课程目录
1Probabilityandinference
1.1Introduction
1.2Introductiontoprobability
1.3Probabilitymassfunctions
1.4Probabilitydensityfunctions
1.5ConditionalProbability
1.6Baye-'srule
1.7Independence
1.8Expectedvalues
1.9Expectedvalues,simpleexamples
1.10ExpectedvaluesforPDFs
2Variation
2.1Introductiontovariability
2.2Variancesimulationexamples
2.3Standarderrorofthemean
2.4Variancedataexample
2.5Binomialdistrubtion
2.6Normaldistribution
2.7Poisson
2.8AsymptoticsandLLN
2.9AsymptoticsandtheCLT
2.10Asymptoticsandconfidenceintervals
3Confidenceintervalsandtesting
3.1Tconfidenceintervals
3.2Tconfidenceintervalsexample
3.3IndependentgroupTintervals
3.4Anoteonunequalvariance
3.5Hypothesistesting
3.6Exampleofchoosingarejectionregion
3.7Ttests
3.8Twogrouptesting
3.9Pvalues
3.10Pvaluefurtherexamples
4Power,multiplecomparisons,resampling
4.1Power
4.2CalculatingPower
4.3Notesonpower
4.4Ttestpower
4.5MultipleComparisons
4.6Bootstrapping
4.7Bootstrappingexample
4.8Notesonthebootstrap
4.9Permutationtests
4.10Kindofsillycautionarynoteaboutinferences
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