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Estimating Causal Effects with Experimental Data

Estimating Causal Effects with Experimental Data

Estimating Causal Effects with Experimental Data. Some Basic Terminology. Start with example where X is binary (though simple to generalize): X=0 is control group X=1 is treatment group Causal effect sometimes called treatment effect

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740 views • 61 slides
Behavioral Data Mining

Behavioral Data Mining

Behavioral Data Mining. Lecture 7 Linear and Logistic Regression. Outline. Linear Regression Regularization Logistic Regression Stochastic Gradient Fast Stochastic Methods Performance tips. Linear Regression. Predict a response variable Y from a vector of inputs using a linear model:

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657 views • 42 slides
Graphs and Finding your way in the wilderness

Graphs and Finding your way in the wilderness

Graphs and Finding your way in the wilderness. Chapter 14 in DS&PS Chapter 9 in DS&AA. General Problems. What is the shortest path from A to B? What is the shortest path from A to all nodes? What is the shortest/cheapest path between any two nodes?.

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452 views • 36 slides
Scientific Computing

Scientific Computing

Scientific Computing. Matrix Norms, Convergence, and Matrix Condition Numbers. Vector Norms. A vector norm is a quantity that measures how large a vector is (the magnitude of the vector). For a number x, we have |x| as a measurement of the magnitude of x.

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634 views • 29 slides
Danila Filipponi Simonetta Cozzi ISTAT, Italy

Danila Filipponi Simonetta Cozzi ISTAT, Italy

Outlier Identification Procedures for Contingency Tables in Longitudinal Data. Danila Filipponi Simonetta Cozzi ISTAT, Italy. Roma,8-11 July 2008. What is the problem?.

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373 views • 21 slides
4.3 Diagnostic Checks

4.3 Diagnostic Checks

4.3 Diagnostic Checks. VO 107.425 - Verallgemeinerte lineare Regressionsmodelle. Diagnostic Checks. Goodness-of-fit tests provide only global measures of the fit of a model. Regression diagnostics aims at identifying reasons for a bad fit.

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335 views • 20 slides
Gauss-Seidel

Gauss-Seidel

Gauss-Seidel. Chapter 11. Lecture Notes Dr. Rakhmad Arief Siregar Universiti Malaysia Perlis. Applied Numerical Method for Engineers. Introduction. In the previous discussion of Gauss elimination an elimination has been introduced

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585 views • 14 slides

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