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課程資訊

課程名稱	統計與大氣科學 Statistics with Meteorological Applications
開課學期	108-2
授課對象	理學院大氣科學系
授課教師	羅敏輝
課號	AtmSci2019
課程識別碼	209 22210
班次
學分	2.0
全/半年	半年
必/選修	必修
上課時間	星期二3,4(10:20~12:10)
上課地點	大氣系A100
備註	總人數上限：45人
Ceiba 課程網頁	http://ceiba.ntu.edu.tw/1082AtmSci2019_
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課程概述	Data statistical analysis is essential to research and applications in atmospheric/climate Sciences. Students of this course will learn step by step various theories and methods of basic data statistical analysis which usually be applied in atmospheric sciences. Assignments: HWs are due every Saturday night at 22:00, and everyone needs to finish the HWs. You can discuss with your classmates/friends, and no plagiarize! Project: Form a team (two people) to solve a self-selected problem.
課程目標	introduce the probability concept, probability distributions, fundamental statistical approach and applications in the atmospheric and climate sciences.
課程要求	Homework: Students will be asked to use Matlab/Python to finish the HWs. HWs are due every Saturday night at 10pm. There are one mid-term and final exam. Final project: Form a team (with 2 people) to solve a self-selected problem. Each team does an oral presentation and make a movie for 7~10 mins. 本課程有FACEBOOK社團（2019 NTU/AS Statistics with Meteorological Applications）(TBD)
預期每週課後學習時數
Office Hours
指定閱讀	待補
參考書目	Wilks. D.S., 2011: Statistical Methods in the Atmospheric Sciences (http://www.sciencedirect.com/science/bookseries/00746142/100)
評量方式 (僅供參考)

課程進度

週次	日期	單元主題
第1週	3/03	Introduction to statistics and data analysis in Atmospheric and climate sciences
第2週	3/10	Lecture 2: Population and Sample Lecture 3: Expectation and variance
第3週	3/17	L4:sample varianve L5: sampling
第4週	3/24	L6_sampling2 L7_Estimation
第5週	3/31	probability introduction
第6週	4/07	L7: estimation II L8: correlation and covariance The link for the online course this week: https://youtu.be/T-R_HKRuZIQ
第8週	4/21	hypothesis testing I The link for the online course this week: https://youtu.be/skVQog0w0Hk
第9週	4/28	hypothesis testing II The link for the online course this week: https://youtu.be/KbmjnPYQIhc
第10週	5/05	hypothesis testing III The link for the online course this week: https://youtu.be/FU-JebtWRms
第11週	5/12	invited lecture: event identification and brain functional data analysis The link for the online course this week: https://youtu.be/wFCU44KbEpI
第12週	5/19	Regression I The link for the online course this week: https://youtu.be/IJVk3qN2JtA
第13週	5/26	Regression II The link for the online course this week: https://youtu.be/nShfhvodpAw
第14週	6/02	Regression III The link for the online course this week: https://youtu.be/Q5oAm67SM1c
第15週	6/09	invited seminar from Dr. Lu Mong-Ming: "The Medium- to Long-Range Weather Forecast Uncertainty and Verification" The link for the online course this week: https://youtu.be/4zPJ1FfE-Gc
第16週	FINAL	please download the final exam from CEIBA