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In linear regression, an outlier is an observation with large residual.  In other words, it is an observation whose dependent-variable value is unusual given its values on the predictor variables. An outlier observation may indicate a data entry error or other problem.

An observation with an extreme value on a predictor variable is a point with high leverage. Leverage is a measure of how far an independent variable deviates from its mean. These leverage points can have an effect on the estimate of regression coefficients.

Robust estimation for regression parameters deals with cases that have very high leverage, and cases that are outliers. Robust estimation is essentially a

The research aims to diagnose the level of relationship and effect of the decision cycle (OODA) principles on strategic agility, aware of the importance of the subject itself as one of the modern themes which were writings around it somewhat limited, as well as pursuing to study it in a field which the nature of its activities requires the a necessary link between the decision cycle principles and strategic agility, the health institutions was the best, (Medical city, Al Yarmouk) both hospitals were selected as a society for research, and doctors working in emergency departments was as a sample, included (26) doctor from the first hospital, and (27) doctor from the Second, total sample was (53) doctor, by applying a number of descriptive st

Knowing the conduct of the common stocks during the different intervals of time (quarterly and yearly) is an important step in choosing and administrating the portfolio of common stocks which be in accordance with the tendency of the investor toward risk and revenues. This is an attempt to understand the behavior of this common stocks in Amman stock Exchange to discover the extent of change in its behavior for employing them by the managers in identifying the accurate and beneficed investments , which meet the ambitions of Arab investor.    

تضمنت الدراسة الحالية تفاصيل الخواص التشريحية للأجزاء الخضرية (الجذر، الساق، السويق، الورقة) لنوعين من جنس Hibiscus المستزرعة في العراق متمثلة في النوعين الباميا Hibiscus esculentus وورد الجمال Hibiscus rosa-sinensis إذ تناولت الدراسة الدليل الثغري ومعدل كل من طول وعرض المعقد الثغري وسمك البشرة المحيطة والقشرة واللحاء ونصف قطر الخشب وعدد أذرع الخشب ووحدات الخشب في الصف الواحد. وقد أظهرت الدراسة أن هناك تبايناً واضحاً في الخو