Post


Machine learning
Leonardo Espinosa-Leal  |   21 March 2023

Publications 2021

The year 2021 was a great year for the A²ILab. We have published a total of 9 papers, including 2 journal papers, 6 conference papers and one book chapter. We have explored the application of machine learning in different areas such as robotics, business, mobile computing, among others. Here is the complete list:

Journal papers:

  • Gebrehiwot, S. Z., & Espinosa-Leal, L. (2022). Characterising the linear viscoelastic behaviour of an injection moulding grade polypropylene polymer. Mechanics of Time-Dependent Materials, 26(4), 791-814.
  • Tilli, T., & Espinosa-Leal, L. (2021). Multi-armed bandits for bid shading in first-price real-time bidding auctions. Journal of Intelligent & Fuzzy Systems, 41(6), 6111-6125.

Conference papers:

  • Akusok, A., Leal, L. E., Björk, K. M., & Lendasse, A. (2021). Scikit-elm: an extreme learning machine toolbox for dynamic and scalable learning. In Proceedings of ELM2019 9 (pp. 69-78). Springer International Publishing.
  • Akusok, A., Leal, L. E., Björk, K. M., & Lendasse, A. (2021). High-performance ELM for memory constrained edge computing devices with metal performance shaders. In Proceedings of ELM2019 9 (pp. 79-88). Springer International Publishing.
  • Espinosa-Leal, L., Akusok, A., Lendasse, A., & Björk, K. M. (2021). Website classification from webpage renders. In Proceedings of ELM2019 9 (pp. 41-50). Springer International Publishing.
  • Akusok, A., Espinosa Leal, L., Björk, K. M., Lendasse, A., & Hu, R. (2021, June). Handwriting features based detection of fake signatures. In The 14th PErvasive Technologies Related to Assistive Environments Conference (pp. 86-89).
  • Majd, A., Biström, D., Tigerstedt, C., & Espinosa-Leal, L. (2021, October). Social and Service Robots Deployed for Social Distancing-Optimization and Placement. In 2021 International Conference on Electrical, Computer, Communications and Mechatronics Engineering (ICECCME) (pp. 1-9). IEEE.
  • Acosta-Velásquez, R. D., Fajardo-Moreno, W. S., & Espinosa-Leal, L. (2021). Machine Learning in the Prediction of Net Sales for Colombian Companies in a Post-pandemic Scenario. In PASEW-21, CABES-21, MESSH-21, ICISET-21, FBES-21, L3S2E-21 & BEMHSS-21 2021 European International Conferences.

Book chapter:

  • Fajardo-Moreno, W. S., Velásquez, R. D. A., Pérez, I. D. C., & Espinosa-Leal, L. (2021). Prediction of the Disappearance of Companies From the Market in Bogotá, Colombia Using Machine Learning. In Handbook of Research on Management Techniques and Sustainability Strategies for Handling Disruptive Situations in Corporate Settings (pp. 227-246). IGI Global.