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2023-08-22
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1
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Welcome + Likelihoods
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Syllabus | Blank Notes | Blank Script | Class Notes | Class Script
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2023-08-24
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1
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Likelihoods
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Class Notes
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2023-08-29
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2
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Likelihoods
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Class Notes
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2023-08-31
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2
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Likelihoods
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Class Notes
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2023-09-05
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3
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Likelihoods for Regression
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Blank Notes | Script | Class Notes – Censoring | Class Notes – Regression | Class Script
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2023-09-07
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3
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Generalized Linear Models
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Class Notes
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2023-09-12
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4
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Generalized Linear Models + Conditional Likelihoods
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Class Notes
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2023-09-14
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4
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MLEs & the Information Matrix
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Blank Notes | Class Notes – Conditional Likleihoods | Class Notes – Information Matrix
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2023-09-19
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5
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Class Cancelled (EnviBayes)
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2023-09-21
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5
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EM Algorithm
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Blank Notes | Class Notes – Information | Class Notes – EM
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2023-09-26
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6
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EM Algorithm
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Script | Class Notes | Class Script
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2023-09-28
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6
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EM Algorithm
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Class Notes
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2023-10-03
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7
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K-means Clustering + Profile Likelihood
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Blank Notes | Class Notes – Clustering | Class Notes – Profile Likelihoods
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2023-10-05
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7
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Estimating Equations
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Blank Notes | Script | Class Notes – Profile Likelihoods | Class Notes – EE
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2023-10-10
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8
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Estimating Equations
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Blank Notes | Class Notes – EE | Class Notes – Sandwich Estimator
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2023-10-12
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8
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Empirical Likelihood
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Blank Notes | Class Notes – Sandwich Estimator | Class Notes – EL
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2023-10-17
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9
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Midterm Review
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2023-10-19
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9
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Midterm
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2023-10-24
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10
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Empirical Likelihood
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Class Notes
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2023-10-26
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10
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Bootstrap
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Blank Notes | Class Notes
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2023-10-31
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11
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Bootstrap
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Script | Class Notes | Class Script
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2023-11-02
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11
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Bootstrap
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Class Notes
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2023-11-07
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12
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Bootstrap
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Blank Notes | Script | Class Notes – Nonparametric BS | Class Notes – Parametric BS | Class Script
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2023-11-09
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12
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Bootstrap
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Class Notes | Class Script
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2023-11-14
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13
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Bootstrap for Dependent Data
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Class Notes
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2023-11-16
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13
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Density Estimation
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Blank Notes | Class Notes – Bootstrap | Class Notes – Density Estimation | Class Script – Corrected
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2023-11-21
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14
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Thanksgiving Break
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2023-11-23
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14
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Thanksgiving Break
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2023-11-28
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15
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Density Estimation
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Class Notes
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2023-11-30
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15
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Kernel Density Estimation
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Blank Notes | Class Notes – Histograms | Class Notes – KDE
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2023-12-05
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16
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Kernel Density Estimation
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Class Notes
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2023-12-07
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16
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Boosting, Bagging, Random Forests
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Blank Notes | Class Notes
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