Book Chapters

• (2012) Recognition of Software Design Patterns from the Interaction of a User with a CASE Tool (Juan Silva Logroño, Luis Berdún, Marcelo Armentano and Analía Amandi). In New Horizons in Creative Open Software, Multimedia, Human Factors and Software Engineering, Vol. 2, Chapter 5, pp. 55-66.  Blue Herons Editions.  Francisco V. C. Ficarra, Kim H. Veltman, Jacqueline Alma, Miguel C. Ficarra, Mary Brie, Jim Carré, and Andreas Kratky (Eds.) ISBN: 978-88-96471-01-2. doi:10.978.8896471/012

Articles in Journals

ISI indexed

• (2020) Mining Social Networks to Detect Traffic Incidents (Sebastián Vallejos, Diego G. Alonso, Brian Caimmi, Luis Berdun, Marcelo G. Armentano and Álvaro Soria). In Information Systems Frontiers. Springer. ISSN: 1387-3326 (Print) 1572-9419 (Online) doi: 10.1007/s10796-020-09994-3. In Press.

• (2020) A Variable Order Markov Model for Architecture Conformance Checking (Guillermo Rodriguez, Marcelo G. Armentano, Alvaro Soria and Emilio Corengia). In IEEE Latin America Transactions. ISSN: 1548-0992.  In Press.

• (2019) Building SYMLOG profiles with an online collaborative game (Franco D. Berdun, Marcelo G. Armentano, Luis S. Berdun and Matías Cincunegui). In International Journal of Human-Computer Studies, Volume 127, July 2019, pp 25-37, Special Issue on "Gamification".  Elsevier. ISSN: 1071-5819. doi: 10.1016/j.ijhcs.2018.07.002

• (2019) Influence me! Predicting links to influential users (Ariel Monteserin and Marcelo Armentano). In Information Retrieval, special issue on Social Media for Personalization And Search. Volume 22, Issue 1–2, pp 32–54. Springer. ISSN: 1386-4564. doi: 10.1007/s10791-018-9335-0 

• (2019) Modeling Users Collaborative Behavior with a Serious Game (Franco Berdun and Marcelo G. Armentano). In IEEE Transactions on Games (previously Transactions on Computational Intelligence and AI in Games), Special issue “Computational Intelligence in Serious Digital Games”. Volume 11, Issue 2, June 2019, pp 121 - 128. IEEE. ISSN: 1943-068X.  doi:10.1109/TG.2018.2794419

• (2018) Soploon: a virtual assistant to help teachers to detect object-oriented errors in students' source codes (Sebastian Vallejos, Luis Berdun, Marcelo Armentano, Álvaro Soria and Alfredo Teyseyre). In Computer Applications in Engineering Education. Volume 26, Issue 5, pp 1279-1292. Wiley. ISSN: 1061-3773. 

• (2018) Influence-based approach to market basket analysis (Ariel Monteserin and Marcelo G. Armentano). In Information Systems, Special Issue on “Mining Social Influence and Actionable Insights from Social Networks“, Vol. 78, November 2018, Pages 214-224. Springer. ISSN: 0306-4379. doi:10.1016/j.is.2018.01.008

• (2017) Classification of collaborative behavior from free text interactions (Franco Berdun, Marcelo Armentano, Luis Berdun and Martin Mineo). In Computers & Electrical Engineering, Special Issue on “New Trends in Humanistic Informatics: Implementations and Applications”. Volume 65, pp 428-437. Elsevier. ISSN: 0045-7906. doi:10.1016/j.compeleceng.2017.07.015

• (2017) Genre Classification of Symbolic Pieces of Music (Marcelo Armentano, Walter A. De Noni and Hernán F. Cardoso). In Journal of Intelligent Information Systems, Volume 48, Issue 3, pp 579–599. Springer. ISSN: 0925-9902. doi:10.1007/s10844-016-0430-7 

• (2016) A Steady-State Evolutionary Algorithm for Building Collaborative Learning Teams in Educational Environments Considering the Understanding Levels and Interest Levels of the Students (Virginia Yannibelli, Marcelo Armentano, Franco Berdun and Analía Amandi). In Journal of Universal Computer Science, Volume 22, Issue 10, pp 1298-1318.  ISSN 0948-695x. Online Edition: ISSN 0948-6968. doi: 10.3217/jucs-022-10-1298. 

• (2016) Social Group Recommendation in the Tourism Domain (Ingrid Christensen, Silvia Schiaffino and Marcelo Armentano). In Journal of Intelligent Information Systems, Volume 47, Issue 2, pp 209–231. Special Issue on Analyzing and Mining Social Networks for Decision Support and Recommender Systems. Springer. ISSN: 0925-9902. doi: 10.1007/s10844-016-0400-0. 

  • (2014) Enhancing the experience of users regarding the email classification task using labels (Marcelo Armentano and Analía Amandi). In Knowledge-Based Systems, Vol. 71, November 2014, pp. 227-237. Elsevier. ISSN: 0950-7051. doi: 10.1016/j.knosys.2014.08.007

  • (2014) NLP-Based Faceted Search: Experience in the Development of a Science and Technology Search Engine (Marcelo Armentano, Daniela Godoy, Marcelo Campo and Analía Amandi). In Expert Systems With Applications, Vol. 41, Issue 6, pp. 2886 - 2896. Elsevier. ISSN: 0957-4174. doi: 10.1016/j.eswa.2013.10.023

  • (2013) Followee Recommendation based on Text Analysis of Micro-blogging Activity (Marcelo Armentano, Daniela Godoy and Analía Amandi). In Information Systems, Vol. 38, Issue 8 (November 2013), pp. 1116-1127. Elsevier. ISSN: 0306-4379. doi: 10.1016/j.is.2013.05.009

  • (2012) Topology-based recommendation of users in micro-blogging communities (Marcelo Armentano, Daniela Godoy and Analía Amandi). In Journal of Computer Science and Technology, Special Issue on Data Mining on Social Networks and Social Web, Vol. 27, Issue 3, pp. 624-634. Springer. ISSN: 1000-9000. doi: 10.1007/s11390-012-1249-5

  • (2012) Modeling sequences of user actions for statistical goal recognition. (Marcelo Armentano, Analía Amandi). In User Modeling and User Adapted Interaction, Vol. 22, Issue 3, pp. 281-311. Springer. ISSN: 0924-1868 (Print), 1573-1391 (Online). doi: 10.1007/s11257-011-9103-y 

• • (2011) Personalized Detection of User Intentions. (Marcelo Armentano, Analía Amandi). In Knowledge Based Systems Vol. 24, Issue 8 (2011), pp. 1169-1180. Elsevier. ISSN: 0950-7051. doi:10.1016/j.knosys.2011.04.020

  • (2010) Building respectful interface agents. (Silvia Schiaffino, Marcelo Armentano, Analía Amandi). In International Journal of Human-Computer Studies, Vol. 68 (2010) pp. 209-222. Elsevier. ISSN: 1071-5819.doi:10.1016/j.ijhcs.2009.12.002

  • (2009) A Framework for Attaching Personal Assistants to Existing Applications. (Marcelo G. Armentano and Analía Amandi). In Computer Languages, Systems & Structures, Vol. 35, Issue 4 (2009), pp. 448-463. Elsevier. ISSN: 1477-8424. doi: 10.1016/j.cl.2008.11.002

  • (2007) Plan Recognition for Interface Agents, State of the art. (Marcelo G. Armentano y Analía Amandi). In Artificial Intelligence Review. Vol. 28, Issue2 (2007), pp. 131-162. Springer. ISSN: 0269-2821. doi:10.1007/s10462-009-9095-8 

• • (2006) Personal Assistants: Direct Manipulation vs. Mixed Initiative Interfaces. (Marcelo Armentano, Daniela Godoy, Analía Amandi). In International Journal of Human-Computer Studies, Vol. 64, Issue 1, pp 27-35, 2006. Elsevier. ISSN: 1071-5819. doi:10.1016/j.ijhcs.2005.06.001

Other journals

• • (2019) Foreword to the special issue on mining actionable insights from social networks. Marcelo G. Armentano, Ebrahim Bagheri, Frank Takes and Virginia Yannibelli (Eds). Information Processing and Management. Vol 57, Issue 2. November 2019

  • (2018) "De discusión táctica en juegos de colaboración a conductas: enfoque de clasificación en etapas" (Franco D. Berdun, Francisco Serrano and Marcelo G. Armentano) In Inteligencia Artificial Vol. 21 n°61, pp. 82-94. ISSN: 1137-3601 (print), 1988-3064 (on-line). doi: 10.4114/intartif.vol21iss61pp82-94

  • (2015) "Applying the Technology Acceptance Model to Evaluation of Recommender Systems" (Marcelo G. Armentano, Ingrid Christensen and Silvia Schiaffino). In Polibits, Vol. 51, n° 1, pp.73-79. Center for Technological Design and Development in Computer Science. 2015. ISSN: 1870-9044.

  • (2010) “Argentine Symposium on Artificial Intelligence”, Marcelo Armentano and Pablo Granito, The Reasoner Volumen 4 Number 10, ISSN 1757-0522, October 2010, (without Ref).

  • (2006) Un enfoque bayesiano de reconocimiento de planes para agentes de interfaz. (Marcelo Armentano y Analía Amandi). In Inteligencia Artificial, Revista Iberoamericana de I.A. edited by Asociación Española para la Inteligencia Artificial (ISSN: 1137-3601 © AEPIA), Vol. 10, Nº 32, pp. 37-45.

  • (2004) Connecting Web Applications with Interface Agents. (Analía Amandi y Marcelo Armentano). In Special Issue on Internet Agents for the International Journal of Web Engineering and Technology, Vol. 1, Nº4, (2004) pp.454-470. Interscience. ISSN: 1476-1289. doi: 10.1504/IJWET.2004.006270

  • (2003) Intelligent Agents for Distance Learning. (Analía Amandi, Marcelo Campo, Marcelo Armentano, Luis Berdún). In Informatics in Education, Vol. 2 (2003), pp. 1-20, Institute of Mathematics and Informatics, Vilnius. ISSN: 1648-5831.

LNCS/LNAI

• (2018) User recommendation in low degree networks with a learning-based approach (Marcelo Armentano, Ariel Monteserin, Franco Berdun, Emilio Bongiorno, Luis M. Coussirat) In Advances in Soft Computing, LNCS 11288, pp 277 In Press. Proceedings of the 17th Mexican International Conference on Artificial Intelligence. October 22-27, 2018. Guadalajara, Mexico.

• (2015) Movies Recommendation Based on Opinion Mining in Twitter (Marcelo Armentano, Silvia Schiaffino, Ingrid Christensen and Francisco Boato) In Advances in Artificial Intelligence and Its Applications, LNAI 9414, pages 80-91. Springer. ISBN 978-3-319-27100-2. doi:10.1007/978-3-319-27101-9_6.. Proceedings of the 14th Mexican International Conference on Artificial Intelligence. October 25-31, 2015. Cuernavaca, Mexico.

• (2015) Detection of Sequences with Anomalous Behavor in a Workflow Process.  (Marcelo Armentano and Analía Amandi). In Database and Expert Systems Applications, LNCS 9261, pp 111-118. Springer,( ISSN:0302-9743 ISBN:978-3-319-22848-8).  doi:10.1007/978-3-319-22849-5_8. Proceedings of the 26th International Conference on Database and Expert Systems Applications. September 1 - 4, 2015. Instituto Tecnológico de Informática (ITI), Universitat Politècnica de Valencia (UPV). Valencia, España.

• (2013) The Effects of Negative Interaction Feedback in a Web Navigation Assistant (Marcelo G. Armentano and Analía Amandi). In Human-Computer Interaction: Users and Contexts of Use (Part III), LNCS 8006, pp. 107-116, 2013. Springer. M. Kurosu (Ed.) (ISBN: ; ISSN: 0302-9743 doi:10.1007/978-3-642-39265-8_12). Proceedings of 15th International Conference on Human-Comnputer Interaction. Las Vegas, Nevada, USA. 21-26 June, 2013.

  • (2012) Towards a Goal Recognition Model for the Organizational Memory (Marcelo G. Armentano and Analía Amandi). In Computational Sciences and Its Applications - ICCSA 2012, LNCS 7335, pp. 730-742, 2012. Springer. B. Murgante et al. (Eds) (ISBN:978-3-642-31136-9; ISSN: 0302-9743) doi:10.1007/978-3-642-31137-6_55. Proceedings of ICCSA 2012, 12th International Conference on Computational Sciences and Its Applications. Salvador de Bahia, Brazil, 18 - 21 June, 2012.

  • (2011) Discrete sequences analysis for detecting software design patterns (Juan Silva Logroño, Luis Berdún, Marcelo Armentanoa and Analía Amandi) In Advances in New Technologies, Interactive Interfaces and Communicability, LNCS 7547, pp. 197-207, 2012. doi:10.1007/978-3-642-34010-9_19 Proceedings of Second International Conference Advances in New Technologies, Interactive Interfaces and Communicability: Design, E-commerce, E-learning, E-health, E-tourism, Web 2.0 and Web 3.0" - Huerta Grande, Córdoba, Argentina. ISBN 978-88-96471-03-6. pp. 243-253. December 5-7, 2011

  • (2009) Recognition of User Intentions for Interface Agents with Variable Order Markov Models. (Marcelo G. armentano and Analía Amandi). In User Modeling, Adaptation, and Personalization, LNCS 5535/2009, pp. 173–184, 2009. Springer. G.-J. Houben et al. (Eds.) (ISBN:978-3-642-02246-3; ISSN: 0302-9743, Impreso 1611-3349, Online) doi:10.1007/978-3-642-02247-0_18. Proceedings of UMAP 09 First and Seventeenth International Conference on User Modeling, Adaptation and Personalization. Trento, Italy. June 22 - 26, 2009. 

  • (2008) Enhancing the interaction between agents and users – (Marcelo Armentano, Silvia Schiaffino and Analía Amandi). In "Proceedings de SBIA 2008" Simposio Brasilero de Inteligencia Artificial – Salvador, Brazil. G. Zaverucha and A. Loureiro da Costa (Eds.): SBIA 2008, Lecture Notes in Artificial Intelligence 5249 (ISSN: 0302-9743), pp. 53-62, October 2008.doi:10.1007/978-3-540-88190-2_11 

Articles in Conference Proceedings

International

• • (2017) Minería de argumentos en ambientes de aprendizaje colaborativo soportado por computadoras (Ariel Monteserin, Marcelo Armentano, Nicolás García, Damián Palavecino) En Proceedigns of the 28° Brazilian Symposium on Computers in Education. ISSN: 2316-6533. October 30th to November 2nd, 2017, Recife, Brasil.

  • (2014) The Role of Prior Experience in User's Engagement with a New Recommender System. (Marcelo Armentano, Silvia Schiaffino and Analía Amandi). En Proceedings of the Eighth ACM Conference on Recommender Systems (RecSys 2014). ISSN:1613-0073. Disponible online en: http://ceur-ws.org/Vol-1247/

  • (2009) Goal Recognition with Variable-Order Markov Models . (Marcelo Armentano y Analía Amandi). In "Proceedings of IJCAI'09 ", Twenty-First International Joint Conference on Artificial Intelligence, IJCAI-09. ISBN: 978-1-57735-426-0 pp. 1635-1640. July 11 - 17, 2009. Pasadena, California, USA.

National

• (2018) Identificación automática de usuarios conflictivos en grupos de Facebook. (Francisco Serrano, Franco Berdun and Marcelo Armentano). In Proceedings of ASAI 2018, Argentine Symposium on Artificial Intelligence, (47° Argentine Conference on Computer Sciencie), pp 140-153. ISSN 2451-7585. Sepember 3-7. Universidad de Palermo. CABA, Argentina.

• (2017) Detección de conductas a partir de interacciones manifestadas en juego serio de colaboración. (Francisco Serrano, Franco Berdun, Marcelo Armentano and Analía Amandi). In Proceedings of ASAI 2017, Argentine Symposium on Artificial Intelligence, (46° Argentine Conference on Computer Sciencie), pp 1-6. ISSN 2451-7585. Sepember 4-8. UTN-FRC. Córdoba, Argentina.

• (2016) Inferencia de roles de equipo a partir de conductas colaborativas detectadas en interacciones textuales. (Franco Berdun, Marcelo Armentano and Analía Amandi). In Proceedings of ASAI 2016, Argentine Symposium on Artificial Intelligence, (45° Argentine Conference on Computer Sciencie), pp 78-85. ISSN 2451-7585. Sepember 5-9. Universidad de Tres de Febrero, Centro, Centro Cultural Borges. Ciudad Autónoma de Buenos Aires.

• (2015) Clasificación de Conductas Colaborativas a Partir de Interacciones Textuales. (Matías Cincunegui, Franco Berdun, Marcelo Armentano and Analía Amandi). In Proceedings of ASAI 2015, Argentine Symposium on Artificial Intelligence, (44° Argentine Conference on Computer Sciencie), pp 160-167. ISSN 2451-7585. 31 de agosto al 4 de septiembre. Universidad Nacional de Rosario, Rosario, Argentina

  • (2014) Inducción de preferencias a partir del contexto de elección del usuario en filtrado colaborativo. (Roberto Abalde and Marcelo Armentano). In "Proceedings of ASAI'14", Argentine Symposium on Artificial Intelligence, (43° Argentine Conference on Computer Sciencie). ISSN: 1850-2784, pp. 83-90. September 1-5, 2014.Universidad de Palermo, Buenos Aires, Argentina.

  • (2011) Un enfoque para la generación de Plan Corpus con un Algoritmo de Planning. (Juan Francisco Silva Logroño, Luis Berdún, Marcelo Armentano, Analia Amandi). In "Proceedings of ASAI'11", Argentine Symposium on Artificial Intelligence, (40° Argentine Conference on Computer Sciencie and Operational Research). ISSN: 1850-2784, pp. 168-179. August 29th to September 2rd 2011, Universidad Tecnológica Nacional, Facultad Regional de Córdoba, Córdoba, Argentina.

  • (2010) Análisis de secuencias discretas para la detección de Patrones de Diseño de Software. (Juan Francisco Silva Logroño, Luis Berdún, Marcelo Armentano, Analia Amandi). In "Proceedings of ASAI'10", Argentine Symposium on Artificial Intelligence, (39° Argentine Conference on Computer Sciencie and Operational Research). ISSN: 1850-2784, pp. 114-125. August 30th to September 3rd 2010, Universidad Nacional de la Empresa, Buenos Aires, Argentina.

  • (2006) A Bayesian Networks Approach to Plan Recognition for Interface Agents. (Marcelo Armentano and Analía Amandi). In “Proceedings of ASAI'06”, Argentine Symposium on Artificial Intelligence, JAIIO'06 (35° Argentine Conference on Computer Sciencie and Operational Research). ISSN: 1850-2784. September 4 and 5, 2006, Centro de Congresos y Exposiciones Gobernador Emilio Civit, Mendoza, Argentina.

  • (2004) An empirical study in agent-based interfaces issues. (Marcelo Armentano, Daniela Godoy y Analía Amandi). In Proceedings of ASAI'04,Argentine Symposium on Artificial Intelligence, JAIIO'04 (33° Argentine Conference on Computer Sciencie and Operational Research). September 20-24 2004, Universidad Nacional de Córdoba, Córdoba, Argentina.

  • (2003) Agents Detecting User´s Intention. (Marcelo Armentano y Analía Amandi). In Proceedings of ASAI’03, Argentine Symposium on Artificial Intelligence, JAIIO'03 (32° Argentine Conference on Computer Sciencie and Operational Research). September 3-5 2003, Buenos Aires, Argentina.

Articles in Workshops

International

• • (2019) TourWithMe: Recommending peers to visit attractions together (Sebastian Vallejos, Marcelo Armentano and Luis Berdun) In Proceedings of Proceedings of the 12th ACM Conference on Recommender Systems, ACM RecSys Workshop on Recommenders in Tourism (RecTour 2019). September 19, 2019, Copenhagen, Denmark. Published on CEUR Workshop Proceedings. Available online at http://CEUR-WS.org/Vol-2435/

  • (2014) Evaluation of User's Engagement with a Movie Recommender System. (Marcelo Armentano, Silvia Schiaffino and Analía Amandi). In Proceedings of ACM RecSys Workshop on Recommender Systems Evaluation: Dimensions and Design (REDD 2014), held in conjunction with 8th ACM Conference on Recommender Systems (RecSys 2014). October 10, 2014, Silicon Valley, United States. Publicado en CEUR Workshop proceedings, Vol 1247, ISSN:1613-0073

  • (2014) User Acceptance of Recommender Systems: Influence of the Preference Elicitation Algorithm. (Marcelo Armentano, Roberto Abalde, Silvia Schiaffino and Analía Amandi). In Proceedings of 9th International Workshop on Semantic and Social Media Adaptation and Personalization. pp 72-76 November 6-7th, 2014, Corfu, Greece.

  • (2011) Towards a Followee Recommender System for Information Seeking Users in Twitter. (Marcelo Armentano, Daniela Godoy and Analía Amandi) In Proceedings of International Workshop on Semantic Adaptive Social Web in connection with UMAP 2011, Girona, Spain, July 11-15, 2011. Edited by: Federica Cena, Antonina Dattolo, Ernesto William De Luca, Pasquale Lops, Till Plumbaum, Julita Vassileva. Published on CEUR Workshop Proceedings. Available online at http://CEUR-WS.org/Vol-730/

  • (2011) A topology-based approach for followees recommendation in Twitter. (Marcelo Armentano, Daniela Godoy y Analía Amandi). In Proceedings of 9th International Workshop on Intelligent Techniques for Web Personalization & Recommendation (ITWP’11), Co-located with IJCAI 2011, July 16-22, 2011, Barcelona, Spain. Edited by: Sarabjot Singh Anand, Dietmar Jannach, Bamshad Mobasher and Alfred Kobsa. Published on CEUR Workshop proceedings, ISSN:1613-0073. Available online at http://CEUR-WS.org/Vol-756/

  • (2011) Recommending Information Sources to Information Seekers in Twitter. (Marcelo Armentano, Daniela Godoy y Analía Amandi). InProceedings of International Workshop on Social Web Mining, Co-located withIJCAI 2011, July 16-22, 2011, Barcelona, Spain

National

• • (2003) El proyecto AGUSINA. (Marcelo Armentano y Rubén Mansilla) InProceedings of WICC2003, Workshop de Investigadores en Ciencias de la Computación, May 22 and 23, 2003, Tandil, Argentina.

Edited Proceedings

• (2017) Proceedings of the 3rd International Workshop on Social Influence Analysis. Marcelo Armentano, Jie Tang, Virginia Yannibelli (Eds). CEUR Workshop Proceedings, Vol. 1893. Available online at: http://ceur-ws.org/Vol-1893/

  • (2016) Proceedings of the 2nd International Workshop on Social Influence Analysis. Marcelo Armentano, Ariel Monteserin, Jie Tang, Virginia Yannibelli (Eds). CEUR Workshop Proceedings, Vol. 1622. Available online at: http://ceur-ws.org/Vol-1622/

  • (2015) Proceedings of the 1st International Workshop on Social Influence Analysis. Marcelo Armentano, Ariel Monteserin, Jie Tang, Virginia Yannibelli (Eds). CEUR Workshop Proceedings, Vol. 1398. Available online at: http://ceur-ws.org/Vol-1398/

Research Reports

• • (2018) Enfoque de asistencia inteligente para la ejecución de operaciones binarias – Reporte técnico final de proyecto I+D+i Fase 0 realizado en el marco de un convenio entre EPIDATA S.A. y la UNICEN, a través del ISISTAN, mediante financiamiento de la Fundación Dr. Manuel Sadosky de Investigación y Desarrollo en las Tecnologías de la Información y Comunicación.

  • (2008) Recognition of User Intentions with Variable Order Markov Models – PhD Thesis -  PhD in Computer Science – Universidad Nacional del Centro de la Pcia. de Bs. As. – December 2008 [Download datasets]

  • (2006) A Bayesian Model for the Detection of User Intentions by Interface Agents - Master Thesis -  Master in System Engineering - Universidad Nacional del Centro de la Pcia. de Bs. As. - November 2006

  • (2005) Approaches to plan recognition - Qualification Exam - PhD in Computer Science, Fac. Cs. Exactas, Universidad Nacional del Centro de la Pcia. de Bs. As.- September 2005

  • (2004) A Bayesian Intention Model for Plan Recognition - Master Thesis Proposal - Maestría en Ingeniería de Sistemas - UNCPBA - September 2004