Research publications

  1. Closed-Form Diffeomorphic Transformations for Time Series Alignment (2022)
    Martinez, I., Viles, E., & Olaizola, I. G.
    Proceedings of the 39th International Conference on Machine Learning, 162, 15122–15158
  2. ArchABM: An agent-based simulator of human interaction with the built environment. CO2 and viral load analysis for indoor air quality (2022)
    Martinez, I., Bruse, J. L., Florez-Tapia, A. M., Viles, E., & Olaizola, I. G.
    Building and Environment, 207, 108495
  3. A novel method for error analysis in radiation thermometry with application to industrial furnaces (2022)
    Martinez, I., Otamendi, U., Olaizola, I. G., Solsona, R., Maiza, M., Viles, E., Fernandez, A., & Arzua, I.
    Measurement, 190, 110646
  4. On the performance of shared autonomous bicycles: A simulation study (2022)
    Coretti Sanchez, N., Martinez, I., Alonso Pastor, L., & Larson, K.
    Communications in Transportation Research, 2, 100066
  5. On the simulation of shared autonomous micro-mobility (2022)
    Coretti Sanchez, N., Martinez, I., Alonso Pastor, L., & Larson, K.
    Communications in Transportation Research, 2, 100065
  6. Segmentation of cell-level anomalies in electroluminescence images of photovoltaic modules (2021)
    Otamendi, U., Martinez, I., Quartulli, M., Olaizola, I. G., Viles, E., & Cambarau, W.
    Solar Energy, 220, 914–926
  7. A survey study of success factors in data science projects (2021)
    Martinez, I., Viles, E., & Olaizola, I. G.
    2021 IEEE International Conference on Big Data (Big Data), 2313–2318
  8. Data Science Methodologies: Current Challenges and Future Approaches (2021)
    Martinez, I., Viles, E., & G. Olaizola, I.
    Big Data Research, 24, 100183
  9. Labelling Drifts in a Fault Detection System for Wind Turbine Maintenance (2018)
    Martinez, I., Viles, E., & Cabrejas, I.
    In J. Del Ser, E. Osaba, M. N. Bilbao, J. J. Sanchez-Medina, M. Vecchio, & X.-S. Yang (Eds.), Intelligent Distributed Computing XII (pp. 145–156)
    Springer International Publishing
    Best Paper Award - IDC 2018 International Symposium

Preprints on arXiv

  1. Simulation study on the fleet performance of shared autonomous bicycles (2021)
    Sánchez, N. C., Martinez, I., Pastor, L. A., & Larson, K.
    CoRR, abs/2106.09694

Academic Reviewer

International Conference on Machine Learning

ICML 2022

https://icml.cc/

Journal of Decision Systems (JDS)

Taylor & Francis 2021

https://www.tandfonline.com/toc/tjds20/current

PeerJ Computer Science

PeerJ 2021

https://peerj.com/computer-science/

International Conference on Predictive APIs and Apps (PAPIs)

Boston 2017, São Paulo 2017/2018/2019, London 2018

https://dblp.org/db/conf/papis/index.html

Talks & Conferences

International Conference on Machine Learning 2022 | Baltimore, MD, USA

Closed-form diffeomorphic transformations for time series alignment

https://icml.cc/virtual/2022/spotlight/17698

IEEE Big Data 2022 - Workshop on Methods to Improve Big Data Science Projects | Orlando, FL, USA

Closed-form diffeomorphic transformations for time series alignment

http://www.midp-info.org/2022-workshop.html

International Symposium on Intelligent Distributed Computing 2018 | Bilbao, Spain

Labelling Drifts in a Fault Detection System for Wind Turbine Maintenance

https://idc2018.jrlab.science/index.php

Teaching & Mentorship

Organizing committee International Conference on Predictive APIs and Apps (PAPIs) (2017-2019)
- 2017 Boston & São Paulo - 2018 London & São Paulo - 2019 São Paulo
Thesis supervisor for B.Sc. in Industrial Engineering
- Proposal for a taxonomy of professional profiles in data science (2020) - Estimating the benefits of organizational methodologies for data science projects (2021)
Teacher in Cosmos Academy (2015-2020)
- Private teaching for Tecnun and Mondragon University students - Subjects: computer science, electric systems, thermodynamics, heat transfer, strength of materials, electronics
Teaching Assistant
- Strength of Materials II (B.Sc) | Prof. Aitziber Lopez (2013) - Electric Systems (B.Sc) | Prof. Luis Fontan (2014) - Calculus 101 (B.Sc) (2012-2013)