Category: Lab Notes: Statistics
T-test
A t-test is a statistical test used to determine whether there is a significant difference between the means of two…
Statistical Assumption
Statistical assumptions are the underlying conditions or requirements that must be satisfied for a statistical method, model, or test to…
Machine Learning Model
A machine learning (ML) model is a computational algorithm or system designed to learn patterns and relationships from data in…
Statistical Model
A statistical model is a mathematical framework that represents the process generating data in order to analyze, interpret, and make…
Regression Analysis
Regression analysis is a powerful statistical technique used to study the relationship between a dependent variable (often called the outcome…
Type II Error
A Type II error occurs in hypothesis testing when a researcher fails to reject a false null hypothesis (H₀). In…
Type I Error
A Type I error is a fundamental concept in hypothesis testing that occurs when a researcher incorrectly rejects a true…
False Discovery Rate
The False Discovery Rate (FDR) is a statistical concept used to control the expected proportion of incorrect rejections of the…
Alternative Hypothesis
The alternative hypothesis (H₁ or Ha) is a key concept in hypothesis testing that represents the statement researchers aim to…
Null Hypothesis
The null hypothesis (H₀) is a central concept in hypothesis testing and inferential statistics. It represents a baseline or default…
Hypothesis Testing
Hypothesis testing is a fundamental statistical method used to make inferences or draw conclusions about a population based on data…
Word Cloud
A word cloud is a visual representation of textual data in which words are displayed in varying sizes, colors, or…
Tree Map
A tree map is a visualization technique used to represent hierarchical data through nested rectangles, where the size and color…
Choropleth Map
A choropleth map is a thematic map in which areas are shaded, colored, or patterned in proportion to a statistical…
Sankey Diagram
A Sankey diagram is a type of flow diagram used to visualize the movement or transfer of resources, values, or…