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Regression Analysis

Seminar #73005 OnDemand

Understand and explain relationships among variables and predict actual outcomes

Get a handle on regression, perhaps the most widely-used statistical technique. Learn how multiple linear regression models are derived and use software to implement them. Learn what assumptions underlie the models and discover how to test whether the data meet these assumptions—and what to do if they don't. Plus, develop strategies for building and understanding useful models and conducting model diagnostics.

Your program begins with a focus on foundations and simple linear regression and continues on to multiple linear regression and model building.

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Schedule

  • [4] weeks - $589
AMA PDF Course Packet
The PDF Course Packet includes Curriculum and other information that can help convince your manager of the value.

Schedule

We have 2 scheduled sessions located nationwide starting between 10/3/2014 - 1/23/2015

Date Location Duration Attendees  
Oct 3, 2014 - Oct 30, 2014 OnDemand 4 Weeks
Jan 23, 2015 - Feb 19, 2015 OnDemand 4 Weeks
Registering more than 4  people, please call 1-877-566-9441.

How You Will Benefit

  • Use software for multiple linear regression 
  • Evaluate the model performance using R-squared, std. error and slope 
  • Test model parameters 
  • Transform predictor and response variables, if necessary 
  • Assess the role of outliers and influential observations

Learning Plan

Week 1: Foundations and Simple Linear Regression 
  • Brief review of univariate statistical ideas: 
    • confidence intervals 
    • hypothesis testing 
    • prediction 
  • Simple linear regression model and least squares estimation 
  • Model evaluation:
    • regression standard error 
    • R-squared 
    • testing the slope 
  • Checking model assumptions 
  • Estimation and prediction

Week 2: Multiple Linear Regression 

  • Multiple linear regression model and least squares estimation 
  • Model evaluation: 
    • regression standard error 
    • R-squared 
    • testing the regression parameters globally 
    • testing the regression parameters in subsets 
    • testing the regression parameters individually 
  • Checking model assumptions 
  • Estimation and prediction

Week 3: Model Building I 

  • Predictor transformations 
  • Response transformations 
  • Predictor interactions 
  • Qualitative predictors and the use of indicator variables

Week 4: Model Building II 

  • Influential points (outliers and leverage) 
  • Autocorrelation 
  • Multicollinearity 
  • Excluding important predictors 
  • Overfitting 
  • Extrapolation 
  • Missing data 
  • Model building guidelines 
  • Model interpretation using graphics

Who Should Attend This Course

Business analysts, engineers, and researchers who need to model relationships in data in which a single response variable depends on multiple predictor variables. If you were introduced to regression in an introductory statistics course and now find you need a more solid grounding in the subject, this course is for you. If you are planning to learn additional topics in statistics, a good knowledge of regression is often essential.
 

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We appreciate that this is an important investment for you and your company and would like to accommodate your needs the best we can. Therefore, please call us at 1-800-262-9699.

 

 

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3 Seminars for $4,995

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These offers are valid only when applied to new registrations and cannot be applied to transfers, cancellations or GSA pricing. Prices and schedules are subject to change without notice. Offers cannot be combined.

SEMINAR SAVINGS PASS – 3-Pack, 6-Pack, 12-Pack, & 24-Pack: This offer is applicable to all AMA U.S. Classroom and LXL Live Online Seminars with a member price of $2,395 or less, or nonmember price of $2,645 or less. Third party-delivered programs available through AMA and LXL Express Skills Series courses are excluded. Past purchases and other promotional offers are excluded. Attendance must be completed within six months for 3-Pack/12 months for 6-Pack, 12-Pack, & 24-Pack of purchase date. This is a call-in offer only.

ANNUAL PASS: Annual Pass purchasers may choose from all AMA U.S. Classroom and LXL Live Online Seminars with a member price of $2,395 or less, or nonmember price of $2,645 or less. Premium Annual Pass purchasers may choose from all AMA U.S. Classroom and LXL Live Online Seminars. Third party-delivered programs available through AMA and LXL Express Skills Series courses are excluded from both Annual Pass and Premium Annual Pass redemption. Past purchases and other promotional offers are excluded. Annual Pass and Premium Annual Pass fees are nonrefundable, regardless of attendance. Your pass will be activated on the start date of the first seminar you register for using the pass and will expire one year later. The pass may only be used by the person designated on the pass and may not be sold, transferred or assigned in any manner. All attendance must be completed by the pass expiration date. If left entirely unused, the pass will expire twelve months from the purchase date. Photo identification will be required when attending a seminar. This is a call-in offer only.

BRING A FRIEND: Past purchases and other promotional offers are excluded. Third party-delivered programs available through AMA and LXL Express Skills Series courses are excluded. This is a call-in offer only.

LAST MINUTE SEATING: Past purchases and other promotional offers are excluded. Third party-delivered programs available through AMA and LXL Express Skills Series courses are excluded. This is a call-in offer only.

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