課程資訊
課程名稱
統計在地球科學的應用
Introductory Statistics for Geosciences 
開課學期
111-2 
授課對象
理學院  地質科學研究所  
授課教師
博 爾 
課號
Geo5141 
課程識別碼
224EU2790 
班次
 
學分
2.0 
全/半年
半年 
必/選修
選修 
上課時間
星期四8,9(15:30~17:20) 
上課地點
地質315 
備註
本課程以英語授課。
限學士班三年級以上
總人數上限:20人 
 
課程簡介影片
 
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課程概述

This course will provide an introduction to the theory and application of basic statistical concepts used in the Geosciences. Topics include probability, probability distributions, measurement uncertainties and error propogation, linear regression, hypothesis testing (t-test, Chi-square test, Analysis of variance ANOVA), Principal Component Analysis, and Monte Carlo methods. Emphasis is given to problem solving through weekly homework assignments. 

課程目標
The objective of the course is to familiarize the student with basic statistical analyses, and how and why they are applied in the Geosciences. The course includes a final project where the student will focus on a particular application (from the scientific literature). 
課程要求
 
預期每週課後學習時數
3 hours 
Office Hours
每週三 14:00~16:00
每週二 14:00~16:00 
指定閱讀
 
參考書目
Mathematical Methods in the Physical Sciences / Mary Boas
 
評量方式
(僅供參考)
   
針對學生困難提供學生調整方式
 
上課形式
作業繳交方式
考試形式
書面(口頭)報告取代考試
其他
課程進度
週次
日期
單元主題
Week 1
23 FEB 2023  INTRODUCTION 
Week 2
2 MAR 2023  PROBABILITY
problem set 1 
Week 3
9 MAR 2023  PROBABILITY
problem set 2 
Week 4
16 MAR 2023  PROBABILITY DISTRIBUTIONS
problem set 3 
Week 5
23 MAR 2023  PROBABILITY DISTRIBUTIONS
problem set 4 
Week 6
30 MAR 2023  STATISTICS AND EXPERIMENTAL MEASUREMENTS
problem set 5 
Week 7
6 APRIL 2023  HYPOSTHESIS TESTING: t-TEST, CHI-SQUARE TEST
problem set 6 
Week 8
13 APRIL 2023  HYPOTHESIS TESTING: ANALYSIS OF VARIANCE (ANOVA)
problem set 7 
Week 9
20 APRIL 2023  2-WAY ANOVA, LINEAR REGRESSION
problem set 8 
Week 10
27 APRIL 2023  MID-TERM REVIEW 
Week 11
4 MAY 2023  MID-TERM EXAM 
Week 12
11 MAY 2023  PRINCIPAL COMPONENT ANALYSIS (PCA)
choose final project topic 
Week 13
18 MAY 2023  PCA EXAMPLES
problem set 9 
Week 14
25 MAY 2023  MONTE CARLO METHODS
problem set 10 
Week 15
1 JUNE 2023  FINAL PROJECTS 
Week 16
8 JUNE 2023  FINAL PROJECTS