[[./|Class page]] Mon Thur 10:30 Week 01: Sep 2, 4 Week 02: Sep 9, 11 Week 03: Sep 16, 18 Week 04: Sep 23, 25 Week 05: Sep 30, Oct 2 Week 06: Oct 7, 9 Week 07: Oct 14, 16 Week 08: Oct 21, 23 Week 09: Oct 28, 30 Week 10: Nov 4, 6 Week 11: Nov 11, 13 Week 12: Nov 18, 20 Week 13: Nov 25, 27 Week 14: Dec 2, 4 Week 15: Dec 9, 11 Week 16: Dec 16, 18 ====== Quizes ====== Nov 18 Mon the 3rd Quiz * Week04 (확률계산하기) ~ Week11 수업내용 까지 Dec 4 Wed the 4th Quiz * Week04 (확률계산하기) ~ Week13 Types of Error까지 Dec 16 or 18 the 5th Quiz ====== Textbook Table of Contents ====== [[:b/head_first_statistics|교재 차례 내용]] - [[:b:head first statistics:Visualization|Visualizing Information]] 정보의시각화 - [[:b:head first statistics:measuring central tendency|Measuring Central Tendency]] 중심적 경향 측정하기 - [[:b:head first statistics:Variability and Spread|Measuring Spread]] 변이와 분포 측정하기 - [[:b:head first statistics:calculating probability|Calculating Probability]] 확률 계산하기 - [[:b:head first statistics:using discrete probability distributions|Discrete Probability Distributions]] 이산확률분포 - [[:b:head first statistics:permutation and combination|Permutations and Combinations]] 순열과 조합 - [[:b:head first statistics:geometric, binomial, and poisson distributions|Geometric, Binomial, and Poisson Distribution]] 기하, 이항, 푸아송 분포 - [[:b:head first statistics:using the normal distribution|Normal Distribution]] Chapter 8 정규분포 - + Chapter 9 정규분포 - [[:b:head first statistics:using statistical sampling|Using Statistical Sampling]] 통계 표본 - [[:b:head first statistics:estimating populations and samples|Estimating Your Population]] 모집단과 표본 추정 - [[:b:head first statistics:constructing confidence intervals|Constructing Confidence Intervals]] 신뢰구간 설정 - [[:b:head first statistics:using hypothesis tests|Using Hypothesis Tests]] 가설검증 이용하기 - Chapter 14. The Chi Square Distribution (Not covered in the class) - Chapter 15. Correlation and Regression: What's My Line? (Not covered in the class) ====== Week01 ====== ===== ideas and concepts ===== Introduction to Prob and Stats 1 * Installing R stat and R studio * R install: https://cran.yu.ac.kr/ * R studio: https://posit.co/download/rstudio-desktop/ * [[:b:head first statistics:Visualization|정보의시각화]] * Using excel for graphs (visualization) * Installing and using R Watch : [[https://youtu.be/1FFrGV3unTI|정보의 시각화]] We talked about . . . * Population * Sample * Sampling * Probability sampling * Random sampling * Hierarchical Random Sampling * Non-prob sampling * Convenience sampling * Snowballing sampling * Quota sampling * Sample frame|Sample (Sampling) frame * Mean * Population mean * Sample mean * Inferential statistics ===== Assignment ===== ====== Week02 ====== ===== ideas and concepts ===== 영상시청 (2주차) * [[https://www.youtube.com/watch?v=IGS40BOjmws|중심경향 측정하기]] Measuring Central Tendency 교재 문서 [[:b:head first statistics:measuring central tendency|중심적 경향 측정하기 ]] ===== Assignment ===== ====== Week03 ====== ===== ideas and concepts ===== 영상시청 * [[https://www.youtube.com/watch?v=ZcQR2DqbE1M|범위, 사분위, 백분위]] Range * 영상 중에 몬티홀 문제이야기는 무시하세요. * [[https://www.youtube.com/watch?v=Y0XqNQ8kTxQ|박스플롯]] Boxplot * [[https://www.youtube.com/watch?v=aVWjTbarpaA|분산]] [[:Variance]] * [[https://www.youtube.com/watch?v=0O_Dkga0HgA|표준편차]] [[:Standard Deviation]] * [[https://www.youtube.com/watch?v=mfImOa3_V1o|표준점수]] [[:z score]] 교재내용 * [[:b:head first statistics:Variability and Spread|변이와 분포 측정하기]] * 참고 [[../pqrnorm_function_in_r|R에서 pnorm qnorm 사용하기]] * [[:b/r_cookbook/probability ]] 참조 ===== Assignment ===== ====== Week04 ====== ---- 영상시청 * [[https://www.youtube.com/watch?v=c1vzfr_QP1s|확률계산하기 1]] * [[https://www.youtube.com/watch?v=yookyXj8SRQ|확률계산하기 2]] 교재내용 * [[:b:head first statistics:calculating probability]] 확률 계산하기 ===== ideas and concepts ===== ===== Assignment ===== ====== Week05 ====== (Oct 2, 4) 영상 * [[https://www.youtube.com/watch?v=AaSzMsy2NF0|이산확률]] Discrete Probability * [[https://www.youtube.com/watch?v=90BorrB992g|순열과 조합]] Permutation and Combination [[:b:head first statistics:using discrete probability distributions]] 이산확률 이용 [[:b:head first statistics:permutation and combination]] 순열과 조합 ===== ideas and concepts ===== ===== Assignment ===== [[:c:ps1-1:exercises|연습문제]] ====== Week06 ====== 동영상 시청 (8주차까지 시청) * [[https://www.youtube.com/watch?v=YARdUZdco6Y|기하분포]] Geometric Distribution * [[https://www.youtube.com/watch?v=ehYUoUkZ4H4|이항분포]] Binomial Distribution 문서 * [[:b:head first statistics:geometric, binomial, and poisson distributions|기하, 이항, 푸아송 분포]] 중 기하 이항 분포 부분 ===== ideas and concepts ===== ===== Assignment ===== ====== Week07 ====== 동영상 시청 * [[https://www.youtube.com/watch?v=ZWyz7BPiMTE|포와송분포]] Poisson Distribution 문서 * [[:b:head first statistics:geometric, binomial, and poisson distributions|기하, 이항, 푸아송 분포]] 중 포와송 분포 부분 ===== ideas and concepts ===== ===== Assignment ===== Mid term Exam on Week 08 (대문페이지에서 확인) 범위 처음부터 포아송분포까지 [[../q02 exercise]] ====== Week08 ====== __**Mid-term period**__ ====== Week09 ====== ===== ideas and concepts ===== 동영상 * [[https://www.youtube.com/watch?v=bPDeskjQqqg|기하분포 기대값과 분산값]] * [[https://www.youtube.com/watch?v=-LcgLmbnn7Q|정상분포 혹은 정규분포 1]] * [[https://www.youtube.com/watch?v=tRYUHRgv3q4|정상분포 2]] 문서 * [[:b:head first statistics:using the normal distribution|정규분포]] Chapter 8, 9 * [[:b:head first statistics:using statistical sampling|통계 표본]] ===== Assignment ===== [[:probability and statistics:qanda]] ====== Week10 ====== ===== ideas and concepts ===== 동영상 * [[https://www.youtube.com/watch?v=fO--JvzsUk4|표본추정과 가설검증의 원리]] -- 표본을 이용한 모집단 파라미터 추정 + 가설검증의 원리 문서 * [[:b:head first statistics:estimating populations and samples|모집단과 표본 추정]] ===== Announcement ===== ===== Assignment ===== ====== Week11 ====== [[:b:head first statistics:constructing confidence intervals|신뢰구간 설정]] ===== ideas and concepts ===== ===== Assignment ===== ====== Week12 ====== [[:b:head first statistics:constructing confidence intervals|신뢰구간 설정]] [[:c:ps1-1/ci_note]] 가설검증 Using Hypothesis Test [[:b:head first statistics:using hypothesis tests|가설검증 이용하기]] * [[:Hypothesis Testing]] * [[:Types of Error]] * [[:Summary of Hypothesis Testing]] ===== ideas and concepts ===== ===== Assignment ===== ====== Week13 ====== ===== ideas and concepts ===== [[:Chi-square test]] [[../Note on Statistical Test]] ===== Assignment ===== ===== Announcement ===== ====== Week14 ====== ===== Concepts and Ideas ===== [[../Note on Statistical Test 2]] ===== Announcement ===== 기말시험 범위 * Week06 - Week15까지 * 정규분포 (정상분포) * 통계표본 (sampling) * 모집단과 표본추정 * Sampling proportion * Sampling distribution * CLT, . . . . * 신뢰구간 (confidence interval) 설정 * 가설검증 * Types of Error (가설검증 에러의 종류) * Chi-Square Test * Note on Statistical Test 1, 2 ====== Week15 ====== [[:b:head first statistics:correlation and regression]] [[:correlation]] [[:regression]] ====== Week16 ======