Introduction to Statistics
Spring 2007
Fridays, 9:10 ~ 12:00 AM
Instructor: Dr. Berlin Chen (陳柏琳)Topic List and Schedule:
03/02 | Course Overview & Introduction | ||
03/09 | Sampling and Descriptive Statistics | ||
03/16 | Quick Review of Probability |
HW-01:
(Chapter 1) Exercises 8, 14, 18 (Due: 03/30) |
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03/23 | Propagation of Error | ||
03/30 | Break (NeGSST Workshop, NTU, Taipei) | HW-02: (Chapter 2) Exercises 12, 16, 20, 26 (Due: 04/13) | |
04/06 | Spring Break | ||
04/13 | Quick Review of Common Used Distributions (1/2) | HW-03: (Chapter 3) Exercises 2, 20, 22 (Due: 04/27) | |
04/20 | Break (IEEE ICASSP 2007, Hawaii) | ||
04/27 | Quick Review of Common Used Distributions (2/2) | HW-04: (Chapter 4) Exercises 8, 14, 24 (Due: 05/11) | |
05/04 | Simulation | ||
05/11 | Midterm | Scope: Chapters 1-4 | |
05/18 | Confidence Intervals | ||
05/25 | Hypothesis Testing (1/2) | ||
06/01 | Hypothesis Testing (2/2) |
HW-05:
(Chapter 5) Exercises 2, 18 (Chapter 6) Exercises 10, 24 (Due: 06/15) |
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06/08 | Data Analysis and Dimension Reduction* | ||
06/15 | Correlation and Simple Linear Regression | ||
06/22 | Final | Scope: Chapters 5 - 7 (Section 5.1 ~ Section 7.3) |
Textbook:
1. William C. Navidi, “Statistics for Engineers and Scientists,” McGraw-Hill (2 edition, 2007)References:
1 | Prem S. Mann, "Introductory Statistics," Wesley, (6 edition, 2007) | |
2 | Ethem Alpaydin, Introduction to Machine Learning, MIT Press, 2004 |
TA:
李鴻欣同學 (碩一)
– E-mail:
[email protected]
– Tel: 29322411ext 208 (資工系208室)