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SYLLABUS Advanced Statistics

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DEPARTMENT OF EDUCATION NATIONAL

YOGYAKARTA STATE UNIVERSITY

Address : Karangmalang, Yogyakarta 55281 Telp. (0274) 586168 Psw. 318

SYLLABUS

Faculty : Mathematics and Natural Sciences Study Program : Mathematics Education

Course & Code : Advanced Statistics, MAA 315 Credit Hours : Theory 2 credit, Practice 1 credit

Semester : III

Prerequisites & Code : Elementary Statistics, MAA 306 Lecturer : Kismiantini, M.Si.

I. COURSE DESCRIPTION

This course contains simple linear regression, correlation, inference in linear regression analysis, a matrix approach to the analysis of simple and multiple linear regression, the basic principles of experimental design, the classification of experimental design, analysis of variance for single factor experiments, analysis of variance for two-factor experiment.

II. BASIC OF COMPETENCY

The students have ability to understand basic concepts of regression, correlation and regression analysis results, the basic principles of experimental design and skilled to analyze data from experiments one or two factors by using analysis of variance.

III.ACTIVITIES PLAN

Meeting Based Competency Subject Matter Activities References 1 To understand concept of simple

linear regression, to determine linear regression equation, and to give meaning

Simple linear regression and correlation

Expository & Discussion

2-3 To detect assumptions in simple linear regression

Assumptions in simple linear regression

Expository & Discussion 4-7 To explain parameter estimation

and hypothesis testing on simple linear regression and correlation

Inferences in simple linear regression and correlation analysis

Expository & Discussion

8 To apply matrix approach in simple linear regression

Matrix approach to simple linear regression analysis

Expository & Discussion

9-10 To determine multiple linear regression equation and give meaning

Multiple linear regression

Expository & Discussion

11-12 To understand assumptions in multiple linear regression

Assumptions in multiple linear regression

Expository & Discussion

13-15 To explain parameter estimation and hypothesis testing on

multiple regression model

Inferences in multiple linear regression

Expository & Discussion

16 Test 1

17-19 To use extra sums of squares in multiple linear regression inferences

Extra Sums of Squares Expository & Discussion

20-22 To understand how to make model selection in multiple linear regression

Model selection Expository & Discussion

25 To understand the basic

principles of experimental design and classification of experimental design

Basic design of experiments concepts

Expository & Discussion

26-27 To explain analysis of variance for single factor experiments

Analysis of variance for experiments with a single factor

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Meeting Based Competency Subject Matter Activities References 28-29 To detect assumptions in analysis

of variance

The assumptions in analysis of variance

Expository & Discussion 30-31 To explain analysis of variance

for two factors experiments

Analysis of variance for experiments with two-factors

Expository & Discussion

32 Test 2

IV.REFERENCES

A. Compulsory textbooks :

1. Stephens, L. J. 2004. Advanced Statistics. New York: McGraw-Hill.

2. Kutner, M. H., Nachtscheim, C. J., Neter, J. & Li, W. 2005. Applied Linear Statistical Models. New York: McGrawHill/Irwin.

B. Suggested references books :

1. Triola, M. F. 2004. Elementary Statistics. New York: Addison-Wesley. 2. Weiss, N. A. 1995. Introductory to Statistics. New York: Addison-Wesley.

V. EVALUATION

No. Components Weight (%)

1. Participations 10

2. Assigments 10

3. Quiz 15

4. Test 1 20

5. Test 2 20

6. Final Test 25

Referensi

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