机器学习考试卷-midterm2006-solution

10-701/15-781,Fall2006,Midterm²Thereare7questionsinthisexam(11pagesincludingthiscoversheet).²Questionsarenotequallydi±cult.²Ifyouneedmoreroomtoworkoutyouranswertoaquestion,usethebackofthepageandclearlymarkonthefrontofthepageifwearetolookatwhat'sontheback.²Thisexamisopenbookandopennotes.Computers,PDAs,cellphonesarenotallowed.²Youhave1hourand20minutes.Goodluck!Name:AndrewID:QTopicMax.ScoreScore1ConditionalIndependece,MLE/MAP,Probability122DecisionTree123NeuralNetworkandRegression184Bias-VarianceDecomposition125SupportVectorMachine126Generativevs.DiscriminativeClassi¯er207LearningTheory14Total1001