課程名稱 |
統計與大氣科學 Statistics with Meteorological Applications |
開課學期 |
105-2 |
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 |
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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B105 |
備註 |
總人數上限:50人 |
Ceiba 課程網頁 |
http://ceiba.ntu.edu.tw/1052AtmSci2019_ |
課程簡介影片 |
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核心能力關聯 |
核心能力與課程規劃關聯圖 |
課程大綱
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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. |
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 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 3 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(2017 NTU/AS Statistics with Meteorological Applications),請加入!
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預期每週課後學習時數 |
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Office Hours |
另約時間 |
指定閱讀 |
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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) |
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週次 |
日期 |
單元主題 |
第1週 |
2/21 |
introduction: zip file: https://www.space.ntu.edu.tw/navigate/s/03E7F9B542E94B459A719B04706A9C4DQQY |
第2週 |
2/28 |
228 |
第3週 |
3/07 |
Descriptive Statistics |
第4週 |
3/14 |
Probability |
第5週 |
3/21 |
probability (II) and sampling (I) |
第6週 |
3/28 |
sampling (II) |
第7週 |
4/04 |
spring break |
第8週 |
4/11 |
estimation, confidence interval |
第9週 |
4/18 |
estimation, confidence interval |
第10週 |
4/25 |
mid-term |
第11週 |
5/02 |
hypothesis test |
第12週 |
5/09 |
hypothesis test II |
第13週 |
5/16 |
hypothesis III |
第14週 |
5/23 |
hypothesis test IV & Regress I |
第15週 |
5/30 |
Dragon Boat Festival (6/3 class) |
第16週 |
6/06 |
regression |
第17週 |
6/13 |
final_review |
第18週 |
6/20 |
final |