Some Theorems in Least Squares

Key Points

• This article aims to discuss and clarify several theorems related to least squares estimation.
• The analysis involves theoretical exploration of statistical principles.
• Illustrations and mathematical proofs are provided to support the theorems.
• Presents several new insights into least squares methodology.
• Illustrates the applicability of least squares theorems in statistical analysis.