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Probability and Statistics (Graduate School of ISEE)

2017 Winter, Friday: 8:40--10:10

datetitlekeywordsremark
1Oct. 4 (Wed) Probability I Probability Space
Kolmogorov's axioms
exercise
slide
--Oct. 6 No class
Univ. fes.
2Oct. 13 Probability II independence, Bayes' theorem
Discrete/Continuous ditr.
exercise
slide
3Oct. 20 Probability III Expectation, Moment, Variance, Covariance exercise
slide
4Oct. 27 Probability IV Markov's inequality
Chebyshev's inequality
Law of large numbers
exercise
slide
5Nov. 10 Probability V Affine transformation
Central limit theorem
exercise
slide
6Nov. 17 Probability VI Distributions
7Nov. 24 No class
because of the Special Lecture on Advanced Information Technology
8Dec. 1 Midterm Exam
Fixed
9Dec. 8 Statistics I Unbiased estimator exercise
slide
10Dec. 15 Statistics II Maximum likelihood
11Dec. 22 Statistics III Interval estimation
Statistical test
exercise upload Jan 15
slide
--Jan. 12 No class
Preparation of National Center Test for University Admissions
12Jan. 15 (Mon) Statistics IV Linear regression exercise
slide
13Jan. 19 Statistics V Bayesian Inference exercise
slide
14Jan. 26 Final Exam
Fixed

office hour: Fri. 16:40--18:10

Questionnaire for an improvement of the course (on the Kyushu Univ. e-learning system)


Books

  1. Christopher M. Bishop, Pattern Recognition and Machine Learning, Springer-Verlag, 2006.
  2. M. Mitzenmacher, E. Upfel, Probability and Computing: Randomized Algorithms and Probabilistic Analysis, Cambridge University Press, 2005.
[Šm—Ķ˜_(Probability)]
  1. •šŒĐģ‘Ĩ, Šm—Ķ‚ÆŠm—Ķ‰ß’ö, ƒVƒŠ[ƒYq‹ā—ZHŠw‚ĖŠî‘br 3, ’Đ‘q‘“X, 2002.
  2. G. Blom, D. Sandell, L. Holst (’˜), X^(–ó), Šm—Ķ˜_‚Ö‚æ‚Ī‚ą‚ŧ, ƒVƒ…ƒvƒŠƒ“ƒK[ƒtƒFƒAƒ‰[ƒN“Œ‹ž, 2005.
[“ŒvŠw(Statistics)]
  1. “ĄāV—m“ŋ, Šm—Ķ‚Æ“Œv, Œŧ‘ãŠî‘b”Šw 13, ’Đ‘q‘“X, 2006.
  2. “ú–{“ŒvŠw‰ï, “ŒvŠw (“ŒvŒŸ’č1‹‰‘Ήž), “Œ‹ž}‘, 2013.
  3. “Œ‹ž‘åŠw‹ģ—{Šw•”“ŒvŠw‹ģŽš•Ō, “ŒvŠw“ü–å, “Œ‹ž‘åŠwo”ʼnï, 1991.
  4. “Œ‹ž‘åŠw‹ģ—{Šw•”“ŒvŠw‹ģŽš•Ō, ŽĐ‘R‰ČŠw‚Ė“ŒvŠw, “Œ‹ž‘åŠwo”ʼnï, 1992.

Shuji Kijima
Dept. Info, ISEE, Kyushu University
E-mail: kijima@inf.kyushu-u.ac.jp
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