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Sep 16th, 2019
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  1. Background
  2. - Can study the mind from different levels
  3. ~ Start from the bottom (neurons)
  4. ~ Start from the top (Theories of cognitive systems)
  5. - Miller's psychophysics experiemtns on exploring the cognitive capaties and limiations of the subject
  6. - Kosslyn's focusing on different way
  7.  
  8. **Marr's Approach**:
  9. - Distinguished different explanatory tasks at different levels - very influential idea! Integration!
  10. - Gave a general theoretical framewrok for combining them
  11. - Aply the frmaework in considerable detail with examples of things like visual
  12.  
  13. > Marr's Three Types of Analysis:
  14. - Computational
  15. - Algorithmic
  16. - Implementation
  17.  
  18. **Computation Analysis**:
  19. Form of 'task analysis' of a cognitive system
  20. 1) Identifies the specific information-processing problem that the system is configured to solve
  21. 2) Identify the general constraints upon any solution to that problem
  22. `
  23. Example: How do we go from 'light hitting eyeballs' to 'object/ground'?
  24. aka: Object recognition
  25.  
  26. **Algorithmic Analysis**:
  27. How does the cognitive system actually perform the information-processing task?
  28. What is the input and output? How is information encoded?
  29. [Big side note][How much of this is built-in to the system? Not quite hard-wired, but have a 'biological disposition' towards it. There is a lot of parallels with how fast we learn certain things with different species. Evolutionary psychology! Can also use Infants!]
  30. `
  31. Example: [Input]{Visual stimulus} - [Output]{Objects in scene}
  32.  
  33. **Implementation Analysis**:
  34. Find a physical realization for the algorithm!
  35. - Identify neural structures realizing the basic represenational states to which the algorithm applies
  36. - How does the brain make it work?
  37. `
  38. Example: Visual Cortex
  39.  
  40. **Marr's Computational Analysis of Visual System**:
  41. - Classic example of top-down analysis
  42. Two basic conclusions from his task analysis:
  43. - The visual systems job is to provide a 3D representation of the visual environment that can serve as input to other later processes
  44. - Object-Centered rather than viewer-centered frame of reference. Looking around/moving around doesnt change your representation of the objects in the room.
  45. `
  46. Conclusion:
  47. - Information about the shape of an object must be processed separately from information about what the object is and what it is called
  48. - The visual system can deliver a specification of the shape of an object even when ---
  49. `
  50. Theoretical Considerations:
  51. - Recognition abilities are constant across changes in how things look to the perceiver due to:
  52. - Orientation of the object
  53. - Its distance from perceiver
  54. - Partial occlusion by other objects
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