รายวิชาในหลักสูตร
01422111 Principles of Statistics
Concept of statistics, measures of relative standing, measures of center, measures of dispersion, random variables and their probability distributions, binomial distribution, Poisson distribution, normal distribution, sampling distribution, statistical inference for one and two populations, analysis of frequency data, one-way analysis of variance, simple linear regression analysis.
01422211 Statistical Analysis
basic course : 01422111
Index numbers, construction of index numbers, classical time series analysis, introduction to nonparametric statistics, introduction to statistical decision making, introduction to statistical quality control.
01422221 Statistical Data Processing
basic course : 01422111
Data processing techniques, data collection, data preparation, data management, file processing, computer programming in data processing and report.
01422321 Data Analysis Using Worksheet Program
basic course : 01418114
Worksheets, data input, functions, data management, chart and graphic displays, statistical data analysis, macros.
01422322 Data Management
basic course : 01418112 or 01418114
Data definition, form design of data collection, steps in data collection, data capture system, data validation, data monitoring, data source verification, system validation, standard operation procedures.
01422341 Mathematical Statistics I
basic course : 01422111
Probability, conditional probability, independent events, Bayes’ theorem, random variables, probability distributions, moment and moment generating function, functions of random variables, central limit theorem, sampling distributions of statistics.
01422342 Mathematical Statistics II
basic course : 01422341
Point estimation, properties of point estimate, interval estimation,
hypothesis testing.
01422361 Design and Analysis of Experiment I
basic course : 01422111
Theory of experimental design, basic experimental designs, analysis of variance, multiple comparisons, model checking, matrix approaches to analysis of variance, factorial designs, determination of sample sizes, analysis of covariance.
01422412 Nonparametric Statistical Methods
basic course : 01422111
Concepts of nonparametric statistics, inferences for one and two populations, analysis of one-way and two-way classifications, categorical data analysis, regression and correlation.
01422421 Computer Software in Statistics
basic course : 01422111
Software application, statistical database, data management, word processing, data presentation, statistical analysis, use of computer packages.
01422422 Statistical Data System Analysis and Design
basic course : 01418112 or 01418114
System investigation, data system, output reports requirement, analysis and design of input data, design of output reports and files, planning of data analysis, manual and document of statistical data system.
01422423 Statistical Database System
basic course : 01422422
Database management system, statistical database design, entityrelationship model, relational data model, Structured Query Language.
01422424 Data Analysis Using SPSS
basic course: 01422101 or 01422111
Introduction to SPSS, data preparation, data management, data exploration, statistical analysis.
01422425 Data Analysis Using SAS
basic course : 01422111
Introduction to SAS, data management steps, SAS utilities and functions, SAS procedures, statistical analysis.
01422426 Introduction to Data Mining in Statistics
basic course : 01422451 หรือ 01422452
Introduction to data structure, data warehouse and data mining concepts, relation of statistics and data mining, data mining techniques with statistical methods and machine learning, computer software for data mining.
01422427 Statistical Computing Using C Language
basic course : 01418114
Computational algorithms, computer languages, flowcharts, structural program, statistical problem solving using C language.
01422433 Statistics for Bioinformatics
basic course : 01422111
Basic probability, Poisson process, Markov chain, analysis of DNA sequences, data analysis using software packages, estimation and hypothesis testing.
01422441 Probability Models
basic course : 01422341
Basic probability theories, limit theorems, Markov chains, Markov process, queuing theory.
01422442 Sample Survey Methods
basic course : 01422341
Concepts of sampling, simple random sampling, systematic sampling, stratified random sampling, cluster sampling, multi-stage sampling, parameter estimations, sample size determination, sampling errors.
01422452 Regression Analysis
basic course : 01422341
Linear regression models, theory of parameter estimation, theory of inferences in regression analysis, model checking, regression analysis with matrix algebra, nonlinear regression models, model selection, problems in regression analysis, using computer software in regression analysis.
01422453 Applied Forecasting Techniques
basic course : 01422111
Time series, forecasting models, forecasting techniques: decomposition, smoothing, regression with time series data, Box-Jenkins method, cycle forecasting, forecast errors, forecast monitoring, selection of forecasting methods, using computer software in forecasting.
01422454 Decision Analysis
basic course : 01422111
Bayes’ concept, decision structures, decision making under certainty, uncertainty and risk, analysis of multistage problems, game theory, using computer software in decision analysis.
01422455 Data Analysis
basic course : 01422311 and 01422451 or 01422361 and 01422452
Graphical methods for data analysis, batch displays and summaries, smoothing data, assessing distributional assumption about data, developing and assessing regression models, transforming data, robust and resistant techniques for regression and analysis of two – way and multiway tables.
01422456 Basic Categorical Data Analysis
basic course : 01422111
Categorical data, contingency tables, model for categorical data, measures of association, analysis for binary data, log linear models.
01422457 Introduction to Multivariate Analysis
basic course: 01422451 or 01422452
Multivariate normal distribution, transforming to normality, graphical techniques, multivariate analysis of variance, principal components analysis, factor analysis, discriminant analysis, cluster analysis.
01422458 Nonlinear Regression Analysis
basic course : 01422451 or 01422452
Concepts of least square regression, nonlinear, logistic, Poisson,
robust, ridge and nonparametric regression, Artificial neural network.
01422461 Design and Analysis of Experiment II
basic course : 01422361
Incomplete block design, nested design, split-plot design, repeated
measures, confounded design, fractional factorial design, response
surface methodology, change-over design.
01422471 Investment Statistics
basic course : 01422111
Interest rates, problems of interest, annuities, yield rates, loan repayment, bonds, stocks and financial instruments.
01422472 Life Insurance Statistics
basic course : 01422111
Life tables, survival distribution, life insurance models, life annuity models, net premiums, gross premiums, net premium reserves, nonforfeiture value, multiple life functions, pension annuity models.
01422473 Casualty Insurance Statistics
basic course : 01422111
Coverage, premiums ratemaking, loss reserve, risk models, risk premiums, experience rating, simulation techniques in insurance.
01422481 Statistical Quality Control
basic course : 01422111
Quality philosophy, probability models, inferences about process quality, statistical process control, control charts, process capability analysis, acceptance sampling.
01422482 Industrial Statistics
basic course : 01422111
Quality and quality systems, statistical process control, off-line and on-line quality control, acceptance sampling, quality assurance, quality improvement, industrial experimentation, reliability.
01422484 Deterministic Operations Research)
basic course : 01417111
Concepts of operations research, optimization techniques, linear programming, simplex method, properties of dual in linear programming, transportation model, network analysis, project planning and control, scheduling, sequencing, dynamic programming.
01422485 Stochastic Operations Research
basic course : 01417112
Probability theory, Markov chain, Markov process, queuing model, inventory model, decision analysis, game theory, system simulation.
01422486 System Simulation
basic course : 01422341 or 01 422343
Systems and models, discrete event simulation, design of system simulation, modeling input process, random number generating and testing, random variate generation, analysis of simulation output.
01422491 Basic Research Methods in Statistics
Principles and research methods in statistics, identification of research problems, formulation of research objectives and hypotheses, collection of data, construction of questionnaire, data analysis and interpretation, application of statistics for research, report writing and presentation.
01422496 Selected Topics in Statistics
Selected topics in statistics at the bachelor’s degree level. Topics are subject to change in each semester.
01422497 Seminar
Presentation and discussion on current interesting topics in statistics at the bachelor’s degree level.
01422498 Special Problems
Study and research in statistics at the bachelor’s degree level and compiled into a written report.
01422499 Statistical Project
Project of practical interest in various fields of Statistics.
รายวิชาบริการสำหรับนิสิตนอกภาค
01422101 Elementary Applied Statistics
Basic concepts in statistics, variables, data and scales of measurement, frequency distribution, data presentation, measure of location, center and variability, introduction to probability, binomial distribution, normal distribution, sampling distribution, estimation, statistical hypothesis testing of one population and two populations, categorical data analysis.
01422112 Probability and Applied Statistics
Descriptive statistics, introduction to probability, conditional probability, discrete and continuous random variables, distributions of random variables, expected values, variances, sampling distribution, parameter estimations, testing hypotheses, analysis of variance, simple linear regression analysis.
01422311 Applied Experimental Design and Analysis
basic course : 01422111
Concepts of experimental design, basic experimental designs, multiple comparisons, model checking, data transformation, factorial experiments, nested design, regression and correlation analysis, analysis of co-variance, application of computer software in experimental data analysis.
01422343 Introduction to Probabilistic Model
Probability and probability distributions, expectation and moment of random variables, Markov chain, Markov process, queuing models.
01422401 Statistics in Behavioral Science Research I
Roles of statistics in behavioral science research, statistical samplings, descriptive and inferential statistics, non-parametric statistics, analysis of variance, regression and correlation analysis.
01422402 Statistics in Behavioral Science Research II
basic course : 01422111 or 01422401
Analysis of variance, analysis of co-variance, categorical data analysis, principal components analysis, factor analysis, discriminant analysis.
01422411 Statistics for Environmental Sciences
basic course : 01422111
Roles of statistics in environmental sciences, environmental sampling, models for data, environmental monitoring, impact assessment, time series analysis, spatial data analysis.
01422413 Statistical Analysis and Experimental Designs
basic course : 01422111
Principles of experimental designs, completely randomized design, randomized complete block design, Latin square design, nested design, assumptions underlying the analysis of variance, transformation of data, multifactor experiments, split-plot design, analysis of covariance.
01422414 Sampling Techniques in Social Sciences
basic course : 01422101 or 01422111
Sampling survey methodology, scaling methods, questionnaire
design, validity and reliability, probability and non-probability sampling,
various sampling plans, errors in sample survey, applications in social
sciences research.
01422415 Sampling Techniques for Natural Sciences
basic course : 01422111
Concepts of sampling, simple random sampling, unequal probability sampling, ratio and regression estimation, sampling from dynamic population, applications in natural sciences.
01422431 Statistics in Biological Sciences
basic course : 01422111
Types of biological data, sample survey methods, two population comparisons, categorical data analysis, basic experimental designs, nested designs, factorial experiments, regression and correlation analysis, nonparametric statistical methods, indices of diversity.
01422432 Introduction to Statistics for Bioassay
basic course : 01422311 or 01422361 or 01422411
Concepts and structure of bioassay, estimation of relative potency
using direct and indirect bioassay, application of probit analysis to
pesticide and radiation dose response studies.
01422451 Applied Regression Analysis
basic course : 01422111
Simple and multiple linear regression, correlation, model checking, indicator variables, model selection, nonlinear regression, using computer software in regression analysis.
01422462 Principles of Experimental Designs
basic course : 01422311
Fundamental concepts in the design of experiments, analysis of variance rationale, effects of failure to meet assumptions in the analysis of variance, basic experimental designs, factorial experiments, confounded design, fractional factorial design, split-plot design, changeover design, incomplete block design.
01422483 Introduction to Operations Research
basic course : 01417111
Concepts of operations research, linear programming, simplex method, transportation model, network analysis, project planning and control, dynamic programming, inventory model, queuing model.