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Feb 7 Review

Feb 7 Review. Discussed how the concept of vector and vector space applies to modeling the encoding of faces Implications for facial concepts such as beauty and caricatures Discussed the goals of Hawkins book Described the basic organizational features of the cerebral cortex

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Feb 7 Review

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  1. Feb 7 Review • Discussed how the concept of vector and vector space applies to modeling the encoding of faces • Implications for facial concepts such as beauty and caricatures • Discussed the goals of Hawkins book • Described the basic organizational features of the cerebral cortex • The major regions of the cortex • The 6 layer structure of the cortex • Discussed Hawkins insight regarding the shared architecture of all cortical areas • Described the basic features of architectural maps and their arrangement into hierarchies

  2. Feb 7 Review- con’t • Reviewed Churchland’s description of the architecture of a facial recognition network • Principles of operation of a 3-layer network • Described how networks are trained via back-propagation • Differentiated between a training set and a testing set • Described how network can recognize degraded/occluded faces • Discussed the organization of the face space created and how categories emerge (male/female) • Described the vector dimensions of the middle layer – holons • Described how basins of attraction induce categorization

  3. Case Studies of Prosopagnosia • A clinical case of prosopagnosia • Oliver Sacks – The Man Who Mistook his wife for a hat • Paintings of Chuck Close • The Prosopagnosia of Close

  4. LeDoux – Building the Brain • Neural networks – the false dichotomy between nature and nurture • The functions of proteins in developing architecture – guiding, scaffolding • Steps in neural development

  5. Origin of Nervous System

  6. Differentiation of Major Regions

  7. Cells arise from ventricle and then migrate

  8. Similar to Figure 4.1 in LeDoux

  9. The Role of Stem Cells

  10. Differentiation and the development of processes

  11. Cell death and synaptogenesis

  12. Development of neuroconnectivity in infancy

  13. Issue of Selection vs. Instruction • Historical Issues • The major tenets of selection • Exuberance, use and subtraction • Hubel and Wiesel’s observations • Visual cortical cells form columns that are sensitive to one eye • In young animals cells respond to both eyes • If eye is suture, functional connections only develop to good eye • Axons increase in complexity during development- activity serves as instruction

  14. Activity based Neuroconnectivity • An alternative to back-propagation • Cells that fire together wire together – Hebbian connectivity • Hebbian principle’s operation during development- synchronized waves along retina • Role of NMDA-glutamate receptors • Role of neurotrophins

  15. Implications for Evolutionary Psychology • A priori knowledge in classic nativism - innate ideas • A priori knowledge innate predispositions • Plasticity present in all neural circuits within systems • Fear [Garcia effect] • Language • Neural network – nativism vs. constructionism - Elman / Quartz / Sejnowski

  16. Ethology emphasize nativism

  17. Predisposition to Learn- Constructivism

  18. Garcia Effect- A classic study illustrating the interaction between nature and nurture

  19. Nature and nurture in language

  20. Williams Syndrome illustrates how plasticity is system specific

  21. Although all motor maps are basically the same, Merzenich studied how they can be constructed by experience

  22. This principle has been applied to dyslexia by providing phonemic stimulation to dyslexic children

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