I do not do full-time Research. This is another hobby of mine, like music or swimming.
Publications
- García, L., Talaván, P. M., and Yáñez, J. (2020). The 2-opt behavior of the Hopfield Network applied to the TSP. Operational Research doi: 10.1007/s12351-020-00585-3
- García, L. (2017). Dissertation: Algunas cuestiones notables sobre el modelo de Hopfield en optimización. PDF
- García, L., Talaván, P. M., and Yáñez, J. (2017). Attractor basin analysis of the Hopfield model: The Generalized Quadratic Knapsack Problem. Advances in Computational Intelligence: 14th International Work-Conference on Artificial Neural Networks, IWANN 2017, Proceedings, Part I, pp 420-431. doi: 10.1007/978-3-319-59153-7_37
- García, L., Talaván, P. M., and Yáñez, J. (2017). Improving the Hopfield model performance when applied to the traveling salesman problem. Soft Computing, Vol. 21, Issue 14, pp 3891-3905. doi:10.1007/s00500-016-2039-8
- García, L., Talaván, P. M., and Yáñez, J. (2016). [Poster] Modelo de Hopfield aplicado al TSP. Influencia del punto de inicio en la calidad de la solución. XXXVI Congreso Nacional de Estadística e Investigación Operativa y de las X Jornadas de Estadística Pública
- García, L., Talaván, P. M., and Yáñez, J. (2015). [Poster] An improved Hopfield Network scheme for solving the Traveling Salesman Problem. Jornada FuzzyMAD+IMEIO de CASI-CAM-CM
Research interests
- Neural Networks
- Deep Learning
- Combinatiorial Optimization
WiP - Work in Progress
- Simulating specific brain signals using CHNs
Bucket list of ideas
- Choose starting points in CHNs studying the attractor basin’s topology
- Relationship between the TSP and the optimal value for τ in the CHN
- Re-scale distance matrix for small distances to add potential and small to substract
- Automate the strategies in the Divide-and-Conquer strategy as a single CHN
- Build a CHN to solve all the 2-opt swaps at once
- Extend the CHN to solve k-opt swaps