Extension of Levy (2018) moving away from fixed point analysis to population of RSA speakers.

Vignette for rrrsa R package.

midpoint checkin

pragmods simulations

Regularization: Ridge regression the Lasso

Applied Exercises Unsupervised learning K-means and PCA Cross Validation

Parametric approaches Linear and Logistic Regression

Probabilistic models - conditioning Question 4: Casino Game

Language detection MLE estimates Bayesian Param estimates Entropy rates String classification Engaging stats-for-psycholinguistics literature (Jaeger 2008) ANOVA vs ordinary logistic regression && mixed logit models Replication of Jaeger 2008

Morse Code +entropy rates Forward/Backward prediction in language models Arithmetic coding for a bent coin

Source Coding Hartley measure Entropy Typicality

Logistic regression, cross-validation

Multiple Comparisons, Linear Regression

Questions on Confidence Intervals and Hypothesis testing. Bootstrapping, t.test(), p-values.

Problems with CIs and quantile()

Part I: Inference in DAGS using rejection sampling Part II: Multivariate Probability Space

5 exercises from Levy ch.2

HW1.2 - Section 2.5 Questions (1 - 4)

Linguist 275 Section 1.6 Exercises (1 - 7)