Ch.3
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Data ==== 1. kiddiq.data.R - N : number of observations - kid_score : cognitive test scores of three- and four-year-old children - mom_hs : did mother complete high school? 1: Yes, 0: No - mom_iq : mother IQ score - mom_hs_new: new data for prediction - mom_iq_new: new data for prediction 2. kids_before1987.data.R - N : number of observations - afqt: normalized mother IQ score (mean = 100, sd = 15) - hs : did mother complete high school? 1: Yes, 0: No - ppvt: cognitive test scores of children born before 1987 3. kids_after1987.data.R - afqt_ev: normalized mother IQ score (mean = 100, sd = 15) - hs_ev : did mother complete high school? 1: Yes, 0: No - ppvt_ev: cognitive test scores of children born in 1987 or later Models ====== 1. One predictor kidscore_momhs.stan: lm(kid_score ~ mom_hs) kidscore_momiq.stan: lm(kid_score ~ mom_iq) 2. Multiple predictors with no interaction kidiq_multi_preds.stan: lm(kid_score ~ mom_hs + mom_iq) 3. Multiple predictors with interaction kidiq_interaction.stan: lm(kid_score ~ mom_hs + mom_iq + mom_hs:mom_iq) 4. Prediction kidiq_prediction.stan: - fitted : lm(kid_score ~ mom_hs + mom_iq) - predicted: lm(kid_score_pred ~ mom_hs_new + mom_iq_new) 5. External validation kidiq_validation.stan: - fitted : lm(ppvt ~ hs + afqt) - validated: R code