Lecture Slides Stats1.13.L02.AIR

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Statistics One Лекція 2 Кореляційний аналіз 1

Transcript of Lecture Slides Stats1.13.L02.AIR

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    Statistics One

    2

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    1:

    2:

    3:

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    2~ 1

    1:

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    , 1 , ,

    . , . Steven Pinker

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    Polio Vaccine

    In 1952, the first effective polio vaccin

    developed by Dr. Jonas Salk How do we know that it was effective?

    Experimental research! Randomized Controlled Experiments

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    Polio Vaccine

    Sample Initial

    4,000 children from Virginia Final

    1.8 million children from 44 states

    Population All children in the USA

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    Polio Vaccine

    Independent variable Treatment

    Vaccine Placebo

    Dependent variable Polio diagnosis (measure of an individua Rate of polio (measure of a group of chil

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    Polio Vaccine

    Double-blind experiment Experimenter did not know if the treatm

    vaccine or placebo

    Child (and parents) did not know if thetreatment was vaccine or placebo

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    Polio Vaccine

    Results Rate (per 100,000)

    Treatment: 28 Control: 71

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    Polio Vaccine

    By 1994 polio had been completelyeradicated from all the Americas

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    Segment Summary

    The major benefit of randomizedexperiments is they allow for strong c

    about causalityWhy stuff happens!

    Predict stuff Prevent bad stuff Promote good stuff

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    Segment Summary

    Strong causal claims require: True independent variables Random and representative samples

    No confounds (impossible, but we try ou

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    END SEGMENT

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    Lecture 1 ~ Segment 2

    Example 2: Memory Training

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    Memory Training

    Is it possible for adults to enhance thintelligence by training their working

    memory? Promote good stuff!

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    Memory Training

    Sample College students

    Population Healthy adults

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    Memory Training

    Independent variable Training

    Memory training No training

    Dependent variable Gain in score on an intelligence test

    IQ gain

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    Memory Training

    Procedure Treatment group engaged in memory tra

    for a half hour every day for weeks See next slide

    IQ All subjects completed a test of intelligence

    and after training

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    Memory Training

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    Memory Training

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    Memory Training

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    Memory Training

    Does it really work? Potential confounds?

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    Segment Summary

    The major benefit of randomizedexperiments is they allow for strong c

    about causalityWhy stuff happens! Predict stuff

    Prevent bad stuff Promote good stuff

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    Segment Summary

    Strong causal claims require: True independent variables Random and representative samples No confounds (impossible, but we try ou

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    END SEGMENT

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    Lecture 1 ~ Segment 3

    The concept of random

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    Random

    Experimental research requires: Random selection Random assignment

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    Random

    Random selection Individuals included in a sample should b

    randomly selected from the population

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    Illustration

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    Random

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    Not random

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    Random

    Random assignment Individuals are randomly assigned to con

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    Random assignmentGroup 1 Group 2

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    Segment Summary

    Experimental research requires: Random selection Random assignment

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    END SEGMENT

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    END LECTURE 1