1. What is Cognitive Science? … is the interdisciplinary study of mind and intelligence, embracing philosophy, psychology, artificial intelligence, neuroscience, linguistics, and anthropology (Stanford Encyclopedia of Philosophy) http://plato.stanford.edu/entries/cognitive-science/

2. Practical Value Education: –Intelligent tutoring systems –Automatically grading exams Legal: –Distinguishing between true and false memories –Evaluating line-ups Sales –Understanding beliefs and desires Information technology: –Search engines –Building intelligent systems Cognitive scientists might have some things to say about these issues.

3. Most cognitive scientists are cognitive psychologists, computer scientists, or cognitive neuroscientists (from: Schunn et al. 2005)

4. Cognitive Science Computer Science/ ArtificialIntelligence Neuroscience Philosophy Experimental Cognitive Psychology Linguistics Understanding Computation To understand limits of theories To understand structure of language To understand how the brain works For human data in various tasks We will focus mostly on insights from Cognitive Psychology Interdisciplinary study of intelligent behavior

5. Areas of Study Cognition is about internal processes that are often unobservable, e.g.: Perception, Attention, Memory, Visual Imagery, Language, Concept Learning, Reasoning Need converging evidence from different perspectives to really understand cognitive processes ?

6. Levels of Analysis Implementation: –Where does mental activity take place in the brain? –How is processing actually done with neural activity? Algorithm: –What is the abstract representation for input and output? –What stages are used to process information? –(Information processing level) Computation: –Why does the algorithm work well? –What is the goal or purpose of the computation? (Marr, 1982)

7. Levels of Analysis Example

8. Information Processing Information processing models resemble processing in computers – made cognitive psychology popular Information made available by the environment is processed by a series of processing systems Processing system is a set of processes that work together to accomplish a type of task, using and producing representations as appropriate The major goal of research is to specify these processes and representations

9. Types of Processing Bottom-up processing Top-down processing Parallel processing Serial processing

10. An early version of the information-processing approach  purely bottom up or stimulus-driven

11. A Demonstration of Top-Down Processing

12. (Kleffner & Ramachandran, ’92) Why do we seem to have a fairly robust interpretation of which shapes are concave and convex when the perceptual information is perfectly ambiguous? -> perception affected by knowledge Top-down processing: perception affected by knowledge of world

13. Top down processing: perception affected by memory First time, sine wave speech sounds incomprehensible (to most) After hearing the natural utterance, perception of sine- wave speech seems to be quite different "The steady drip is worse than a drenching rain." (for more info: http://www.haskins.yale.edu/haskins/MISC/SWS/SWS.html) http://psiexp.ss.uci.edu/research/teachingP140C/demos/sinewavespeech.aif http://psiexp.ss.uci.edu/research/teachingP140C/demos/naturalutterance.aif

14. Sound Induced Illusory Flashes Example of parallel and interactive processing: visual perception affected by auditory perception http://www.cns.atr.jp/~kmtn/soundInducedIllusor yFlash2/http://www.cns.atr.jp/~kmtn/soundInducedIllusor yFlash2/

15. Top-down processing Later stages of processing affect earlier stages  can explain effects of Knowledge, memory, expectations and context

16. Parallel vs. Serial Processing To illustrate the difficulty of distinguishing between serial and parallel processing, consider the Sternberg task Goal: what steps are involved in comparing information to memory? How long do these steps take? Task: –give subjects memory sets. E.g. 3 9 7 –Probe memory with targets and foil digits: 9 = “yes”, 6=“no”. Measure reaction time. –Vary the size of these memory sets

17. Typical Sternberg Results Plot reaction time as function of memory set size and type of trial (targets/foils) What are the implications of seeing a linear increase in reaction time as a function of memory set?

18. A serial information processing model for Sternberg task Perceive Stimulus Is it a 3? Is it a 9? 9 Is it a 7? Make Decision yes This serial information processing model predicts a linear increase

19. A parallel information processing model for Sternberg task Perceive Stimulus Is it a 3? Is it a 9? 9 Is it a 7? Make Decision yes This parallel information processing model also predicts a linear increase

20. Identifiability Identifiability refers to the ability to specify the correct combination of representations and processes used to accomplish a task Sometimes, behavioral results do not allow processes and representations to be uniquely identified (e.g. Sternberg task) Need converging evidence to tell theories apart –More behavioral data –Data from cognitive neuroscience –Data from neuropsychology