Seminar in Methodology on Experimental Psychology (Fundamentals and Applications of Cognitive Modeling) | MS in CogSci

Brief Information
  • Name (en) : Seminar in Methodology on Experimental Psychology (Fundamentals and Applications of Cognitive Modeling)
  • Name (ko) : 실험심리방법론세미나 (인지모델링의 기초와 응용)
  • Lecturer : Koh, Sungryong 고성룡
  • Semester : 2018 Fall
  • Major : MS, Cognitive Science
  • Textbook
    • Busemeyer, J. R., & Diederich, A. (2010). Cognitive modeling. Sage.
  • Syllabus : 2018-2_Seminar-in-Methodology-on-Experimental-Psychology.pdf
  • In short
    • To learn cognitive modeling and its background knowledge as tools.

Assignments

  • Assignment 1 : Proving the angle-sum identities
  • Assignment 2 : Derivatives, cosine similarity, thoughts on categorization models
  • Assignment 3 : Derivatives, C programming
  • Assignment 4 : Derivatives, C programming
  • Assignment 5 : Integration, C programming
  • Assignment 6 : Integration by parts, Taylor series, C programming
  • Assignment 7 : Exponential distribution, the Poisson process in neuroscience
  • Assignment 8 : The expectation of the Gamma distribution, the Logan’s instance theory, exponential decay
  • Assignment 9 : Implementation of the prototype model in the textbook
  • Assignment 10 : Implementation of the exemplar model in the textbook
  • Assignment 11 : Reading

Suggested Readings

In the textbook
  • Busemeyer, J. R., & Diederich, A. (2010). Introduction to cognitive modeling. In Cognitive modeling (pp. 1-7). Sage.
  • Busemeyer, J. R., & Diederich, A. (2010). Qualitative model comparisons. In Cognitive modeling (pp. 9-42). Sage.
  • Busemeyer, J. R., & Diederich, A. (2010). Nonlinear parameter estimation. In Cognitive modeling (pp. 43-83). Sage.
  • Busemeyer, J. R., & Diederich, A. (2010). Application to choice and response time measures. In Cognitive modeling (pp. 85-120). Sage.
Papers
  • Wixted, J. T., & Ebbesen, E. B. (1991). On the form of forgetting. Psychological science, 2(6), 409-415.
  • Sternberg, S. (1966). High-speed scanning in human memory. Science, 153(3736), 652-654.
  • Donkin, C., & Nosofsky, R. M. (2012). The structure of short-term memory scanning: An investigation using response time distribution models. Psychonomic Bulletin & Review, 19(3), 363-394.
  • Logan, G. D. (1988). Toward an instance theory of automatization. Psychological review, 95(4), 492.
  • Van Zandt, T., Colonius, H., & Proctor, R. W. (2000). A comparison of two response time models applied to perceptual matching. Psychonomic Bulletin & Review, 7(2), 208-256.
Webs
  • https://ocw.mit.edu/courses/mathematics/18-01-single-variable-calculus-fall-2006/video-lectures/
  • Basic Comparison of Python, Julia, Matlab, IDL and Java (2018 Edition) [LINK]
  • http://en.wikipedia.org/wiki/Derivative
  • https://en.wikipedia.org/wiki/Simple_harmonic_motion
  • https://www.khanacademy.org/math/ap-calculus-ab/ab-differentiation-2-new/ab-3-1b/a/proving-the-chain-rule
  • https://en.wikipedia.org/wiki/Weber%E2%80%93Fechner_law#Weber’s_law
  • https://en.wikipedia.org/wiki/Squeeze_theorem
  • https://en.wikipedia.org/wiki/Levels_of_adequacy
  • https://proofwiki.org/wiki/Mean_Value_Theorem_for_Integrals
  • https://proofwiki.org/wiki/Fundamental_Theorem_of_Calculus
  • https://en.wikipedia.org/wiki/Integration_by_parts#Theorem
  • https://en.wikipedia.org/wiki/Zeno%27s_paradoxes
  • https://en.wikipedia.org/wiki/Power_series
  • https://en.wikipedia.org/wiki/Taylor_series
  • https://www.sanfoundry.com/c-tutorials-multidimensional-arrays-function-arguments/
  • https://www.cse.msu.edu/~cse251/lecture11.pdf
  • https://en.wikipedia.org/wiki/L%27H%C3%B4pital%27s_rule
  • https://en.wikipedia.org/wiki/Improper_integral
  • https://homepage.tudelft.nl/11r49/documents/wi4006/gammabeta.pdf
  • https://en.wikipedia.org/wiki/Sigma-algebra
  • http://slpl.cse.nsysu.edu.tw/cpchen/courses/probability/arrivalProcess.pdf
  • https://www.tu-chemnitz.de/informatik/KI/scripts/ws0910/Neuron_Poisson.pdf
  • https://en.wikipedia.org/wiki/Gaussian_integral
  • https://math.stackexchange.com/questions/1656814/how-to-prove-dxdy-r-dr-d-theta
  • https://www.khanacademy.org/math/multivariable-calculus/multivariable-derivatives/jacobian/v/the-jacobian-determinant
  • https://proofwiki.org/wiki/Expectation_of_Gamma_Distribution
  • http://mathworld.wolfram.com/ExponentialGrowth.html
  • https://www.youtube.com/watch?v=ebewBjZmZTw
  • https://www.tu-chemnitz.de/informatik/KI/scripts/ws0910/Neuron_Poisson.pdf
  • https://onlinecourses.science.psu.edu/stat414/node/154/
  • https://en.wikipedia.org/wiki/Extreme_value_theory
  • http://math.arizona.edu/~jwatkins/f-transform.pdf
  • https://en.wikipedia.org/wiki/Mathematical_optimization
  • Signal Detection Theory [LINK]
  • Mathematical optimization [LINK]
  • Random walk – Wikipedia [LINK]

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