1:18:55STATS 203 - Large Sample Theory - Lecture 1 (Intro & Math Background)
A 79-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 1 (Intro & Math Background)”.
JSB UCLA
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1:18:55
1:17:07STATS 203 - Large Sample Theory - Lecture 10 (Asymp. dist. of avg of stationary and m-dep sequence)
A 77-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 10 (Asymp. dist. of avg of stationary and m-dep sequence)”.
1:17:47STATS 203 - Large Sample Theory - Lecture 11 (Berry-Essen Thm; Edgeworth expansion; Slutsky's Thms)
A 78-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 11 (Berry-Essen Thm; Edgeworth expansion; Slutsky's Thms)”.
1:18:04STATS 203 - Large Sample Theory - Lecture 12 (Slutsky's Thm Examples; Delta Method)
A 78-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 12 (Slutsky's Thm Examples; Delta Method)”.
1:20:07STATS 203 - Large Sample Theory - Lecture 13 (Sample Pearson Correlation; Extreme Order Statistics)
A 80-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 13 (Sample Pearson Correlation; Extreme Order Statistics)”.
1:16:39STATS 203 - Large Sample Theory - Lecture 14 (Asymptotic Distributions of Extreme Order Statistics)
A 77-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 14 (Asymptotic Distributions of Extreme Order Statistics)”.
1:14:54STATS 203 - Large Sample Theory - Lecture 15 (Asymptotic Distributions of Sample Quantitles)
A 75-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 15 (Asymptotic Distributions of Sample Quantitles)”.
1:18:38STATS 203 - Large Sample Theory - Lecture 16 (Statistical Functionals; V and U Statistics)
A 79-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 16 (Statistical Functionals; V and U Statistics)”.
1:20:37STATS 203 - Large Sample Theory - Lecture 17 (Asymptotic Distribution of U Statistic)
Advanced
A 81-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 17 (Asymptotic Distribution of U Statistic)”.
1:16:55STATS 203 - Large Sample Theory - Lecture 18 (Asymptotic Distribution of U Statistic; Bootstrap)
A 77-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 18 (Asymptotic Distribution of U Statistic; Bootstrap)”.
1:16:46STATS 203 - Large Sample Theory - Lecture 2 (CDF, Quantile Function, and Modes of Convergence)
A 77-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 2 (CDF, Quantile Function, and Modes of Convergence)”.
1:16:08STATS 203 - Large Sample Theory - Lecture 3 (Examples and Relationships of Modes of Convergence)
A 76-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 3 (Examples and Relationships of Modes of Convergence)”.
1:15:54STATS 203 - Large Sample Theory - Lecture 4 (More about Relationships of Modes of Convergence)
A 76-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 4 (More about Relationships of Modes of Convergence)”.
1:17:34STATS 203 - Large Sample Theory - Lecture 5 (Law of Convergence)
A 78-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 5 (Law of Convergence)”.
1:15:49STATS 203 - Large Sample Theory - Lecture 6 (Continuity Theorem; Consistency; Vector Derivatives)
A 76-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 6 (Continuity Theorem; Consistency; Vector Derivatives)”.
1:19:41STATS 203 - Large Sample Theory - Lecture 7 (Consistency; LLN; Glivenko-Cantelli Thm; CLT)
Advanced
A 80-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 7 (Consistency; LLN; Glivenko-Cantelli Thm; CLT)”.
1:16:56STATS 203 - Large Sample Theory - Lecture 8 (Lindeberg-Feller Thm; Lyapunov Condition)
A 77-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 8 (Lindeberg-Feller Thm; Lyapunov Condition)”.
1:14:24STATS 203 - Large Sample Theory - Lecture 9 (Lindeberg-Feller Thm; Stationary and m-dependent Seqs)
A 74-minute video from JSB UCLA: “STATS 203 - Large Sample Theory - Lecture 9 (Lindeberg-Feller Thm; Stationary and m-dependent Seqs)”.
1:08:07STATS M254 - Stat Methods in Comp Bio (Spring 2024) - Lec 12 (K-means, hclust, Louvain clustering)
A 68-minute video from JSB UCLA: “STATS M254 - Stat Methods in Comp Bio (Spring 2024) - Lec 12 (K-means, hclust, Louvain clustering)”.
1:16:29STATS M254 - Stat Methods in Comp Bio (Spring 2024) - Lecture 15: diff expression; multiple testing
A 76-minute video from JSB UCLA: “STATS M254 - Stat Methods in Comp Bio (Spring 2024) - Lecture 15: diff expression; multiple testing”.
1:08:28STATS M254 - Stat Methods in Comp Bio (Spring 2024) - Lecture 5 (highly variable features; scaling)
A 68-minute video from JSB UCLA: “STATS M254 - Stat Methods in Comp Bio (Spring 2024) - Lecture 5 (highly variable features; scaling)”.
1:09:13STATS M254 - Stat Methods in Comp Bio (Spring 2024) Lec 13: Louvain and Leiden clustering; ARI & AMI
A 69-minute video from JSB UCLA: “STATS M254 - Stat Methods in Comp Bio (Spring 2024) Lec 13: Louvain and Leiden clustering; ARI & AMI”.
1:09:13STATS M254 - Stat Methods in Comp Biology (Spring 2024) - Lecture 14: non-linear dimension reduction
Advanced
A 69-minute video from JSB UCLA: “STATS M254 - Stat Methods in Comp Biology (Spring 2024) - Lecture 14: non-linear dimension reduction”.
1:13:30STATS M254 - Statistical Methods in Comp Bio (Spring 2024) - Lec 4 (scRNA-seq normalization cont'd)
A 74-minute video from JSB UCLA: “STATS M254 - Statistical Methods in Comp Bio (Spring 2024) - Lec 4 (scRNA-seq normalization cont'd)”.
1:14:04STATS M254 - Statistical Methods in Comp Biology (Spring 2024) - Lecture 2 (single-cell RNA-seq; QC)
A 74-minute video from JSB UCLA: “STATS M254 - Statistical Methods in Comp Biology (Spring 2024) - Lecture 2 (single-cell RNA-seq; QC)”.
1:09:45STATS M254 - Statistical Methods in Comp Biology (Spring 2024) - Lecture 3 (scRNA-seq normalization)
A 70-minute video from JSB UCLA: “STATS M254 - Statistical Methods in Comp Biology (Spring 2024) - Lecture 3 (scRNA-seq normalization)”.
1:15:53STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 10 (NMF, PNMF)
A 76-minute video from JSB UCLA: “STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 10 (NMF, PNMF)”.
1:11:14STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 11 (ICA; K-means)
Advanced
A 71-minute video from JSB UCLA: “STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 11 (ICA; K-means)”.
38:01STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 16: review
A 38-minute video from JSB UCLA: “STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 16: review”.
59:51STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 7 (PCA continued)
A 60-minute video from JSB UCLA: “STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 7 (PCA continued)”.
1:06:06STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 8 (# of PCs; GLM)
A 66-minute video from JSB UCLA: “STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 8 (# of PCs; GLM)”.
1:17:30STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 9 (GLM-PCA; MDS)
A 78-minute video from JSB UCLA: “STATS M254 - Statistical Methods in Computational Biology (Spring 2024) - Lecture 9 (GLM-PCA; MDS)”.
1:11:15STATS M254 - Stats Methods in Comp Bio (Spring 2024) - Lecture 6 (principal component analysis)
A 71-minute video from JSB UCLA: “STATS M254 - Stats Methods in Comp Bio (Spring 2024) - Lecture 6 (principal component analysis)”.
52:58STATS M254 - Stats Methods in Comp Biology (Spring 2024) - Lecture 1 (Intro; Inference& Prediction)
A 53-minute video from JSB UCLA: “STATS M254 - Stats Methods in Comp Biology (Spring 2024) - Lecture 1 (Intro; Inference& Prediction)”.