Note: Statistics
統計與分析方法
Selection - Statistics
Methods - Statistics
Elementary Statistics
Descriptive Statistics 描述性統計
Digital method 數字法
Categorical Variable 類別變項
Rate 比率: one measured against some other quantity or measure
Ratio 比值: the number of times one value contains or is contained within the other
Odds ratio 勝算比
Likelihood Ratio 相似比
Relative Risk 相對風險 (番外)
Hazard Ratio 危險機率 (番外)
Proportion 百分比: relation to a whole
Prevalence 盛行率
Incidence 發生率
Mortality 死亡率
Odds 勝算
Continuous Variable 連續變項
Central 集中趨勢
Location 位置
Dispersion 分散度
Moments 動差
5-number summary
Diagramming Methods 圖示法
Histogram
Boxplot 箱形圖
Biplot 雙標圖
Control Chart
Forest Plot
Q-Q Plot
Run Chart
Scatter Plot
Bar Chart
Pie Chart
Steam Leaf
Polygon 多邊圖
Frequency Chart
Table 資料表格化法 數據表
Frequency Table (Chart)
Frequency Distribution Table
Cumulative Frequency Distribution Table
Map Presenation 地圖呈現
Binary Classification metrics
Inferential Statistics 推論統計
Frequentist Inference
Point Estimation
Confidence Interval
The Bootstrap 引導
Expected Value
Hypothesis Testing
Hypothesis
Null Hypothesis
Alternate Hypothesis
α Alpha Level (Significance Level)
β Beta Level
Type I errors
Type II errors
Significance Testing
Statistical Power
Cohen's d effect size
Variance
Z-Test
t-tests
ANOVA
F-Test
Chi-Square Statistic
Regression/Correlation 相關與回歸
Correlation 相關
Coefficient of Correlation 相關係數
Regression 回歸
R2 決定係數 - Coefficient of determination
Adjusted R2 / Adjusted R-Squared
Variable Selection
Simple regression
Multiple regression
least squares method
Logistic Regression 羅吉斯回歸
Linear Regression
Simple linear regression
Multiple regression analysis
Multivariate 多變量統計分析
MANOVA - Multivariate analysis of variance
Multivariate regression
PCA - 主成分分析
Factor analysis 因素分析
Clustering systems 聚類分析
Canonical correlation analysis
RDA - Redundancy analysis
CA - Correspondence analysis
CCA - 典型相關分析 Canonical correspondence analysis
Multidimensional scaling
Discriminant analysis 判別分析
LDA - Linear discriminant analysis
Recursive partitioning
Artificial neural networks
Statistical graphics 多變項
Simultaneous equations models
Vector autoregression
PRC - Principal response curves analysis
SEM - 結構方程式模式
LISREL - 線性結構相關模式
Survival analysis 存活分析
Time-series 時間序列
Modeling (Data Prediction)
Underfitting
Overfitting
bias-variance tradeoff
統計應用
Application - Statistics
Statistical Decision Making 統計決策
Demography 人口學
Census 人口普查
Epidemiology 流行病學
統計前步驟
Design of Experiment (DOE) 研究設計
Measure 測度
Bias in Statistics
Data collection
Sampling 抽樣
10% Condition in Statistics
Data Wrangling
Outliers
Missing values treatment
Season
Issue 問題
Date
Time
Season
Trend 趨勢
Structural Change and Anomalies Detection
統計基本知識
Basic - Statistics
Statistics Definitions a-z
10% Condition
Adjusted R2 / Adjusted R-Squared
Admissible decision rule
α Alpha Level (Significance Level)
ANOVA
β Beta Level
Bias in Statistics
bias-variance tradeoff
Chi-Square Statistic
Coefficient of Association
Coefficient of determination R2(r2 ) 決定係數
Distribution
Normal Distribution
Non Normal Distribution
Center of a Distribution
Expected Value
F-Test
Hypothesis
Null Hypothesis
Alternate Hypothesis
Hypothesis Testing
Independent Events
IQR Interquartile Range
P value
Parameter 參數 (Population)
Range
Statistic 統計值 (Sample)
Mean (Sample Mean)
Median
Mode
Multivariate Statistical Analysis 多變量統計分析
Sampling 抽樣
10% Condition in Statistics
squared deviations
Standard deviation
Standard error
Statistical Power
t-tests
Type I errors.md
Type II errors.md
Variables 變數
Categorical Variable
Continuous Variables
Discrete Variables
Qualitative Variables
Quantitative Variables
Random variables 隨機變項
Variance
Z-Test
統計學習
Learning Statistics
mini courses - My analytics mentor
Learning Map
Law and Theorem
Law of large numbers 大數法則
Central Limit Theorem 中央極限定理
Baye’s theorem 貝氏定理
Probability Theory 機率論
Distribution
Normal Distribution
Non Normal Distribution
Center of a Distribution
Set Theory 集合論
Binomial Theorem
統計工具
Tools - Statistics
Caculator
Table
Formulas
Symbols a-z
Web Statistics
Introduction
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Regression/Correlation 相關與回歸
統計與分析方法/Correlation & Regression 相關與回歸
Reference
Chapter 6 - Regression Analysis@Seeing Theory
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