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

           لقد وضع علماء الإسلام الأوائل الأسس العلمية الرصينة في العملية التربوية والتعليمية والتي أهتدى إليها المعلمين في حقبة القرن الأول الهجري \ القرن السابع الميلادي ، وقد اثمرت نتائجها في تخريج علماء الإسلام وشيوخ وأئمة المسلمين  .

    وكان لتعدد الطرق التعليمية التي استخدمها المعلمين أهميتها الكبيرة في نجاح العملية التربوية والتعليمية والتي أسهمت في بلوغ الحضار

The present work determination astronomical ephemeris for satellites (determination position and velocity of satellite and orbital elements) in elliptical orbit where orbital elements in perigee point were known, therefore kepler's equation for elliptical orbit was solved by using Newton-Rephson method for numerical approximation.For the hyperbola orbit which represent orbit of shuttle (discovery join) far rang where solve kepler equation for hyperbola by use the same method pervious and then determination the coordinates of position and velocity for satellite or shuttle and the required programs are designing

درست عملية تحييد البلازميد لسبع عزلات محلية لبكتريا pneumoniae Klebsiella المتعددة المقاومة للمضادات الحيوية والمعزولة من حالات التهابات المجاري البولية باستخدام مادتي الـ Acridin .(SDS) Sodium dodecyl sulphate والـ orange أظهرت النتائج ان العزلات المحلية لجرثومة pneumoniae.K كانت ذات مقاومة عالية جدا ًاذ بلغت (%100) لمضادات امبيسيلين،ببراسيلين، اموكسيسيلين، بنسلين ج، تتراسايكلين، ارثرومايسين وجنتامايسين واظهرت مقاومة عالية (71–%86) لمضادات

The study of cuneiform texts is very important for finding out the ancient history of Iraq and its civilization, as well as the close relation among languages, especially Semitic, the mother language to which both Akkadian and Arabic belong, the matter that clarifies the linkage among them. The Akkadian language is among these Jazri (a Semitic branch) languages, besides Arabic. It is the most ancient one. It consisted of a lot of genuine linguistic rules derived from the mother Jazri language. Contrastive Akkadian studies approved these linguistic rules. Due to the close linkage that relates Akkadian language to its sister Arabic , as they both relate to the same family, the researcher an verbs and compared them with studied aspects and moo

 The Problem of the research  is Limited with the ambguity of environmental work Characterstics role and among them the natural Working Conditions: Temproture, Lighting, Noise, Colours,and Smells, in the Decisions that rule the Planning and Designing work of the industrial Location and it 's targets are Limited with discovering the effect of environmental work Characterstics in planning and designing the industrial Companies and to reach to the most important properties that distinguish the industrial Location Within the frame of dealing with the nature Conditions in the dry, hot regions and the dfining of the relationship between them on the assumption that the Characterstics of environmental work have agreat effect in

على بيتنا طبق