthy Attacks on Control Systems COMUNICACION_CONGRESO \| Proceedings of the 2018 ACM SIGSAC Conference on Computer and Communications Security. Toronto, Canada. October 15 - 19, 2018. Pp. 817-831. New York, ACM, Year: 2018 \| ISBN: 9781450356930 Author: ITURBE URRETXA, MIKEL
Automatic assessment of functional health decline in older adults based on smart home data ARTICULO \| Journal of Biomedical Informatics. Vol. 81. Pp. 119-130. May, Year: 2018 \| ISBN: 15320464 Author: AZTIRIA GOENAGA, ASIER ALBERDI ARAMENDI, ANE
The Way Cyber Physical Systems Will Revolutionise Maintenance COMUNICACION_CONGRESO \| 30th Conference on Condition Monitoring and Diagnostic Engineering Management (COMADEM). Lancashire. 10-13 July. Conference Handbook and Abstracts. Edited by: Prof Ian Sherrington,Dr Ahmed Onsy, Prof Raj Rao. June, Year: 2017 \| ISBN: Author: ZURUTUZA ORTEGA, URKO LARRINAGA BARRENECHEA, FELIX
Metodología UCAD: nuevo procedimiento de diseño de interfaces centrado en el usuario para la industria 4.0 ARTICULO \| Dyna New Technologies. Vol. 4. Nº 1. January-December, Year: 2017 \| ISBN: 23868406 Author: ARANBURU ZABALO, ERIK ARANBURU Zabalo, Erik LASA ERLE, GANIX REGUERA BAKHACHE, DANIEL
Optimizing cutting parameters for energy efficiient CNC milling COMUNICACION_CONGRESO \| Actas de las II Jornadas de Computación Empotrada y Reconfigurable (JCER). Málaga. 20-22 Septiembre, Year: 2017 \| ISBN: Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA ILLARRAMENDI REZABAL, MIREN
A survey on the inventory routing problem with stochastic lead times and demands ARTICULO \| Journal of Applied Logic. Vol. 24. Part A. Pp. 15-24. November, Year: 2017 \| ISBN: 15708683 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Cifrado CP-ABE para el ecosistema Apache Hadoop COMUNICACION_CONGRESO \| II Jornadas Nacionales de Investigación en Ciberseguridad (JNIC). Madrid, 31 de mayo y 1-2 de junio, Year: 2017 \| ISBN: 9788460846598 Author: ITURBE URRETXA, MIKEL GARITANO GARITANO, IÑAKI ARENAZA NUÑO, IGNACIO ZURUTUZA ORTEGA, URKO
Nuevas metodologías centradas en el usuario para la creación de software en la industria 4.0 ARTICULO \| Dyna. Vol. 92. Nº 5. P. 492. Septiembre, Year: 2017 \| ISBN: 00127361 Author: LASA ERLE, GANIX REGUERA BAKHACHE, DANIEL IRURETAGOYENA IRAZUSTA, GARIKOITZ ARANBURU ZABALO, ERIK ARANBURU Zabalo, Erik
Hacia un conjunto estandar de ataques contra sistemas de control para la evaluación de contramedidas COMUNICACION_CONGRESO \| II Jornadas Nacionales de Investigación en Ciberseguridad (JNIC). Madrid, 31 de mayo y 1-2 de junio, Year: 2017 \| ISBN: 9788460846598 Author: GARITANO GARITANO, IÑAKI ITURBE URRETXA, MIKEL ARENAZA NUÑO, IGNACIO ZURUTUZA ORTEGA, URKO
Software Defined Networking Opportunities for Intelligent Security Enhancement of Industrial Control Systems COMUNICACION_CONGRESO \| International Workshop on Soft Computing Models in Industrial and Environmental Applications. Computational Intelligence in Security for Information Systems Conference International Conference on EUropean Transnational Education. SOCO 2017, CISIS 2017, ICEUTE 2017: International Joint Conference SOCO’17-CISIS’17-ICEUTE’17 León, Spain, September 6–8, Proceeding. Pp 577-586. Springer, Year: 2017 \| ISBN: Online 9783319671802 Author: GARITANO GARITANO, IÑAKI ZURUTUZA ORTEGA, URKO ITURBE URRETXA, MIKEL
Short Messages Spam Filtering Combining Personality Recognition and Sentiment Analysis ARTICULO \| International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems. Vol. 25. Nº. Suppl. 2. December, Year: 2017 \| ISBN: Online 17936411 Author: EZPELETA GALLASTEGI, ENAITZ GARITANO GARITANO, IÑAKI ZURUTUZA ORTEGA, URKO
Segundo premio al mejor trabajo de estudiante: nuevos paradigmas de análisis basados en contenidos para la detección del spam en RRSS COMUNICACION_CONGRESO \| III Jornadas Nacionales de Investigación en Ciberseguridad (JNIC). Madrid. 31 mayo - 2 junio de 2017. Universidad Rey Juan Carlos, Year: 2017 \| ISBN: 9788460846598 Author: EZPELETA GALLASTEGI, ENAITZ
Desarrollo de una solución de visualización en el proyecto europeo Cityfied COMUNICACION_CONGRESO \| III Congreso Ciudades Inteligentes. Madrid. 26-27 de abril. Libro de Comunicaciones. Grupo Tecma Red, Year: 2017 \| ISBN: 9788461799053 Author: REGUERA BAKHACHE, DANIEL LARRINAGA BARRENECHEA, FELIX ARENAZA NUÑO, IGNACIO
Influencia de la frecuencia respiratoria inducida en los valores HRV COMUNICACION_CONGRESO \| CASEIB 2017: XXXV Congreso anual de la Sociedad Espa˜ñola de Ingeniería Biomédica : Libro de actas, Bilbao 29 de Noviembre-1 de Diciembre. Editores cientíﬁcos, Raimon Jané Campos et al. Pp. 367-370. Euskal Herriko Unibertsitateko Argitalpen Zerbitzua, Year: 2017 \| ISBN: 9788490827970 Author: BARRENECHEA CARRASCO, MAITANE ALBERDI ARAMENDI, ANE AYALA FERNANDEZ, UNAI
Optimising Maintenance : What are the expectations for Cyber Physical Systems COMUNICACION_CONGRESO \| Proceedings of the 3rd International IFIP Workshop on Emerging Ideas and Trends in Engineering of Cyber-Physical Systems (EITEC’16). Vienna. 11 April. Pp. 53-58. IEEE, Year: 2016 \| ISBN: 9781509011520 Author: ZURUTUZA ORTEGA, URKO
Short Messages Spam Filtering Using Personality Recognition COMUNICACION_CONGRESO \| ACM International Conference Proceeding Series. 4th Spanish Conference in Information Retrieval. Granada.14-16 June. Vol.14-16-June-2016. Article number 7, Year: 2016 \| ISBN: 9781450341417 Author: ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
Detection and Visualization of Android Malware Behavior ARTICULO \| Journal of Electrical and Computer Engineering. Vol. 2016, Article ID 8034967. Hindawi, Year: 2016 \| ISBN: 20900147 Author: ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO
On the Feasibility of Distinguishing Between Process Disturbances and Intrusions in Process Control Systems using Multivariate Statistical Process Control COMUNICACION_CONGRESO \| Proceedings of the 46th Annual IEEE/IFIP International Conference on Dependable Systems and Networks Workshops (DSN). Toulouse. 28 June- 1 August. IEEE, Year: 2016 \| ISBN: 9781509036882 Author: GARITANO GARITANO, IÑAKI ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO ITURBE URRETXA, MIKEL
Visualizing Network Flows and Related Anomalies in Industrial Networks using Chord Diagrams and Whitelisting COMUNICACION_CONGRESO \| Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications (VISIGRAPP 2016) - Volume 2: IVAPP. Pp. 99-106. SCITEPRESS, Science and Technology Publications, Year: 2016 \| ISBN: 9789897581755 Author: GARITANO GARITANO, IÑAKI ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO
Intelligent machine tool monitoring and control system COMUNICACION_CONGRESO \| Actas Jornadas SARTECO 2016 (XXVII Jornadas de Paralelismo (JP2016) y I Jornadas de Computación Empotrada y Reconfigurable (JCER2016)). Sociedad de Arquitectura y Tecnología de Computadores. Ediciones Universidad Salamanca. Pp.627-635. Septiembre, Year: 2016 \| ISBN: 9788490126264 Author: ILLARRAMENDI REZABAL, MIREN BASAGOITI ASTIGARRAGA, ROSARIO MARIA ARRAZOLA ARRIOLA, PEDRO JOSE HORMAETXE FERNANDEZ, EXABIER APERRIBAY ZUBIA, FRANCISCO JAVIER
Distributed Thematic Mapping Performance Optimization in Public Clouds COMUNICACION_CONGRESO \| Proceedings of the 2016 Conference on Big Data from Space (BiDS16). Santa Cruz de Tenerife. 15-17 March. Pp. 99-102. Publications Office of the European Union, Year: 2016 \| ISBN: 9789279569807 Author: LOZANO SILVA, JAVIER
Cyber Physical System Based Proactive Collaborative Maintenance COMUNICACION_CONGRESO \| Proceedings of the International Conference on Smart Systems and Technologies (SST). Osijek. 12-14 October. IEEE, Year: 2016 \| ISBN: Print 9781509037186 Author: ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO
A Scientometric Analysis of Inventory Routing Problem Literature with Special Emphasis in Stochasticand Dynamic Version ARTICULO \| IOSR Journal of Applied Geology and Geophysics (IOSR-JAGG). Vol.4. Nº4. Jul-Aug, Year: 2016 \| ISBN: Print 23210982 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
MOOC sobre Hacking ético de MONDRAGON UNIBERTSITATEA - #moocHackingMU COMUNICACION_CONGRESO \| II Jornadas Nacionales de Investigación en Ciberseguridad (JNIC). Granada. 15-17 junio, Year: 2016 \| ISBN: Author: ITURBE URRETXA, MIKEL FERNANDEZ ARRIETA, MIGUEL LIZARRAGA DURANDEGUI, JESUS MARIA GARITANO GARITANO, IÑAKI ARENAZA NUÑO, IGNACIO
Robustness of inventory replenishment and customer selection policies for the dynamic and stochastic inventory-routing problem ARTICULO \| Computers & Operations Research. Vol. 74. Pp. 14–20. October, Year: 2016 \| ISBN: 03050548 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Distinguiendo entre perturbaciones de proceso e intrusiones en sistemas de control: caso de estudio con el proceso Tennessee-Eastman COMUNICACION_CONGRESO \| XIV Reunión Española sobre Criptología y Seguridad de la Información (RECSI). Mahón .26-28 de octubre. Universidad de les Illes Balears, Year: 2016 \| ISBN: 9788460894704 Author: ITURBE URRETXA, MIKEL GARITANO GARITANO, IÑAKI ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO
Detection of Intrusions and Malware, and Vulnerability Assessment LIBRO \| Year: 2016 \| ISBN: 9783319406664 Author: ZURUTUZA ORTEGA, URKO
Diseño de un banco de pruebas híbrido para la investigación de seguridad y resiliencia en redes industriales COMUNICACION_CONGRESO \| II Jornadas Nacionales de Investigación en Ciberseguridad (JNIC). Granada. 15-17 junio, Year: 2016 \| ISBN: Author: ITURBE URRETXA, MIKEL GARITANO GARITANO, IÑAKI ARENAZA NUÑO, IGNACIO ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO
Los spammers no piensan : usando reconocimiento de personalidad para el filtrado de spam en mensajes cortos COMUNICACION_CONGRESO \| Actas de la XIV Reunión Española sobre Criptología y Seguridad de la Información, RECSI. Maó, Menorca. 26-28 Octubre. Universidad de les Illes Balears, Year: 2016 \| ISBN: 9788460894704 Author: ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
Using Personality Recognition Techniques to Improve Bayesian Spam Filtering ARTICULO \| Procesamiento del Lenguaje Natural, Revista. Vol. 57. Pp. 125-132, Year: 2016 \| ISBN: 11355948 Author: ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
On the early diagnosis of Alzheimer's Disease from multimodal signals : a survey ARTICULO \| Artificial Intelligence in Medicine. Vol. 71. Pp. 1–29. July, Year: 2016 \| ISBN: 09333657 Author: AZTIRIA GOENAGA, ASIER ALBERDI ARAMENDI, ANE
Towards an automatic early stress recognition system for office environments based on multimodal measurements : a review ARTICULO \| Journal of Biomedical Informatics. Volume.59. Pp.49-75. February, Year: 2016 \| ISBN: 15320464 Author: AZTIRIA GOENAGA, ASIER ALBERDI ARAMENDI, ANE
A study of the personalization of spam content using Facebook public information ARTICULO \| Logic Journal of the IGPL. First published online August 5, Year: 2016 \| ISBN: Online 13689894 Author: ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
Short Messages Spam Filtering Using Sentiment Analysis LIBRO_CAPITULO \| Text, Speech, and Dialogue: 19th International Conference, TSD 2016, Brno , Czech Republic, September 12-16, 2016, Proceedings. Vol. 9924. Lecture Notes in Computer Science. Pp 142-153, Year: 2016 \| ISBN: Print 9783319455099 Author: ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
Does Sentiment Analysis Help in Bayesian Spam Filtering? LIBRO_CAPITULO \| Hybrid Artificial Intelligent Systems. 11th International Conference, HAIS 2016, Seville, Spain, April 18-20. Proceedings. Vol.9648 of the series, Lecture Notes in Computer Science. Pp 79-90. Springer, Year: 2016 \| ISBN: 9783319320335 Author: ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
Basic Internet Access: Capacity and Traffic Shaping COMUNICACION_CONGRESO \| The Sixth International Conference on Mobile Services, Resources, and Users (MOBILITY). Proceedings of a meeting held 22-26 May 2016, Valencia, Spain. International Academy, Research, and Industry Association ( IARIA ), Year: 2016 \| ISBN: 9781510823525 Author: GARITANO GARITANO, IÑAKI
Web-Based Supervised Thematic Mapping ARTICULO \| IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. Vol. 8. Nº. 5. Pp. 2165-2176. May, Year: 2015 \| ISBN: 19391404 Author: LOZANO SILVA, JAVIER
An analysis of the effectiveness of personalized spam using online social network public information COMUNICACION_CONGRESO \| International Joint Conference CISIS’2015 and ICEUTE’2015. Advances in Intelligent Systems and Computing. Springer. Vol. 369. Pp 497-506, Year: 2015 \| ISBN: 9783319197135 Author: ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
Different approaches for the detection of SSH anomalous connections ARTICULO \| Logic Journal of the IGPL. Special Issue. 38. First published online: October 20, Year: 2015 \| ISBN: Online 13689894 Author: ZURUTUZA ORTEGA, URKO
Desarrollo y aplicación de una metodología para el diseño de soluciones de visualización en el Proyecto Europeo CITyFiED COMUNICACION_CONGRESO \| Libro de Comunicaciones. II Congreso de Edificios Inteligentes. Madrid. 24-25 Marzo 2015. Grupo Tecma Red. Madrid, Year: 2015 \| ISBN: 9788460827931 Author: REGUERA BAKHACHE, DANIEL LARRINAGA BARRENECHEA, FELIX ARENAZA NUÑO, IGNACIO
Basic Internet: Mobile Content Delivery to Everyone COMUNICACION_CONGRESO \| Eleventh International Conference on Wireless and Mobile Communications ICWMC). Proceedings of a meeting held 11-16 October 2015, St. Julians, Malta. International Academy, Research, and Industry Association ( IARIA ), Year: 2015 \| ISBN: 9781612084336 Author: GARITANO GARITANO, IÑAKI
Sistema visual de monitorización de seguridad de flujos de red industriales COMUNICACION_CONGRESO \| I Jornadas Nacionales de Investigación en Ciberseguridad (JNIC 2015). León. 14-16 Septiembre, Year: 2015 \| ISBN: 9788497737425 Author: GARITANO GARITANO, IÑAKI ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO ITURBE URRETXA, MIKEL
Multi-Metrics Approach for Security, Privacy and Dependability in Embedded Systems ARTICULO \| Wireless Personal Communications. Vol. 81. Nº 4. Pp 1359–1376. April, Year: 2015 \| ISBN: Print 09296212 Author: GARITANO GARITANO, IÑAKI
Personalizing access to e-learning content based on their preferences COMUNICACION_CONGRESO \| INTED2015 Proceedings (9th International Technology, Education and Development Conference. Madrid. 2-4 March). Pp. 7834-7838, Year: 2015 \| ISBN: 9788460657637 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA ARENAZA NUÑO, IGNACIO
A modified genetic algorithm applied to the elevator dispatching problem ARTICULO \| Soft Computing. 03 June, Year: 2015 \| ISBN: Online 14337479 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Classification of SSH anomalous connections COMUNICACION_CONGRESO \| International Joint Conference SOCO’13-CISIS’13-ICEUTE’13. Advances in Intelligent Systems and Computing. Vol. 239. Pp. 479-488, Year: 2014 \| ISBN: 9783319018539 Author: ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
Identification of plant species on large botanical image datasets COMUNICACION_CONGRESO \| Proceedings of the International Workshop on Environmental Multimedia Retrieval Year: 2014 \| ISBN: Author: LOZANO SILVA, JAVIER
Semi Automatic Remote Sensing Image Layer Generator Based On Web Based Visual Analytics COMUNICACION_CONGRESO \| Proceedings of the 5th Jubilee International Conference on Cartography and GIS. Riviera. 15-21 June. Pp.709-714, Year: 2014 \| ISBN: Author: LOZANO SILVA, JAVIER
Inventory routing problem with stochastic demand and lead time : state of the art COMUNICACION_CONGRESO \| International Joint Conference SOCO’14-CISIS’14-ICEUTE’14. Bilbao, Spain, June 25th-27th, 2014, Proceedings. Vol.299 of the series Advances in Intelligent Systems and Computing. Pp 73-82, Year: 2014 \| ISBN: Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
A demonstrator for an eco-sufficient home within the Arrowhead project COMUNICACION_CONGRESO \| Actas de las V Jornadas de Computación Empotrada. Valladolid. 17- 19 septiembre. Valladolid, Year: 2014 \| ISBN: 8469709720 Author: URIBEETXEBERRIA EZPELETA, ROBERTO ARENAZA NUÑO, IGNACIO LARRINAGA BARRENECHEA, FELIX
Análisis visual del comportamiento de aplicaciones para Android COMUNICACION_CONGRESO \| Actas de la XIII Reunión Española sobre Criptología y Seguridad de la Información RECSI XIII : Alicante, 2-5 de septiembre. Pp. 253-258. Universidad de Alicante, Year: 2014 \| ISBN: 9788497173230 Author: ARENAZA NUÑO, IGNACIO URIBEETXEBERRIA EZPELETA, ROBERTO ZURUTUZA ORTEGA, URKO
Working with students' diversity toward high-level skills by means of PBL COMUNICACION_CONGRESO \| SEFI 42th Annual Conference. Educating engineers for Global Competitiveness. Birmingham. 15-19 September, Year: 2014 \| ISBN: 9782873520045 Author: VELEZ DE MENDIZABAL GONZALEZ, IÑAKI GOIKOETXEA ARANA, ANDER MUXIKA OLASAGASTI, EÑAUT PEREZ LAZARE, JOSE MARIA
Sistema de Detección de Anomalías para protocolos propietarios de Control Industrial COMUNICACION_CONGRESO \| Actas de la XIII Reunión Española sobre Criptología y Seguridad de la Información RECSI XIII : Alicante, 2-5 de septiembre. Pp. 315-320. Universidad de Alicante, Year: 2014 \| ISBN: 9788497173230 Author: ARENAZA NUÑO, IGNACIO URIBEETXEBERRIA EZPELETA, ROBERTO ZURUTUZA ORTEGA, URKO GARITANO GARITANO, IÑAKI
Scalable Machine Learning for Fast Thematic Mapping in Web Servers COMUNICACION_CONGRESO \| Proceedings of the 2014 Conference on Big Data from Space (BiDS14). Frascati. 12- 14 November. Pp. 38-41. Publications Office of the European Union, Year: 2014 \| ISBN: 9789279432521 Author: LOZANO SILVA, JAVIER
Measurable Security, Privacy and Dependability in Smart Grids ARTICULO \| Journal of Cyber Security and Mobility. Vol. 3. Nº. 4. October, Year: 2014 \| ISBN: Print 22451439 Author: GARITANO GARITANO, IÑAKI
Passenger flow pattern learning based on trip counting in lift systems combined with real-time information COMUNICACION_CONGRESO \| 3rd Symposium of Lift and Escalator Technologies. Northampton. September, Year: 2013 \| ISBN: Print 20527225 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Adapting PBL Instantiation to Promote Students’ Engagement COMUNICACION_CONGRESO \| PBL Across Cultures. Aalborg: Aalborg Universitetsforlag : The 4th International Research Symposium on Problem Based Learning (IRSPBL 2013). Putrajaya, Malaysia. 1-8 July. Pp. 56-60. Aalborg Universitetsforlag, Year: 2013 \| ISBN: 9788771120929 Author: VELEZ DE MENDIZABAL GONZALEZ, IÑAKI OYARZUN GOYALDE, JAVIER ARANA AREXOLALEIBA, NESTOR MARKIEGI GONZALEZ, URTZI
Visual analytics for built-up area understanding from metric resolution Earth observation data COMUNICACION_CONGRESO \| International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences (ISPRS2013-SSG). Vol. XL-7/W2. Antalya, Turkey. 11 – 17 November, Year: 2013 \| ISBN: Author: LOZANO SILVA, JAVIER
Learning Frequent Behaviors of the users in Intelligent Environments ARTICULO \| IEEE Transactions on Systems, Man and Cybernetics: Systems. Vol. 43. N. 6. Pp. 1265-1278, November, Year: 2013 \| ISBN: 21682216 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA IZAGUIRRE ALTUNA, ALBERTO AZTIRIA GOENAGA, ASIER
Turistic RobSoCCollective Intelligence y Robotic Social Curation aplicada al Turismo COMUNICACION_CONGRESO \| Turitec 2012: IX Congreso Nacional Turismo y Tecnologías de la Información y las Comunicaciones. Coordinado por Antonio Guevara Plaza, Andrés Aguayo Maldonado, José Luis Caro Herrero, Alfonso Cerezo Medina. Pp. 424-437. Universidad de Málaga (UMA), Year: 2012 \| ISBN: 9788461599462 Author: REGUERA BAKHACHE, DANIEL
A System to Learn Frequent Behavioural Patterns COMUNICACION_CONGRESO \| 8th International Conference on Intelligent Environments (IE). Guanajuato. 26-29 June. Pp. 363-366. IEEE, Year: 2012 \| ISBN: 9781467320931 Author: AZTIRIA GOENAGA, ASIER BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Discovering frequent user--environment interactions in intelligent environments ARTICULO \| Personal and Ubiquitous Computing. Vol. 16. Nº 1, pp 91-103, Year: 2012 \| ISBN: 16174909 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA IZAGUIRRE ALTUNA, ALBERTO AZTIRIA GOENAGA, ASIER
Ontology Based Middleware for Ranking and Retrieving Information on Locations Adapted for People with Special Needs COMUNICACION_CONGRESO \| International Conference on Computers for Handicapped Persons. ICCHP 2012: Computers Helping People with Special Needs. Lecture Notes in Computer Scienceol . V7382. Pp 351-354. Springer, Year: 2012 \| ISBN: 9783642315213 Author: LOZANO SILVA, JAVIER
Origin Destination Matrix Estimation and Prediction in Vertical Transportation COMUNICACION_CONGRESO \| 2nd Symposium of Lift and Escalator Technologies. University of Northampton. 27 September, Year: 2012 \| ISBN: Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Adapting e-learning contents based on navigations COMUNICACION_CONGRESO \| Intelligent Environments (Workshops, Workshop Proceedings of the 8th International Conference on Intelligent Environments, 27-28 June. Vol. 13, Ambient Intelligence and Smart Environments, Pp. 267-275, Year: 2012 \| ISBN: Print 9781614990796 Author: AZTIRIA GOENAGA, ASIER BASAGOITI ASTIGARRAGA, ROSARIO MARIA
A neural visualization IDS for honeynet data ARTICULO \| International Journal of Neural Systems. Vol. 22. Nº. 2. Pp 121-128, Year: 2012 \| ISBN: 01290657 Author: ZURUTUZA ORTEGA, URKO
Actas de la XII Reunión Española sobre Criptología y Seguridad de la Información LIBRO \| Year: 2012 \| ISBN: 9788461599332 Author: ARENAZA NUÑO, IGNACIO ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO
Reputation-based intrusion detection system for wireless sensor networks COMUNICACION_CONGRESO \| Proceedings of the 2nd IEEE Workshop on Complexity in Engineering (COMPENG). Aachen. 11 -13 June. Pp.128-131, Year: 2012 \| ISBN: 978467316132 Author: URIBEETXEBERRIA EZPELETA, ROBERTO ZURUTUZA ORTEGA, URKO ARENAZA NUÑO, IGNACIO
Use of dynamic time warping for a personalized tracheal stent design COMUNICACION_CONGRESO \| Soft Computing Models in Industrial and Environmental Applications, 6th International Conference SOCO 2011. Corchado E., Snášel V., Sedano J., Hassanien A.E., Calvo J.L., Ślȩzak D. (eds). Advances in Intelligent and Soft Computing. Vol 87. Pp. 571-578. Springer, Year: 2011 \| ISBN: 9783642196430 Author: UGARTE BARRENA, DONE BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Visualization of misuse-based intrusion detection : application to honeynet data ARTICULO \| Advances in Intelligent and Soft Computing. Vol. 87. Pp 561-570, Year: 2011 \| ISBN: Print 18675662 Author: ZURUTUZA ORTEGA, URKO EZPELETA GALLASTEGI, ENAITZ
A review of SCADA anomaly detection systems ARTICULO \| Advances in Intelligent and Soft Computing. Vol. 87. Pp 561-570, Year: 2011 \| ISBN: Online 18675670 Author: URIBEETXEBERRIA EZPELETA, ROBERTO ZURUTUZA ORTEGA, URKO GARITANO GARITANO, IÑAKI
Predicting the passenger request in the elevator dispatching problem COMUNICACION_CONGRESO \| Soft Computing Models in Industrial and Environmental Applications, 6th International Conference SOCO 2011. Corchado E., Snášel V., Sedano J., Hassanien A.E., Calvo J.L., Ślȩzak D. (eds). Advances in Intelligent and Soft Computing. Vol. 87. Pp. 387-394. Springer, Year: 2011 \| ISBN: 9783642196430 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Understanding honeypot data by an unsupervised neural visualization COMUNICACION_CONGRESO \| Computational Intelligence in Security for Information Systems 2010. Advances in Intelligent and Soft Computing, vol 85. Pp 151-160. Herrero Á., Corchado E., Redondo C., Alonso Á. (eds). Springer, Berlin, Heidelberg, Year: 2011 \| ISBN: Print 9783642166259 Author: URIBEETXEBERRIA EZPELETA, ROBERTO ARENAZA NUÑO, IGNACIO EZPELETA GALLASTEGI, ENAITZ ZURUTUZA ORTEGA, URKO
Tribology for health monitoring in aerospace EMAs COMUNICACION_CONGRESO \| Proceedings of the 24th International Congress on Condition monitoring and diagnostics engineering Management (COMADEM). Stavanger. 30 May-1 June. Pp. 609-614, Year: 2011 \| ISBN: 0954130723 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Crowdroid : behavior-based malware detection system for Android COMUNICACION_CONGRESO \| Proceedings of 18th ACM Conference on Computer and Communications Security. Chicago. 17-21 October, Year: 2011 \| ISBN: 9781450309486 Author: ZURUTUZA ORTEGA, URKO
Euskalert, red vasca de honeypots COMUNICACION_CONGRESO \| Actas de XI Reunión Española sobre Criptografía y Seguridad de la Información (XI RECSI). Tarragona. 7-10 Septiembre, Year: 2010 \| ISBN: 9788469333044 Author: LIZARRAGA DURANDEGUI, JESUS MARIA VELEZ DE MENDIZABAL GONZALEZ, IÑAKI EZPELETA GALLASTEGI, ENAITZ ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO FERNANDEZ ARRIETA, MIGUEL
The impact of the SHA-3 casting cryptography competition on the Spanish IT market COMUNICACION_CONGRESO \| Computational Intelligence in Security for Information Systems 2010. Advances in Intelligent and Soft Computing, Vol. 85, pp 191-199 Year: 2010 \| ISBN: 9783642166259 Author: FERNANDEZ ARRIETA, MIGUEL ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO
Behavior analysis of domain servers through windows security event monitoring ARTICULO \| Journal of Information Assurance and Security. Vol. 5. Nº 4. Pp. 418-425, Year: 2010 \| ISBN: 15541010 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA ZURUTUZA ORTEGA, URKO AZTIRIA GOENAGA, ASIER
Identifying cyber security events in IEC 61850 substations by analysing different traffic patterns COMUNICACION_CONGRESO \| CIGRE Session. Paris. 22-27 August. Paper D2-205, Year: 2010 \| ISBN: Author: ARENAZA NUÑO, IGNACIO URIBEETXEBERRIA EZPELETA, ROBERTO GARITANO GARITANO, IÑAKI
Development of an aeronautical electromechanical actuator with real time health monitoring capability COMUNICACION_CONGRESO \| Proceedings of the fourth International conference on recent advances in aerospace actuation systems and components : Recent advances in aerospace actuation systems and componentsInternational. Conference on Recent Advances in Aerospace Actuation Systems and Components. Toulouse, France. May 5-7, Year: 2010 \| ISBN: 9782876490604 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
On the Visualization of Honeypot Data through Projection Techniques COMUNICACION_CONGRESO \| 10th International Conference on Computational and Mathematical Methods in Science and Engineering. Almeria. 26-30 June, Year: 2010 \| ISBN: 9788461627233 Author: GARITANO GARITANO, IÑAKI ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO ARENAZA NUÑO, IGNACIO
Automatic modeling of frequent user behaviours in intelligent environments COMUNICACION_CONGRESO \| Sixth International Conference on Intelligent Environments. 19-21 July. Pp. 7-12, Year: 2010 \| ISBN: Print 9781424478361; Online 9780769541495 Author: IZAGUIRRE ALTUNA, ALBERTO AZTIRIA GOENAGA, ASIER BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Learning about preferences and common behaviours of the user in an intelligent environment LIBRO_CAPITULO \| Behaviour Monitoring and Interpretation – BMI (Ambient Intelligence and Smart Environments. Vol. 3). Edited by Björn Gottfried, Hamid Aghajan, Year: 2009 \| ISBN: Print 9781607500483; Online 9781607504597 Author: IZAGUIRRE ALTUNA, ALBERTO BASAGOITI ASTIGARRAGA, ROSARIO MARIA AZTIRIA GOENAGA, ASIER
Discovering of frequent sets of actions in intelligent environments COMUNICACION_CONGRESO \| Proceedings of the 5th International Conference on Intelligent Environments. Barcelona. 20-21 July. Ambient Intelligence and Smart Environments.Vol 2: Intelligent Environments. Pp 153-160, Year: 2009 \| ISBN: Print 9781607500346 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA AZTIRIA GOENAGA, ASIER IZAGUIRRE ALTUNA, ALBERTO
Discovering of arrival patterns for traffic control optimization COMUNICACION_CONGRESO \| 9th International workshop on Electronic Control, Modelling, Measurement and Signals. Mondragon. 8-10 July. Pp. 307-312. Mondragon Unibertsitateko Zerbitzu editoriala, Year: 2009 \| ISBN: 9788460809418 Author: AZTIRIA GOENAGA, ASIER BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Clustering of windows security events by means of frequent pattern mining COMUNICACION_CONGRESO \| Computational Intelligence in Security for Information Systems. Herrero Á., Gastaldo P., Zunino R., Corchado E. (eds). Advances in Intelligent and Soft Computing. Vol. 63. Pp.19- 27. Springer, Year: 2009 \| ISBN: 9783642040900 Author: AZTIRIA GOENAGA, ASIER BASAGOITI ASTIGARRAGA, ROSARIO MARIA ZURUTUZA ORTEGA, URKO
Malicious fault characterization exploiting honeypot data COMUNICACION_CONGRESO \| Proceedings of the Seventh European Dependable Computing Conference (EDCC-7), Kaunas, Lituania, May 2008 Year: 2008 \| ISBN: 9780769531380 Author: ZURUTUZA ORTEGA, URKO
A data mining approach for analysis of worm activity through automatic signature generation COMUNICACION_CONGRESO \| Proceedings of the First ACM workshop on AISec. Fairfax, VA, USA. 27 October Year: 2008 \| ISBN: 9781595938107 Author: ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO
Mejora del clustering de ataques realizado en una red distribuida de sistemas trampa COMUNICACION_CONGRESO \| X Reunión Española sobre Criptografía y Seguridad de la Información (RECSI). Salamanca. 2-5 Septiembre, Year: 2008 \| ISBN: 9788469151587 Author: VELEZ DE MENDIZABAL GONZALEZ, IÑAKI FERNANDEZ ARRIETA, MIGUEL URIBEETXEBERRIA EZPELETA, ROBERTO ZURUTUZA ORTEGA, URKO
Beacon frame spoofing attack detection in IEEE 802.11 networks COMUNICACION_CONGRESO \| Third International Conference on Availability, Reliability and Security (ARES). Barcelona. March. PG. 520-525, Year: 2008 \| ISBN: 0769531024 Author: SERNA NOCEDAL, AINHOA VELEZ DE MENDIZABAL GONZALEZ, IÑAKI LIZARRAGA DURANDEGUI, JESUS MARIA URIBEETXEBERRIA EZPELETA, ROBERTO FERNANDEZ ARRIETA, MIGUEL ZURUTUZA ORTEGA, URKO
Un marco inteligente para el análisis de tráfico generado por gusanos en Internet COMUNICACION_CONGRESO \| Actas de la X Reunión Española sobre Criptografía y Seguridad de la Información (RECSI). Salamanca. 2-5 Septiembre, Year: 2008 \| ISBN: 9788469151587 Author: ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO FERNANDEZ ARRIETA, MIGUEL VELEZ DE MENDIZABAL GONZALEZ, IÑAKI
Servicios de red en Linux: DNS, DHCP, WWW, Correo y Proxy LIBRO \| Year: 2008 \| ISBN: 9788460807490 Author: ARENAZA NUÑO, IGNACIO VELEZ DE MENDIZABAL GONZALEZ, IÑAKI
Marcos de referencia de IT Governance y su indicendia en la estrategia de negocio COMUNICACION_CONGRESO \| Creación empresarial, innovación y desarrollo económico. XVIII Congreso Nacional ACEDE: León, 14-16 de septiembre, Year: 2008 \| ISBN: Author: URIBEETXEBERRIA EZPELETA, ROBERTO LAKARRA ARCOS, IGNACIO
Mejora del clustering de ataques realizado en la red Leurre.com a través de la eliminación de las anomalías de red COMUNICACION_CONGRESO \| Actas del II Simposio sobre Seguridad Informática. Madrid : Thomson, Year: 2007 \| ISBN: 9788497326070 Author: ZURUTUZA ORTEGA, URKO FERNANDEZ ARRIETA, MIGUEL URIBEETXEBERRIA EZPELETA, ROBERTO
Análisis de datos procedentes de un Sistema de Detección de Gusanos mediante técnicas de clustering COMUNICACION_CONGRESO \| Actas del II Simposio sobre Seguridad Informática. Madrid : Thomson, Year: 2007 \| ISBN: 9788497326070; 8497326075 Author: ZURUTUZA ORTEGA, URKO URIBEETXEBERRIA EZPELETA, ROBERTO FERNANDEZ ARRIETA, MIGUEL
Combined data mining approach for intrusion detection COMUNICACION_CONGRESO \| International Conference on Security and Cryptography (SECRYPT). Barcelona. 28-31 July, Year: 2007 \| ISBN: 9789898111128 Author: URIBEETXEBERRIA EZPELETA, ROBERTO LIZARRAGA DURANDEGUI, JESUS MARIA FERNANDEZ ARRIETA, MIGUEL ZURUTUZA ORTEGA, URKO
Security in embedded systems COMUNICACION_CONGRESO \| IADIS International Conference Applied Computing. San Sebastián. 25-28 February, Year: 2006 \| ISBN: 9728924097 Author: URIBEETXEBERRIA EZPELETA, ROBERTO LIZARRAGA DURANDEGUI, JESUS MARIA FERNANDEZ ARRIETA, MIGUEL ZURUTUZA ORTEGA, URKO
Mining a worm detection system data COMUNICACION_CONGRESO \| 9th International Symposium on Recent Advances in Intrusion Detection (RAID). Hamburg. 20-22 September, Year: 2006 \| ISBN: 9783540397236 Author: URIBEETXEBERRIA EZPELETA, ROBERTO ZURUTUZA ORTEGA, URKO
Patrones de análisis técnico para la representación de series temporales económicas COMUNICACION_CONGRESO \| Actas del Primer Congreso Español de Informática (CEDI). Granada. 13-16 Septiembre, Year: 2005 \| ISBN: 849732448X Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Revisión del estado actual de la investigación en el uso de data mining para la detección de intrusiones COMUNICACION_CONGRESO \| I Simposio Español sobre Seguridad Informática, en el marco del Primer Congreso Español de Informática (CEDI'05). Septiembre, Year: 2005 \| ISBN: 8497324382 Author: URIBEETXEBERRIA EZPELETA, ROBERTO ZURUTUZA ORTEGA, URKO
Sistemas trampa : revisión del estado actual COMUNICACION_CONGRESO \| I Simposio Español sobre Seguridad Informática, en el marco del Primer Congreso Español de Informática (CEDI'05). Septiembre, Year: 2005 \| ISBN: 8497324382 Author: URIBEETXEBERRIA EZPELETA, ROBERTO FERNANDEZ ARRIETA, MIGUEL
A review of three intrusion detection alert correlation methods ARTICULO \| IADAT Journal of Advanced Technology on Telecommunications and Computer Networks. Vol. 1. Nº 1. September, Year: 2005 \| ISBN: 1885639X Author: URIBEETXEBERRIA EZPELETA, ROBERTO ZURUTUZA ORTEGA, URKO
A methodology for continuous computer security auditing COMUNICACION_CONGRESO \| Proceedings of the IADIS International Conference on e-Society. Ávila. 16-19 July. Pp. 1024-1027, Year: 2004 \| ISBN: 9729894752 Author: LIZARRAGA DURANDEGUI, JESUS MARIA URIBEETXEBERRIA EZPELETA, ROBERTO VELEZ DE MENDIZABAL GONZALEZ, IÑAKI ZURUTUZA ORTEGA, URKO
Secu-Audit : continous computer security auditing experiences COMUNICACION_CONGRESO \| IADAT International conference on telecommunications and computer networks. San Sebastian. 1-3 diciembre, Year: 2004 \| ISBN: 8493397113 Author: URIBEETXEBERRIA EZPELETA, ROBERTO LIZARRAGA DURANDEGUI, JESUS MARIA VELEZ DE MENDIZABAL GONZALEZ, IÑAKI ZURUTUZA ORTEGA, URKO
Intrusion detection alarm correlation: a survey COMUNICACION_CONGRESO \| IADAT International Conference on Telecommunications and Computer Networks. San Sebastian. 1-3 diciembre, Year: 2004 \| ISBN: 8493397113 Author: URIBEETXEBERRIA EZPELETA, ROBERTO ZURUTUZA ORTEGA, URKO
Neural network space diversity combination and ring coding for multicarier CDMA over fast fading channels ARTICULO \| IEE Proceedings. Communications. Vol. 150. N° 2. Pp. 121-128. April, Year: 2003 \| ISBN: 13502425 Author: URIBEETXEBERRIA EZPELETA, ROBERTO
Desarrollo de una plataforma de monitorización y diagnóstico COMUNICACION_CONGRESO \| XIV Congreso de Máquinas-Herramienta y Tecnologías de Fabricación. San Sebastián. 14-16 Octubre. Pp. 279-292, Year: 2002 \| ISBN: 9788493182830 Author: URIBEETXEBERRIA EZPELETA, ROBERTO ATXA URIBE, VICENTE
Adaptive space diversity for multicarrier CDMA schemes over fading radio channels COMUNICACION_CONGRESO \| Proceedings of the 2nd International Conference on Enterprise Information Systems, ICEIS2000. Stafford. Julio, Year: 2000 \| ISBN: 9729805016 Author: URIBEETXEBERRIA EZPELETA, ROBERTO
Space diversity for OFDM-CDMA systems over fading radio channels COMUNICACION_CONGRESO \| Proceedings of the 2000 IEE/EPSRC Postgraduate Research in Electronics and Photonics Conference (PREP). Jubilee Campus, University of Nottingham. 11-13 April, Year: 2000 \| ISBN: Author: URIBEETXEBERRIA EZPELETA, ROBERTO
¿Qué es internet? ARTICULO \| TU Lankide. N° 415. Julio, Year: 1997 \| ISBN: 20145047 Author: LIZARRAGA DURANDEGUI, JESUS MARIA LAKARRA ARCOS, IGNACIO
Intranet corporativa en MEP ARTICULO \| TU Lankide. N° 406. Pp. 26-27. Octubre, Year: 1996 \| ISBN: 20145047 Author: LIZARRAGA DURANDEGUI, JESUS MARIA LAKARRA ARCOS, IGNACIO

Promoting gender balance and inclusion in research, innovation and training COMPETITIVO Start Date: 2016-02-01 \| End Date: 2020-01-31 Financing: Europa Participation: ALMA MATER STUDIORUM-UNIVERSITA DI BOLOGNA;CENTER FOR SOCIAL INNOVATION;ELHUYAR FUNDAZIOA;MINERVA COMMUNICATIONS;MONDRAGON UNIBERTSITATEA, S.COOP.;NATIONAL INSTITUTE OF CHEMISTRY;OZYEGIN UNIVERSITY;PROGETTO DONNA;SCHOOL OF ECONOMICS AND MANAGEMENT;SIN EMPRESA Author: GONZALEZ DE HEREDIA LOPEZ DE SABANDO, ARANTXA (INVEST) LARRABE UGARTE, JOSE LUIS (INVEST) PEREZ REGUERA, ITZIAR (INVEST) Zendegi Urzelai, Iñigo (INVEST)
ICT Powered Machining Software Suite COMPETITIVO Start Date: 2015-10-01 \| End Date: 2018-09-30 Financing: Europa Participation: ACTIVEEON;CEDRAT TECHNOLOGIES, S.A.;DIAD GROUP;FIDIA;GAMAX KFT.;IDEKO, S.COOP.;MONDRAGON GOI ESKOLA POLITEKNIKOA JOSE Mª ARIZMENDIARRIETA, S. COOP.;PROMOCIONES Y CONSTRUCCIONES MECÁNICAS MUGARRA S.A.;SORALUCE, S.COOP.;STIFTELSEN SINTEF;TAGUERI AKTIENGESELLSCHAFT;UNIVERSITY OF NOTTINGHAM Author: AGUIRRE ORTUZAR, AITOR (INVEST) ARISTIMUÑO OSORO, PATXI XABIER (INVEST) ARRAZOLA ARRIOLA, PEDRO JOSE (INVEST) BASAGOITI ASTIGARRAGA, ROSARIO MARIA (INVEST) GARITANO GARITANO, IÑAKI (INVEST) ILLARRAMENDI REZABAL, MIREN (INVEST) Iturbe Urretxa, Mikel (INVEST) LIZARRAGA DURANDEGUI, JESUS MARIA (INVEST) Lakarra Arcos, Iñaki (INVEST) SOLER MALLOL, DANIEL (INVEST) Zurutuza Ortega, Urko (INVEST)
Desarrollo de herramientas para la evaluación y testeo de la experiencia en entornos interactivos y digitales CONTRATO Start Date: 2016-09-01 \| End Date: 2017-06-30 Financing: Diputación Foral de Gipuzkoa Participation: GOI SOLUTIONS, S.L. Author: GONZALEZ OCHOANTESANA, ITSASO (INVEST) LASA ERLE, GANIX (INVEST) REGUERA BAKHACHE, DANIEL (INVEST)
Diagnosis y Monitorización VibroAcústica CONTRATO Start Date: 2017-01-01 \| End Date: 2017-05-03 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
Análisis de escenarios para monitorización de lineas de montaje CONTRATO Start Date: 2017-01-01 \| End Date: 2017-05-01 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
CONAMON4.0 - control avanzado y monitorización para la industria 4.0 [MON] COMPETITIVO Start Date: 2016-01-01 \| End Date: 2017-05-01 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
ELKARTEK 2016 - ALCON4.0 -Algoritmos de control avanzados para lineas de montaje 4.0 COMPETITIVO Start Date: 2016-01-01 \| End Date: 2017-04-01 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
Soluciones de monitorización y diagnosis para gestion avanzada de los elementos clave del tren de rodadura de vehiculos ferroviarios COMPETITIVO Start Date: 2016-01-01 \| End Date: 2017-04-01 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
P02 - Observador de Hueco MTM avanzado CONTRATO Start Date: 2015-04-01 \| End Date: 2017-04-01 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
Fatiga en rodamientos de grandes dimensiones CONTRATO Start Date: 2015-01-04 \| End Date: 2017-04-01 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
Desarrollo de sistemas de fabricación de alta fiabilidad para piezas rotativas con altos requisitos de integridad superficial - II COMPETITIVO Start Date: 2014-02-01 \| End Date: 2016-12-31 Financing: Gobierno Español Participation: DANOBAT, S.COOP;EKIN, S.COOP.LTDA.;GMTK, S.A.;IDEKO, S.COOP.;INDUSTRIA DE TURBO PROPULSORES, S.A.U.;MONDRAGON GOI ESKOLA POLITEKNIKOA JOSE Mª ARIZMENDIARRIETA, S. COOP.;UNIVERSIDAD DEL PAIS VASCO / EUSKAL HERRIKO UNIBERTSITATEA Author: APERRIBAY ZUBIA, FRANCISCO JAVIER (INVEST) ARISTIMUÑO OSORO, PATXI XABIER (INVEST) ARRAZOLA ARRIOLA, PEDRO JOSE (INVEST) AZPITARTE ARANZABAL, LARRAITZ (INVEST) BASAGOITI ASTIGARRAGA, ROSARIO MARIA (INVEST) FERNANDEZ MANCHADO, RAUL (INVEST) GARAY ARAICO, AINARA (INVEST) ILLARRAMENDI REZABAL, MIREN (INVEST) MADARIAGA ZABALA, AITOR (INVEST) SOLER MALLOL, DANIEL (INVEST)
L3 - 2016 - TB2- CT1 - Diseño y monitorización de la salud estructural y Condition Monitoring COMPETITIVO Start Date: 2016-01-01 \| End Date: 2016-12-31 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
Plataforma para la predicción de eventos meteorológicos de Alto Impacto Socio-económico COMPETITIVO Start Date: 2014-02-01 \| End Date: 2016-06-30 Financing: Ministerio de Economía y Competitividad Participation: Author: LOZANO SILVA, JAVIER (INVEST)
Desarrollo de cocina con movilidad automática e inteligente del mobiliario integrado con servicios multimedia. COMPETITIVO Start Date: 2014-07-01 \| End Date: 2016-06-30 Financing: OBE Hettich S.L. Participation: Author: LOZANO SILVA, JAVIER (INVEST)
Petty criminality diminution through sEarch and Analysis in multi-source video Capturing and archiving plaTform COMPETITIVO Start Date: 2014-04-01 \| End Date: 2016-05-31 Financing: Comisión Europea Participation: Author: LOZANO SILVA, JAVIER (INVEST)
Calderas de biomasa y máquinas de frío conectadas a un Centro de Control en la nube mediante Internet Industrial COMPETITIVO Start Date: 2015-04-04 \| End Date: 2015-12-31 Financing: Participation: Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA ()
L3 - 2015 - TB2- CT1 - Diseño y monitorización de la salud estructural y Condition Monitoring COMPETITIVO Start Date: 2015-04-01 \| End Date: 2015-12-31 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
Eraginkortasun energetikoari begirada COMPETITIVO Start Date: 2014-04-01 \| End Date: 2015-06-30 Financing: Diputación Foral de Gipuzkoa Participation: Author: LOZANO SILVA, JAVIER (INVEST)
NewSHIELD CONTRATO Start Date: 2011-09-01 \| End Date: 2015-03-31 Financing: ARTEMIS Joint Undertaking Participation: Author: GARITANO GARITANO, IÑAKI (INVEST)
Citi-Sense-MOB CONTRATO Start Date: 2014-03-06 \| End Date: 2015-03-31 Financing: EMMIA (European Mobile and Mobility Industries Alliance) Participation: Author: GARITANO GARITANO, IÑAKI (INVEST)
GravidPluss CONTRATO Start Date: 2014-04-03 \| End Date: 2015-03-31 Financing: NFR (The Research Council of Norway) Participation: Author: GARITANO GARITANO, IÑAKI (INVEST)
Plataforma Micrometeo COMPETITIVO Start Date: 2010-07-01 \| End Date: 2013-12-31 Financing: Ministerio de Ciencia e Innovación Participation: Author: LOZANO SILVA, JAVIER (INVEST)
L3 - 2013 -Fiabilidad Estructural y MecatronicaMecatronica (Diseño, monitorización de la salud estructural y Condition monitoring) COMPETITIVO Start Date: 2013-01-01 \| End Date: 2013-12-31 Financing: Participation: Author: ZUGASTI URIGUEN, EKHI (INVEST)
Plataforma para la Edición Multimedia Cooperativa y Ágil en la Nube. CONTRATO Start Date: 2011-07-01 \| End Date: 2013-08-31 Financing: Hispavista Participation: Author: LOZANO SILVA, JAVIER (INVEST)
GRAFEMA COMPETITIVO Start Date: 2012-01-01 \| End Date: 2012-10-31 Financing: Diputación Foral de Gipuzkoa Participation: Author: LOZANO SILVA, JAVIER (INVEST)
Contenidos de Internet en la Televisión-Alta Definición COMPETITIVO Start Date: 2009-12-01 \| End Date: 2011-03-31 Financing: Ministerio de Industria, Turismo y Comercio. Participation: Author: LOZANO SILVA, JAVIER (INVEST)
Diseño y Desarrollo de un Sistema de Análisis Multimedia de Contenido Audiovisual en Plataformas Web Colaborativas CONTRATO Start Date: 2008-07-01 \| End Date: 2010-12-31 Financing: Hispavista Participation: Author: LOZANO SILVA, JAVIER (INVEST)
Euskalert, Episodio II: Servicios Avanzados de Análisis en la Red Vasca de Honeypots COMPETITIVO Start Date: 2008-09-01 \| End Date: 2010-08-31 Financing: Participation: Author: EZPELETA GALLASTEGI, ENAITZ (COLABORADOR)
Distribución Inteligente de Contenidos Semánticos a través de Interfaces Multimodales COMPETITIVO Start Date: 2009-09-01 \| End Date: 2010-07-01 Financing: Ministerio de Industria, Turismo y Comercio Participation: Author: LOZANO SILVA, JAVIER (INVEST)
Red Interactiva Multiplataforma de distribución de contenidos audiovisuales. COMPETITIVO Start Date: 2008-05-01 \| End Date: 2009-12-31 Financing: Plan Avanza I+D - Ministerio de Industria, Comercio y Turismo Participation: Author: LOZANO SILVA, JAVIER (INVEST)
Plataforma de Seguridad Avanzada Para Sistemas de Control Basados en SCADA CONTRATO Start Date: 2008-04-01 \| End Date: 2009-11-30 Financing: Ministerio de Industria, Turismo y Comercio, a traves del Plan Avanza I+D (sello EUROSTARS) Participation: Author: GARITANO GARITANO, IÑAKI (COLABORADOR)
Hogar Multimedia Inteligente COMPETITIVO Start Date: 2007-01-01 \| End Date: 2008-12-31 Financing: GOBIERNO VASCO Participation: Author: LOZANO SILVA, JAVIER (INVEST)

Thesis made

Early diagnosis of disorders based on behavioural shifts and biomedical signals Reading date: 2017-08-31 Author: ALBERDI ARAMENDI, ANE
Data-Driven Anomaly Detection in Industrial Networks Reading date: 2017-05-16 Author: Iturbe Urretxa, Mikel
New approaches for content-based analysis towards Online Social Network spam detection Reading date: 2016-09-30 Author: EZPELETA GALLASTEGI, ENAITZ
Aprendizaje supervisado eficiente para el análisis de datos geoespaciales a gran escala Reading date: 2015-12-14 Author: LOZANO SILVA, JAVIER
Generación de Modelos de Comportamiento para la Detección de Anomalías en Sistemas de Control Industrial Reading date: 2014-02-14 Author: GARITANO GARITANO, IÑAKI
Design and validation of a methodology for wind energy structures health monitoring Reading date: 2014-01-16 Author: ZUGASTI URIGUEN, EKHI
Sistemas Interactivos Inteligentes de Ayuda al Aprendizaje de Destrezas Físicas Reading date: 2013-12-19 Author: AGUIRRE ORTUZAR, AITOR
Data mining approaches for analysis of worm activity toward automatic signature generation Reading date: 2008-01-09 Author: Zurutuza Ortega, Urko
Técnicas de minería de datos aplicadas a series temporales bursátiles Reading date: 2007-03-07 Author: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Adaptive space diversity and ring coding for multicarrier CDMA over mobile radio channels. Reading date: 2001-07-01 Author: URIBEETXEBERRIA EZPELETA, ROBERTO

Directed thesis

Inventory routing problem with stochastic demand and lead time Reading date: Director: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Detección de intencionalidad en mensajes para la mejora de filtros anti-spam en Redes Sociales Reading date: Director: EZPELETA GALLASTEGI, ENAITZ Zurutuza Ortega, Urko
Software Defined Networking Approaches for Security in Industrial Control Systems Reading date: Director: GARITANO GARITANO, IÑAKI
Data-driven framework for optimizing Human-Computer Interaction Reading date: Director: GARITANO GARITANO, IÑAKI
Clasificación Automática de Imágenes mediante Técnicas de Data Mining para el Filtrado de Correo Spam Reading date: Director: URIBEETXEBERRIA EZPELETA, ROBERTO
Metodología para el diseño, implementación y mantenimiento de sistemas de seguridad para scada Reading date: Director: URIBEETXEBERRIA EZPELETA, ROBERTO
Honeyphones: A Framework for Monitoring and Remediation of Attacks on Mobile Devices through Data Mining Reading date: Director: URIBEETXEBERRIA EZPELETA, ROBERTO
DATA-DRIVEN MODELING AND OPTIMIZATION OF INDUSTRIAL PROCESSES. A BIG DATA APPROACH Reading date: Director: Zurutuza Ortega, Urko
Data-Intensive Security Mechanisms for Industrial Control Systems Reading date: Director: Zurutuza Ortega, Urko
Monitoring Security of Mobile Applications' Behaviour Reading date: Director: Zurutuza Ortega, Urko
Intensive data-driven approaches to aid in decision-making of proactive maintenance strategies Reading date: Director: Zurutuza Ortega, Urko
Data-Driven Anomaly Detection in Industrial Networks Reading date: 2017-05-16 Director: URIBEETXEBERRIA EZPELETA, ROBERTO
New approaches for content-based analysis towards Online Social Network spam detection Reading date: 2016-09-30 Director: Zurutuza Ortega, Urko
Design and implementation of dynamic genetic algorithms for lift group control with passenger information to improve time and energy performance with adaptation to traffic patterns Reading date: 2014-04-30 Director: BASAGOITI ASTIGARRAGA, ROSARIO MARIA
Behavioral Modeling for Anomaly Detection in Industrial Control System Reading date: 2014-02-10 Director: Zurutuza Ortega, Urko
DATA MINING APPOACHES FOR ANALYSIS OF WORM ACTIVITY TOWARD AUTOMATIC SIGNATURE GENERATION Reading date: 2008-01-11 Director: URIBEETXEBERRIA EZPELETA, ROBERTO

Zurutuza Ortega, Urko uzurutuza@mondragon.edu