Introduction to Statistics
Spring 2010
Mondays, 2:10 ~ 5:00 PM
Instructor: Prof. Berlin Chen (陳柏琳 教授)Tentative List of Topics:
02/22 |
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03/01 |
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03/08 |
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HW-01: (Chapter 1) Supplementary Exercises 8, 14, 16 (Due: 03/22) |
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03/15 |
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Break (IEEE ICASSP 2010, Dallas, Texas, USA) |
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03/22 |
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Propagation of Error | |
03/29 | Commonly Used Distributions and Parameter Estimation |
HW-02:
(Chapter 2) Supplementary Exercises 10, 20 (Due: 04/12) HW-03: (Chapter 3) Supplementary Exercises 6, 16 (Due: 04/12) |
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04/05 | Break | ||
04/12 | Commonly Used Distributions and Parameter Estimation | ||
04/19 | Simulation | HW-04: (Chapter 4) Supplementary Exercises 6, 10, 18, 22 (Due: 05/3) | |
04/26 | Midterm | Scope: Chapters 1-4 | |
05/03 | Confidence Intervals | Notice of Possible Failure to Pass | |
05/10 | Discussion of Homework and Quiz 1 | ||
05/17 | Confidence Intervals | HW-05:
(Chapter 5) Supplementary Exercises 8, 12, 16*, 18 (Due: 05/31) *You should show the details when answering Exercise 16. |
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05/24 | Hypothesis Testing | ||
05/31 | Hypothesis Testing & Quiz 2 | ||
06/07 | Correlation and Simple Linear Regression | ||
06/14 |
Correlation and
Simple Linear Regression Multiple Regression |
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06/14 | Final | Scope: Chapters 5-7 |
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 |