ST380: Probability and Statistics for the Physical Sciences
Fall Session, 2009

[Expect frequent changes throughout the semester!]
0
Date
Lecture coverage
Homework and reading assignments

1

August 19

W

Basics of Probability
The R software

Download R

Read Section(s): 1.1, Intro to R (Chap. 6-8)
Example 1.2 (R codes)

2

Aug 21

F

Rules of probability

Download Ocean temp data

Read Section(s): 1.1
Figure 1.3 (R codes)

3

Aug 24

M

Continuous and discrete random variables

NA

Read Section(s): 1.2

4

Aug 26

W

Probability densities, Transformations of random variables

NA

Read Section(s): 1.3, Intro to R (Chap. 8)

5

Aug 28

F

Parametric families: Binomial distribution

HW1 (due Sep 4)

Read Section(s): 1.3.1
HW1: Chap.1: 2, 5, 6, 7 & 9

6

Aug 31

M

Poisson and Exponential distribution

NA

Read Section(s): 1.3.2, 1.3.3
Plotting parametric densities (R codes)

7

Sep 2

W

The Normal distribution

NA

Read Section(s): 1.3.4

8

Sep 4

F

Centers, spreads and moments

HW2 (due Sep 11)

Read Section(s): 1.4
HW2: Chap.1: 12, 16, 25, 26, 27, 28 and 36

9

Sep 7

M

Holiday (Labor Day): No class

HWS1

University closed

10

Sep 9

W

Computing moments using R

NA

Read Section(s): 1.4

11

Sep 11

F

Joint and marginal distributions

HW3 (due Sep 18)

Read Section(s): 1.5
HW3: Chap.1: 8, 11, 33, 34 & 35

12

Sep 14

M

Conditional distributions

HWS2

Read Section(s): 1.5

13

Sep 16

W

Association and independence

NA

Read Section(s): 1.6

14

Sep 18

F

Some results for large samples

HW4 (due Sep 25)

Read Section(s): 1.9
HW4: Chap.1: 38 & 39

15

Sep 21

M

Modes of inference

HWS3

Read Section(s): 2.1

16

Sep 23

W

Exploratiory data analysis

NA

Read Section(s): 2.2

17

Sep 25

F

Graphical analysis

HW5 (due Oct 2)

Read Section(s): 2.2.2, R commands
HW5: Chap.2: 2, 3, 5

18

Sep 28

M

Exploring relationships

HWS4

Read Section(s): 2.2.3 R commands

19

Sep 30

W

The likelihood function (of a single parameter)

.

Read Section(s): 2.3.1

20

Oct 2

F

Likelihood for vector of parameters

HW6 (due Oct 16)

Read Section(s): 2.3.3,
HW6: Chap.2: 7, 9, 11; optional problems: 10*, 12, 13 & 14
(*extra credit of 5 points will be added to your midterm if you do #10 above correctly)

21

Oct 5

M

The maximum likelihood estimate (MLE)

HWS5

Read Section(s): 2.4.1

22

Oct 7

W

Practice Problems for midterm

.

Read Section(s): 2.4.1

23

Oct 9

F

Holiday (Fall break): No class

no HW

University open

24

Oct 12

M

Midterm exam

Time and place: 4:000-6:00p, 450 Riddick Hall

Syllabus: Chap.1

25

Oct 14

W

Solutions to midterm

.

.

26

Oct 16

F

Accuracy of Estimation

HW7 (due Oct 23)

Read Section(s): 2.4.2
HW7: Chap.2: 17, 18, 19, 20, 21, 22, 23

27

Oct 19

M

Bayesian inference
Submit Project proposal by e-mail

HWS6

Read Section(s): 2.5
Guidelines on submitting a project proposal

28

Oct 21

W

Posterior distribution

.

Read Section(s): 2.5

29

Oct 23

F

Prediction

HW8 (due Oct 30)

Read Section(s): 2.6
HW8: Chap.2: 28, 30, 35, 36

30

Oct 26

M

Hypothesis testing

HWS7

Read Section(s): 2.7

31

Oct 28

W

Hypothesis tests (continued)

.

Read Section(s): 2.7

32

Oct 30

F

Regression

HW9 (due Nov 6)

Read Section(s): 3.1
HW9: Chap.3: 1, 2, 3

33

Nov 2

M

Normal linear models

HWS8

Read Section(s): 3.2 and R commands

34

Nov 4

W

Statistical inference based on linear models

.

Read Section(s): 3.2

35

Nov 6

F

Examples of linear regression

HW10 (due Nov 13)

Read Section(s): 3.2
HW10: Chap.3: 6, 8, 10

36

Nov 9

M

Generalized linear models

HWS9

Read Section(s): 3.3

37

Nov 11

W

Logistic regression

Read Section(s): 3.3.1

38

Nov 13

F

Logistic regression (continued)

HW11 (due Nov 20)

Read Section(s): 3.3.1
HW11: Chap.3: 13, 14, 15

39

Nov 16

M

Poisson regression

HWS10

Read Section(s): 3.3.2

40

Nov 18

W

Predictions from regression

.

Read Section(s): 3.4

41

Nov 20

F

Prediction using regression

HW12 (due Nov 30)

Read Section(s): 3.4
HW12: Chap.3: 18, 19, 23

42

Nov 23

M

Closing remarks

HWS11

Read Section(s): Chap.1-3

43

Nov 25

W

Thanksgiving vacation: No class

N/A

University closed

44

Nov 27

F

Thanksgiving vacation: No class

no HW

University closed

45

Nov 30

M

Project presentations
9:05-10:05 in 323 Mann Hall and
4:00-5:15 in 450 Riddick Hall

HWS12

Groups: Allen, Jessup and Moreno; Barnes, Brooks, Roper and Timte; Bird and Register; Boone, Boyd, Bradley and Craven; Keith,
afternoon groups: Fowler and Skau; DeWeese; Small; Tracey; Bradshaw and Rose.

46

Dec 2

W

Project presentations
9:05-10:05 in 323 Mann Hall

.

Groups: Boyer, James and Showers; Camras, Cipullo, Embrey and Mentha; Carpenter, Dees, Poe and Westfield; Cook and Garnett.

47

Dec 4

F

Project presentations
9:05-10:05 in 323 Mann Hall

no HW

Groups: Evans, Long, Schmookler and Varner; Faulkner, Garmier and Kovacik; Fateiger, Meiners and Nunalee; Guignard, Hite, Pylypiw and Wright

Last updated on: November 19, 2009 (by Sujit K Ghosh, NC State University)