You can see the complete list of my articles on my Google Scholar profile.


  1. Shrikanth Narayanan, Anil Ramakrishna, Nikolaos Malandrakis, Victor Martinez, Krishna Somandepalli, and Karan Singla. (2021). Linguistic analysis of differences in portrayal of movie characters. US Patent Number 10,956,679. Issue date 23rd March 2021.
  2. James Kennedy and Victor R. Martinez. (2020). A solution for multi-party social dialogue with user personalization, 4 2020. Patent Filed

Book Chapters

  1. Nikolaos Malandrakis, Victor Martinez, Anil Ramakrishna, Manoj Kumar, Karan Singla, Md Nasir, Shrikanth Narayanan. Behavioral Machine Intelligence with Language. (To appear). The Atlas of Language Analysis in Psychology.
  2. Tanaya Guha, Vlad Hosu, Dietmar Saupe, Bastian Goldlücke, Naveen Kumar, Weisi Lin, Victor Martinez, Krishna Somandepalli, Shrikanth Narayanan, Wen-Huang Cheng, Kree McLaughlin, Hartwig Adam, John See, and Lai-Kuan Wong. (2020). ATQAM/MAST’20: Joint Workshop on Aesthetic and Technical Quality Assessment of Multimedia and Media Analytics for Societal Trends. Proceedings of the 28th ACM International Conference on Multimedia. Association for Computing Machinery, New York, NY, USA, 4758–4760.
  3. Victor Martinez and Víctor M González. (2013). Sentiment characterization of an urban environment via twitter. In Ubiquitous computing and ambient intelligence. Context-awareness and context-driven interaction, pages 394–397. Springer, Cham.

Journal Articles

  1. Krishna Somandepalli, Tanaya Guha, Victor Martinez, Naveen Kumar, Hartwig Adam and Shrikanth Narayanan. (2021). Computational Media Intelligence: Human-Centered Machine Analysis of Media. Proceedings of the IEEE, pp. 1-20.
  2. Armen C. Arevian, Daniel Bone, Nikolaos Malandrakis, Victor R. Martinez, Kenneth B. Wells, David J. Miklowitz, and Shrikanth Narayanan. (2020). Clinical state tracking in serious mental illness through computational analysis of speech. PLOS ONE, 15(1):1–17, 01.
  3. Simon B. Goldberg, Nikolaos Flemotomos, Victor R. Martinez, Michael J Tanana, Patty B Kuo, Brian T Pace, Jennifer L Villatte, P. Georgiou, Jake Van Epps, Zac E. Imel, Shrikanth S. Narayanan, and David C. Atkins. (2020). Machine learning and natural language processing in psychotherapy research: Alliance as example use case. Journal of counseling psychology, 67 4:438–448.
  4. Nikolaos Malandrakis, Anil Ramakrishna, Victor Martinez, Tanner Sorensen, Dogan Can, and Shrikanth Narayanan. (2018) The ELISA situation frame extraction for low resource languages pipeline for LOREHLT’2016. Machine Translation, 32(1-2):127–142.
  5. Victor R Martinez, Miguel A Escalante, Mariano Beguerisse-Díaz, Elmer Garduño, and Victor M Gonzalez. Understanding human behavior in urban spaces using social network data: a mobility graph approach. (2016). International Journal of Web Services Research (IJWSR), 13(4):54–66.

Conference Articles

  1. Victor R. Martinez, Krishna Somandepalli, Yalda T. Uhls, and Shrikanth Narayanan. (2020). Joint Estimation and Analysis of Risk Behavior Ratings in Movie Scripts. EMNLP 2020.
  2. Victor R. Martinez and J. Kennedy. (2020). A multiparty chat-based dialogue system with concurrent conversation tracking and memory. Proceedings of the 2nd Conference on Conversational User Interfaces.
  3. Victor R Martinez, Nikolaos Flemotomos, Victor Ardulov, Krishna Somandepalli, Simon B. Goldberg, Zac E. Imel, David C. Atkins, and Shrikanth S. Narayanan. (2019). Identifying therapist and client personae for therapeutic alliance estimation. In INTERSPEECH 2019, pages 1901–1905.
  4. Victor R Martinez, Krishna Somandepalli, Karan Singla, Anil Ramakrishna, Yalda T Uhls, and Shrikanth Narayanan. (2019). Violence rating prediction from movie scripts. In Proceedings of the AAAI Conference on Artificial Intelligence, volume 33, pages 671–678.
  5. Victor R Martinez, Anil Ramakrishna, Ming-Chang Chiu, Karan Singla, and Shrikanth Narayanan. (2019). A system for the 2019 sentiment, emotion and cognitive state task of DARPA’s LORELEI project. In Proceedings of the 8th International Conference on Affective Computing & Intelligent Interaction.
  6. Victor R. Martinez, Krishna Somendapalli, K. Singla, Anil Ramanakrishna, Yalda T. Uhls, and Shrikanth S. Narayanan. (2019). Victim or perpetrator? analysis of violent characters portrayals from movie scripts. Proceedings of the 3rd workshop on Media Analytics for Societal Trends.
  7. Nikolaos Flemotomos, Victor R Martinez, James Gibson, David C Atkins, Torrey Creed, and Shrikanth Narayanan. (2018). Language features for automated evaluation of cognitive behavior psychotherapy sessions. In Interspeech, pages 1908–1912.
  8. Krishna Somandepalli, Victor Martinez, Naveen Kumar, and Shrikanth Narayanan. (2018). Multimodal representation of advertisements using segment-level autoencoders. In Proceedings of the 2018 on International Conference on Multimodal Interaction, pages 418–422. ACM.
  9. Doğan Can, Victor R Martinez, Pavlos Papadopoulos, and Shrikanth S Narayanan. (2018). Pykaldi: A python wrapper for kaldi. In 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP).
  10. Anil Ramakrishna, Victor R Martinez, Nikolaos Malandrakis, Karan Singla, and Shrikanth Narayanan. (2017). Linguistic analysis of differences in portrayal of movie characters. In Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), pages 1669–1678.
  11. Jesus Garcia-Mancilla, Victor R Martinez, Victor M Gonzalez, and Angel F Fajardo. (2016). Social influence and emotional state while shopping. In International Conference on HCI in Business, Government, and Organizations, pages 386–394. Springer, Cham.
  12. Victor R Martinez, Luis Eduardo Pérez, Francisco Iacobelli, Salvador Suárez Bojórquez, and Víctor M González. (2015). Semi-supervised approach to named entity recognition in spanish applied to a real-world conversational system. In Mexican Conference on Pattern Recognition, pages 224–235. Springer, Cham.
  13. Víctor R Martinez and Víctor M González. (2014). Spatial-temporal characterization of an urban environment using twitter. In 2014 International Conference on Collaboration Technologies and Systems (CTS), pages 80–84. IEEE.
  14. Oscar Daniel Camarena Gomez, Rodrigo Juarez Armenta, Hugo Huipet, and Victor Martinez. (2012). Weremember: letting ad patients to enjoy their home and their families. In CHI’12 Extended Abstracts on Human Factors in Computing Systems, pages 1255–1260. ACM.

Technical Reports

  1. L. Cheung, Thamme Gowda, U. Hermjakob, Nelson H S Liu, Jonathan May, Alexandra Mayn, Nima Pourdamghani, Michael Pust, K. Knight, Nikolaos Malandrakis, P. Papadopoulos, Anil Ramakrishna, K. Singla, Victor R. Martinez, C. Vaz, Doğan Can, Shrikanth S. Narayanan, Kenton Murray, Toan Q. Nguyen, David Chiang, Xiaoman Pan, Boliang Zhang, Y. Lin, D. Lu, Lifu Huang, Kevin Blissett, Tongtao Zhang, O. Glembek, M. Baskar, Santosh Kesiraju, L. Burget, K. Benes, I. Szoke, K. Veselý, Camille Goudeseune, M. H. Johnson, Leda Sari, Wenda Chen, and A. Liu. (2017). ELISA system description for LOREHLT 2017.

Non-Peer Reviewed

  1. Victor R Martinez, Antonio Mancilla, and Victor M Gonzalez. (2015). Tweeting over the border: an empirical study of transnational migration in San Diego and Tijuana. arXiv preprint arXiv:1507.05989.