Información del Curso

Horario:

Martes y jueves de 16:00 a 17:30.

Profesor:

Ayudantes:


Calendario

Contenido


Tema Fecha Lectura
Presentación e Introducción del curso 01/28 Memoria Asociativa Entrópica
01/30
Memoria Natural 02/04 Remembering: a study in experimental and social psychology, (1932), F. Bartlett. Liga
02/06
02/11 The Legacy of Patient H.M. for Neuroscience, (2009), L. R. Squire, Neuron 61, DOI 10.1016/j.neuron.2008.12.023. Liga
02/13 Episodic memory: From mind to brain, (2002), E. Tulving. Annu. Rev. Psychol. 53, 1–25. Liga
02/18 Semantic Memory, (2012), H.E. Schendan, Editor(s): V.S. Ramachandran, Encyclopedia of Human Behavior (Second Edition), Academic Press, Pages 350-358, ISBN 9780080961804, https://doi.org/10.1016/B978-0-12-375000-6.00315-3 Liga

Semantic memory and the hippocampus: Revisiting, reaffirming, and extending the reach of their critical relationship, (2019), M. C. Duff et al. Front. Hum. Neurosci. 13, 471. Liga
02/20 Working memory, (1992), Baddeley, A. D., Science, 255, 556–559. Liga

Working memory. Current Biology, (2010). Baddeley, A. D., Vol. 20, Issue 4, p. R136-R140. Liga
02/25 Neural ensembles in memory processes, (2022), Carrillo-Reid, L., Seminars in Cell and Developmental Biology, 125, 136–143. Liga
02/27 Deconstructing episodic memory with construction, (2007), Hassabis D, Maguire EA. Trends Cogn Sci. Jul;11(7):299-306. Liga
03/04 Using imagination to understand the neural basis of episodic memory, (2007), Hassabis D, Kumaran D, Maguire EA. J Neurosci. Dec 26;27(52):14365-74. Liga
Modelos computacionales de memoria asociativa 03/06 Minerva 2: A simulation model of human memory, Behavior Research Methods, Instruments & Computers, (1984), 16 (2) 96-101. Liga
03/11 Instance theory as a domain-general framework for cognitive psychology. (2022), Jamieson, R.K., Johns, B.T., Vokey, J.R. et al. Nat Rev Psychol 1, 174–183. Liga
03/13 An Entropic Associative Memory, (2021), L. Pineda, G. Fuentes & R. Morales, Scientific Reports. Liga
03/18 EAM for manuscript symbols, (2022), R. Morales et al., PLoS ONE. Liga
03/20 G. E. Hinton & R. R. Salakhutdinov Reducing the Dimensionality of Data with Neural Networks. Liga
03/25 Stacked Convolutional Auto-Encoders for Hierarchical Feature Extraction. (2011), T. Honkela et al. (Eds.): ICANN 2011, Part I, LNCS 6791, pp. 52–59. Liga
03/27 The Corpus DIMEx100: Transcription and Evaluation, Language Resources and Evaluation, (2009), L. Pineda et al., DOI: 10.1007/s10579-009-9109-9, Liga
04/01 Weighted entropic associative memory and phonetic learning, (2022), L. Pineda & R. Morales, Scientific Reports. Liga
04/03 Representation Learning and Generative Learning Using Autoencoders and GANs, (2019), In A. Géron, Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems (2nd edition, pp. 567–607). O’Reilly Media. Liga
04/08 Imagery in the entropic associative memory, (2022), Pineda & R. Morales, Scientific Reports. Liga
04/10 Memoria Entrópica Hetero-Asociativa
Memorias asociativas
en el paradigma de
las redes neuronales		 04/15 Neural networks and physical systems with emergent collective computational abilities, (1982), Hopfield, J. J., Proc. NatL Acad. Sci. USA, Vol. 79, pp. 2554-2558. Liga
04/17 Bidirectional associative memories, (1988), B. Kosko, in IEEE Transactions on Systems, Man, and Cybernetics, vol. 18, no. 1, pp. 49-60, doi: 10.1109/21.87054B. Liga

Bidirectional Associative Memories: Unsupervised Hebbian Learning to Bidirectional Backpropagation, (2021), B. Kosko, in IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 51, no. 1, pp. 103-115, doi: 10.1109/TSMC.2020.3043249. Liga
Racionalidad
Computacional		 04/22 Libro Racionalidad Computacional, Capítulos 5 y 6, (2021), Luis A. Pineda. Liga
04/24 Libro Racionalidad Computacional, Capítulos 9, (2021), Luis A. Pineda. Liga
04/29 Libro Racionalidad Computacional, Capítulos 10 y 11, (2021), Luis A. Pineda. Liga
05/06 The mode of Computing, (2024), L. Pineda, Cognitive Systems Research. Liga
05/08
05/13 Discusión Final

Libro del curso

Libro Racionalidad Computacional, Luis A. Pineda, 2021. Liga

Lecturas

Tema 1

  1. Remembering: a study in experimental and social psychology. F. Bartlett. Liga
  2. The Legacy of Patient H.M. for Neuroscience. L. R. Squire. Neuron 61, January 15, 2009, DOI 10.1016/j.neuron.2008.12.023. Liga
  3. Episodic memory: From mind to brain. E. Tulving. Annu. Rev. Psychol. 53, 1–25 (2002). Liga
  4. Semantic memory and the hippocampus: Revisiting, reaffirming, and extending the reach of their critical relationship. M. C. Duff et al. Front. Hum. Neurosci. 13, 471. Liga
  5. Working memory. Science, 255, 556–559. Baddeley, A. D. Liga
  6. Working memory. Current Biology, Vol. 20, Issue 4, p. R136-R140 (2010). Baddeley, A. D. Liga
  7. Deconstructing episodic memory with construction, Hassabis D, Maguire EA. Trends Cogn Sci. 2007 Jul;11(7):299-306. Liga
  8. Using imagination to understand the neural basis of episodic memory, Hassabis D, Kumaran D, Maguire EA. J Neurosci. 2007 Dec 26;27(52):14365-74. Liga
  9. Jamieson, R.K., Johns, B.T., Vokey, J.R. et al. Instance theory as a domain-general framework for cognitive psychology. Nat Rev Psychol 1, 174–183 (2022). Liga

Tema 2

  1. Minerva 2: A simulation model of human memory, Behavior Research Methods, Instruments & Computers, 1984, 16 (2) 96-101. Liga
  2. Artículo L. Pineda, G. Fuentes & R. Morales, An Entropic Associative Memory. Scientific Reports. Liga
  3. R. Morales et al. EAM for manuscript symbols, PLoS ONE. Liga
  4. G. E. Hinton & R. R. Salakhutdinov Reducing the Dimensionality of Data with Neural Networks. Liga
  5. Stacked Convolutional Auto-Encoders for Hierarchical Feature Extraction. T. Honkela et al. (Eds.): ICANN 2011, Part I, LNCS 6791, pp. 52–59, 2011. Liga
  6. L. Pineda et al., The Corpus DIMEx100: Transcription and Evaluation, Language Resources and Evaluation, DOI: 10.1007/s10579-009-9109-9, 2009. Liga
  7. L. Pineda & R. Morales (2022). Weighted entropic associative memory and phonetic learning. Scientific Reports. Liga
  8. Representation Learning and Generative Learning Using Autoencoders and GANs. (2019). In A. Géron, Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow: Concepts, Tools, and Techniques to Build Intelligent Systems (2nd edition, pp. 567–607). O’Reilly Media. Liga
  9. Pineda & R. Morales (2022). Imagery in the entropic associative memory”. Scientific Reports. Liga
  10. Memoria Entrópica Hetero-Associativa. Liga por definir

Tema 3

  1. Hopfield, J. J., Neural networks and physical systems with emergent collective computational abilities, Proc. NatL Acad. Sci. USA, Vol. 79, pp. 2554-2558, April 1982. Liga
  2. B. Kosko, "Bidirectional associative memories," in IEEE Transactions on Systems, Man, and Cybernetics, vol. 18, no. 1, pp. 49-60, Jan.-Feb. 1988, doi: 10.1109/21.87054B. Liga
  3. B. Kosko, "Bidirectional Associative Memories: Unsupervised Hebbian Learning to Bidirectional Backpropagation," in IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 51, no. 1, pp. 103-115, Jan. 2021, doi: 10.1109/TSMC.2020.3043249. Liga

Tema 4

  1. Libro Racionalidad Computacional, Capítulos 5, 6, 9, 10 y 11. Luis A. Pineda, 2021. Liga
  2. L. Pineda, The mode of Computing (2024), Cognitive Systems Research. Liga

Modo de evaluación