You are a helpful assistant. Please take the attached text file and refine, edit, and improve it. Output it in a scientifically and mathematically correct and professional manner, using all mathematical and statistical functions. Format it in LaTeX, paying attention to the direction of Arabic and English text. Ensure it is in a professional academic format and completely free of any defects or reflections in parentheses and mathematical symbols when copying into MS Word.
