About this Course
최근 조회 30,876

100% 온라인

지금 바로 시작해 나만의 일정에 따라 학습을 진행하세요.

유동적 마감일

일정에 따라 마감일을 재설정합니다.

중급 단계

완료하는 데 약 23시간 필요

권장: 10 hours/week...

영어

자막: 영어

100% 온라인

지금 바로 시작해 나만의 일정에 따라 학습을 진행하세요.

유동적 마감일

일정에 따라 마감일을 재설정합니다.

중급 단계

완료하는 데 약 23시간 필요

권장: 10 hours/week...

영어

자막: 영어

Course을(를) 수강하는 학습자

  • Biostatisticians
  • Data Analysts
  • Risk Managers
  • Scientists
  • Medical Doctors

강의 계획 - 이 강좌에서 배울 내용

1
완료하는 데 1시간 필요

Course Overview and Data Setup

2개 동영상 (총 13분), 5 readings
2개의 동영상
Demo: Exploring Ames Housing Data10m
5개의 읽기 자료
Learner Prerequisites10m
Choosing and Setting Up SAS Software for this Course10m
Follow These Instructions to Set Up Data for This Course (REQUIRED)30m
Completing Demos and Practices10m
Using Forums and Getting Help10m
완료하는 데 3시간 필요

Introduction and Review of Concepts

17개 동영상 (총 41분), 2 readings, 9 quizzes
17개의 동영상
Statistical Modeling: Types of Variables1m
Overview of Models3m
Explanatory versus Predictive Modeling1m
Population Parameters and Sample Statistics1m
Normal (Gaussian) Distribution2m
Standard Error of the Mean51
Confidence Intervals2m
Statistical Hypothesis Test4m
p-Value: Effect Size and Sample Size Influence3m
Scenario48
Performing a t Test4m
Demo: Performing a One-Sample t Test Using PROC TTEST3m
Scenario1m
Assumptions for the Two-Sample t Test2m
Testing for Equal and Unequal Variances2m
Demo: Performing a Two-Sample t Test Using PROC TTEST4m
2개의 읽기 자료
Parameters and Statistics10m
Normal Distribution10m
9개 연습문제
Question 1.015m
Question 1.025m
Question 1.035m
Question 1.045m
Question 1.055m
Practice - Using PROC TTEST to Perform a One-Sample t Test20m
Question 1.065m
Practice - Using PROC TTEST to Compare Groups20m
Introduction and Review of Concepts30m
2
완료하는 데 4시간 필요

ANOVA and Regression

29개 동영상 (총 70분), 2 readings, 14 quizzes
29개의 동영상
Scenario58
Identifying Associations in ANOVA with Box Plots1m
Demo: Exploring Associations Using PROC SGPLOT1m
Identifying Associations in Linear Regression with Scatter Plots1m
Demo: Exploring Associations Using PROC SGSCATTER2m
Scenario56
The ANOVA Hypothesis1m
Partitioning Variability in ANOVA2m
Coefficient of Determination1m
F Statistic and Critical Values1m
The ANOVA Model2m
Demo: Performing a One-Way ANOVA Using PROC GLM6m
Scenario49
Multiple Comparison Methods2m
Tukey's and Dunnett's Multiple Comparison Methods1m
Diffograms and Control Plots1m
Demo: Performing a Post Hoc Pairwise Comparison Using PROC GLM6m
Scenario53
Using Correlation to Measure Relationships between Continuous Variables1m
Hypothesis Testing for a Correlation1m
Avoiding Common Errors When Interpreting Correlations5m
Demo: Producing Correlation Statistics and Scatter Plots Using PROC CORR6m
Scenario45
The Simple Linear Regression Model1m
How SAS Performs Simple Linear Regression1m
Comparing the Regression Model to a Baseline Model2m
Hypothesis Testing and Assumptions for Linear Regression1m
Demo: Performing Simple Linear Regression Using PROC REG7m
2개의 읽기 자료
What Does a CLASS Statement Do?10m
Correlation Analysis and Model Building10m
14개 연습문제
Question 2.015m
Question 2.025m
Question 2.035m
Question 2.045m
Practice - Performing a One-Way ANOVA20m
Question 2.055m
Question 2.065m
Practice - Using PROC GLM to Perform Post Hoc Parwise Comparisons20m
Question 2.075m
Question 2.085m
Practice - Describing the Relationship between Continuous Variables20m
Question 2.095m
Practice - Using PROC REG to Fit a Simple Linear Regression Model20m
ANOVA and Regression30m
3
완료하는 데 2시간 필요

More Complex Linear Models

13개 동영상 (총 43분), 1 reading, 5 quizzes
13개의 동영상
Scenario1m
Applying the Two-Way ANOVA Model3m
Demo: Performing a Two-Way ANOVA Using PROC GLM7m
Interactions3m
Demo: Performing a Two-Way ANOVA With an Interaction Using PROC GLM5m
Demo: Performing Post-Processing Analysis Using PROC PLM4m
Scenario44
The Multiple Linear Regression Model2m
Hypothesis Testing for Multiple Regression1m
Multiple Linear Regression versus Simple Linear Regression2m
Adjusted R-Square1m
Demo: Fitting a Multiple Linear Regression Model Using PROC REG7m
1개의 읽기 자료
The STORE Statement10m
5개 연습문제
Question 3.015m
Practice - Performing a Two-Way ANOVA Using PROC GLM20m
Question 3.025m
Practice - Performing Multiple Regression Using PROC REG20m
More Complex Linear Models30m
완료하는 데 2시간 필요

Model Building and Effect Selection

11개 동영상 (총 28분), 3 readings, 4 quizzes
11개의 동영상
Scenario1m
Approaches to Selecting Models2m
The All-Possible Regressions Approach to Model Building1m
The Stepwise Selection Approach to Model Building3m
Interpreting p-Values and Parameter Estimates2m
Demo: Performing Stepwise Regression Using PROC GLMSELECT7m
Scenario37
Information Criteria2m
Adjusted R-Square and Mallows' Cp56
Demo: Performing Model Selection Using PROC GLMSELECT5m
3개의 읽기 자료
Activity - Optional Stepwise Selection Method Code10m
Information Criteria Penalty Components10m
All-Possible Selection
4개 연습문제
Question 4.015m
Practice - Using PROC GLMSELECT to Perform Stepwise Selection20m
Practice - Using PROC GLMSELECT to Perform Other Model Selection Techniques20m
Model Building and Effect Selection20m
4
완료하는 데 3시간 필요

Model Post-Fitting for Inference

18개 동영상 (총 46분), 7 quizzes
18개의 동영상
Scenario40
Assumptions for Regression2m
Verifying Assumptions Using Residual Plots3m
Demo: Examining Residual Plots Using PROC REG5m
Scenario47
Identifying Influential Observations1m
Checking for Outliers with STUDENT Residuals1m
Checking for Influential Observations2m
Detecting Influential Observations with DFBETAS1m
Demo: Looking for Influential Observations Using PROC GLMSELECT and PROC REG5m
Demo: Examining the Influential Observations Using PROC PRINT6m
Handling Influential Observations1m
Scenario38
Exploring Collinearity1m
Visualizing Collinearity2m
Demo: Calculating Collinearity Diagnostics Using PROC REG5m
Using an Effective Modeling Cycle1m
7개 연습문제
Practice: Using PROC REG to Examine Residuals20m
Question 5.015m
Practice: Using PROC REG to Generate Potential Outliers20m
Question 5.025m
Question 5.035m
Practice: Using PROC REG to Assess Collinearity20m
Model Post-Fitting for Inference30m
완료하는 데 2시간 필요

Model Building for Scoring and Prediction

11개 동영상 (총 27분), 1 reading, 4 quizzes
11개의 동영상
Scenario27
Predictive Modeling Terminology1m
Model Complexity51
Building a Predictive Model2m
Model Assessment and Selection1m
Demo: Building a Predictive Model Using PROC GLMSELECT10m
Scenario29
Preparing for Scoring1m
Methods of Scoring1m
Demo: Scoring Data Using PROC PLM4m
1개의 읽기 자료
Partitioning a Data Set Using PROC GLMSELECT10m
4개 연습문제
Question 6.015m
Practice: Building a Predictive Model Using PROC GLMSELECT20m
Practice: Scoring Using the SCORE Statement in PROC GLMSELECT20m
Model Building for Scoring and Prediction30m
4.9
10개의 리뷰Chevron Right

Statistics with SAS의 최상위 리뷰

대학: MSSep 5th 2019

The best course for statistics I've ever seen. I've learned statistics here not in university. Big like to all those people provide this valuable course for us. Thanks a million.

대학: ZYJul 1st 2019

This course is really fantastic!\n\nI love SAS, and I love analysis\n\nHope this will help me in my Ph. D studying career

강사

Avatar

Jordan Bakerman

Analytical Training Consultant
Education

SAS 정보

Through innovative software and services, SAS empowers and inspires customers around the world to transform data into intelligence. SAS is a trusted analytics powerhouse for organizations seeking immediate value from their data. A deep bench of analytics solutions and broad industry knowledge keep our customers coming back and feeling confident. With SAS®, you can discover insights from your data and make sense of it all. Identify what’s working and fix what isn’t. Make more intelligent decisions. And drive relevant change....

자주 묻는 질문

  • 강좌에 등록하면 바로 모든 비디오, 테스트 및 프로그래밍 과제(해당하는 경우)에 접근할 수 있습니다. 상호 첨삭 과제는 이 세션이 시작된 경우에만 제출하고 검토할 수 있습니다. 강좌를 구매하지 않고 살펴보기만 하면 특정 과제에 접근하지 못할 수 있습니다.

  • 수료증을 구매하면 성적 평가 과제를 포함한 모든 강좌 자료에 접근할 수 있습니다. 강좌를 완료하면 전자 수료증이 성취도 페이지에 추가되며, 해당 페이지에서 수료증을 인쇄하거나 LinkedIn 프로필에 수료증을 추가할 수 있습니다. 강좌 콘텐츠만 읽고 살펴보려면 해당 강좌를 무료로 청강할 수 있습니다.

궁금한 점이 더 있으신가요? 학습자 도움말 센터를 방문해 보세요.