📘 Topics in Blog Posts

• MCMC (3)
• MLE (2)
• PCA (1)
• ab test (10)
• abtest (2)
• alpha spending function (1)
• bagging (1)
• basis expansion (1)
• bayesian statistics (10)
• bonferroni correction (1)
• causal inference (1)
• central limit theorem (1)
• cluster analysis (1)
• confidence interval (1)
• counterfactual analysis (1)
• cuped (1)
• dimension reduction (4)
• discriminant analysis (1)
• early stopping (1)
• ensemble analysis (2)
• entropy (1)
• extreme value analysis (1)
• factor analysis (1)
• fallback procedure (1)
• fisher information (1)
• gaussian process (2)
• gibbs sampling (1)
• group sequential tests (1)
• hamiltonian monte carlo (1)
• hash function (1)
• hochberg benjamini correction (1)
• hypothesis testing (5)
• interaction effect (1)
• isolation forest (1)
• krigging (1)
• lasso regression (1)
• machine learning (1)
• mathematical statistics (5)
• metropolis hastings (1)
• mixture models (1)
• monte carlo (1)
• multi layer experiments (2)
• multicollinearity (1)
• multiple testing (2)
• neyman pearson test (1)
• non linear regression (1)
• otpsm (1)
• outlier (1)
• outlier analysis (4)
• p value (1)
• propensity score analysis (1)
• randomization (2)
• ridge regression (1)
• segment analysis (1)
• spatial statistics (2)
• sql (4)
• statistical estimation (1)
• statistical inequalities (1)
• statistical power (1)
• survival analysis (1)
• variogram (1)

MCMC

[Bayesian Statistics] Hamiltonian Monte Carlo | 12 Mar 2021

[Bayesian Statistics] Gibbs Sampling | 25 Feb 2021

[Bayesian Statistics] Metropolis-Hastings | 21 Feb 2021

MLE

[MathStat] 4. Statistical Estimation | 24 Apr 2022

Asymptoticity of Maximum Likelihood Estimator | 05 Sep 2021

PCA

Principal Component Analysis | 05 Dec 2020

ab test

[A/B Test] Interaction effects in experiments | 01 Jul 2022

[A/B Test] Multi-layer Experiments | 22 Jun 2022

[A/B Test] 베이지안 A/B Test | 10 May 2022

[A/B Test] 다중 검정의 통계적 보정 | 29 Apr 2022

[A/B Test] 다중 검정 (Multiple Testing) | 25 Apr 2022

[A/B Test] 아웃라이어 핸들링 | 01 Apr 2022

[A/B Test] 검정력 | 17 Jan 2022

[A/B Test] 신뢰 구간 | 15 Jan 2022

[A/B Test] 통계적 가설 검정과 p-value | 13 Jan 2022

[A/B Test] 데이터 수집과 인과관계 | 04 Jan 2022

abtest

[A/B Test] 관찰 연구에서의 인과적 추론 (Observational Causal Studies) | 04 Jul 2022

[A/B Test] 실험의 조기 종료 (Early Stopping) | 30 Apr 2022

alpha spending function

[A/B Test] 실험의 조기 종료 (Early Stopping) | 30 Apr 2022

bagging

[Outlier Analysis] High-dimensional Outlier Detection | 04 Aug 2022

basis expansion

[Bayesian Statistics] Basis Function Models | 26 Oct 2021

bayesian statistics

[Bayesian Statistics] Gaussian Process Models (2) | 29 Nov 2021

[Bayesian Statistics] Gaussian Process Models (1) | 15 Nov 2021

[Bayesian Statistics] Basis Function Models | 26 Oct 2021

[Bayesian Statistics] Parametric Nonlinear Models | 19 Oct 2021

[Bayesian Statistics] Hamiltonian Monte Carlo | 12 Mar 2021

[Bayesian Statistics] Gibbs Sampling | 25 Feb 2021

[Bayesian Statistics] Metropolis-Hastings | 21 Feb 2021

[Bayesian Statistics] Modeling and Monte Carlo Estimation | 20 Feb 2021

[Bayesian Statistics] Conjugacy | 15 Feb 2021

[Bayesian Statistics] Basics | 09 Feb 2021

bonferroni correction

[A/B Test] 다중 검정 (Multiple Testing) | 25 Apr 2022

causal inference

[A/B Test] 관찰 연구에서의 인과적 추론 (Observational Causal Studies) | 04 Jul 2022

central limit theorem

[MathStat] 3. Large Sample Theory | 23 Apr 2022

cluster analysis

Cluster Analysis | 06 Dec 2020

confidence interval

[A/B Test] 신뢰 구간 | 15 Jan 2022

counterfactual analysis

[A/B Test] 관찰 연구에서의 인과적 추론 (Observational Causal Studies) | 04 Jul 2022

cuped

[A/B Test] 아웃라이어 핸들링 | 01 Apr 2022

dimension reduction

Discriminant Analysis | 07 Dec 2020

Cluster Analysis | 06 Dec 2020

Factor Analysis | 06 Dec 2020

Principal Component Analysis | 05 Dec 2020

discriminant analysis

Discriminant Analysis | 07 Dec 2020

early stopping

[A/B Test] 실험의 조기 종료 (Early Stopping) | 30 Apr 2022

ensemble analysis

[Outlier Analysis] Outlier Ensembles | 09 Aug 2022

[Outlier Analysis] High-dimensional Outlier Detection | 04 Aug 2022

entropy

[ML] Entropy | 16 Feb 2021

extreme value analysis

[Outlier Analysis] Probabilistic and Statistical Models | 25 Jul 2022

factor analysis

Factor Analysis | 06 Dec 2020

fallback procedure

[A/B Test] 다중 검정의 통계적 보정 | 29 Apr 2022

fisher information

Fisher Information | 04 Sep 2021

gaussian process

[Bayesian Statistics] Gaussian Process Models (2) | 29 Nov 2021

[Bayesian Statistics] Gaussian Process Models (1) | 15 Nov 2021

gibbs sampling

[Bayesian Statistics] Gibbs Sampling | 25 Feb 2021

group sequential tests

[A/B Test] 실험의 조기 종료 (Early Stopping) | 30 Apr 2022

hamiltonian monte carlo

[Bayesian Statistics] Hamiltonian Monte Carlo | 12 Mar 2021

hash function

[A/B Test] Multi-layer Experiments | 22 Jun 2022

hochberg benjamini correction

[A/B Test] 다중 검정 (Multiple Testing) | 25 Apr 2022

hypothesis testing

[MathStat] 5. Hypothesis Testing | 25 Apr 2022

Statistical Tests for Clinical Trials | 18 Apr 2022

[A/B Test] 검정력 | 17 Jan 2022

[A/B Test] 통계적 가설 검정과 p-value | 13 Jan 2022

Statistical Inference | 03 Dec 2020

interaction effect

[A/B Test] Interaction effects in experiments | 01 Jul 2022

isolation forest

[Outlier Analysis] High-dimensional Outlier Detection | 04 Aug 2022

krigging

Ch2. Classic Geostatistical Inferences | 07 Oct 2021

lasso regression

Variable Selection Methods | 04 Dec 2020

machine learning

[ML] Entropy | 16 Feb 2021

mathematical statistics

[MathStat] 5. Hypothesis Testing | 25 Apr 2022

[MathStat] 4. Statistical Estimation | 24 Apr 2022

[MathStat] 3. Large Sample Theory | 23 Apr 2022

[MathStat] 2. Statistical Inequalities | 22 Apr 2022

[MathStat] 1. Foundations of Statistics | 21 Apr 2022

metropolis hastings

[Bayesian Statistics] Metropolis-Hastings | 21 Feb 2021

mixture models

[Outlier Analysis] Probabilistic and Statistical Models | 25 Jul 2022

monte carlo

[Bayesian Statistics] Modeling and Monte Carlo Estimation | 20 Feb 2021

multi layer experiments

[A/B Test] Interaction effects in experiments | 01 Jul 2022

[A/B Test] Multi-layer Experiments | 22 Jun 2022

multicollinearity

Variable Selection Methods | 04 Dec 2020

multiple testing

[A/B Test] 다중 검정의 통계적 보정 | 29 Apr 2022

[A/B Test] 다중 검정 (Multiple Testing) | 25 Apr 2022

neyman pearson test

[MathStat] 5. Hypothesis Testing | 25 Apr 2022

non linear regression

[Bayesian Statistics] Parametric Nonlinear Models | 19 Oct 2021

otpsm

[A/B Test] 아웃라이어 핸들링 | 01 Apr 2022

outlier

[A/B Test] 아웃라이어 핸들링 | 01 Apr 2022

outlier analysis

[Outlier Analysis] Outlier Ensembles | 09 Aug 2022

[Outlier Analysis] High-dimensional Outlier Detection | 04 Aug 2022

[Outlier Analysis] Probabilistic and Statistical Models | 25 Jul 2022

[Outlier Analysis] Introduction | 17 Jul 2022

p value

[A/B Test] 통계적 가설 검정과 p-value | 13 Jan 2022

propensity score analysis

[A/B Test] 관찰 연구에서의 인과적 추론 (Observational Causal Studies) | 04 Jul 2022

randomization

[A/B Test] 관찰 연구에서의 인과적 추론 (Observational Causal Studies) | 04 Jul 2022

[A/B Test] Multi-layer Experiments | 22 Jun 2022

ridge regression

Variable Selection Methods | 04 Dec 2020

segment analysis

[A/B Test] 다중 검정의 통계적 보정 | 29 Apr 2022

spatial statistics

Ch2. Classic Geostatistical Inferences | 07 Oct 2021

Ch1. Introduction to Spatial Data | 06 Oct 2021

sql

Data Analysis in SQL (Part 4) | 24 Sep 2021

Data Analysis in SQL (Part 3) | 23 Sep 2021

Data Analysis in SQL (Part 2) | 22 Sep 2021

Data Analysis in SQL (Part 1) | 21 Sep 2021

statistical estimation

Statistical Inference | 03 Dec 2020

statistical inequalities

[MathStat] 2. Statistical Inequalities | 22 Apr 2022

statistical power

[A/B Test] 검정력 | 17 Jan 2022

survival analysis

[Survival Analysis] Introduction | 02 Oct 2022

variogram

Ch1. Introduction to Spatial Data | 06 Oct 2021