Objective(s): This study was conducted to deal with the importance and effect of various variables which might
have influence in hydrocephaly occurrence.
Methodology: A retrospective design was performed and continued for 4 months. It included 89 nonrandomized
consecutive samples collected from the Early Detection of Childhood Disabilities Center (E.D.C.D.C.)
Duhok. The population involved was the entire cases of both sexes that attended the centre during the period from
1
st.Jan, 1998 to 30th. Dec. 2008 with final diagnosis of hydrocephaly. Patients’ records from the centre were used to
collect data.
Results: Hydrocephaly has been recognized as a public health problem in Duhok province, Iraqi Kurdistan region,
many aspects of which still remain unclear. The results indicated that males mainly suffer (53.9%), highest
occurrence of hydrocephaly cases occur in summer (42.7%), patients aged 7-10 years were the highest (55.1%),
consanguious parents constitute (57.3%), mother's age group of 26-35 years had the highest occurrence (56.2%),
deliveries conducted in hospitals (85.4%), Duhok city showed the highest incidence (61.8%), normal deliveries were
the highest (83.1%) and finally idiopathic cases were (39.3%).
Recommendations: It is highly recommended to establish hydrocephaly screening units in all maternity
hospitals in Duhok province and discouragement of consanguineous marriages.
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In this paper, a new method of selection variables is presented to select some essential variables from large datasets. The new model is a modified version of the Elastic Net model. The modified Elastic Net variable selection model has been summarized in an algorithm. It is applied for Leukemia dataset that has 3051 variables (genes) and 72 samples. In reality, working with this kind of dataset is not accessible due to its large size. The modified model is compared to some standard variable selection methods. Perfect classification is achieved by applying the modified Elastic Net model because it has the best performance. All the calculations that have been done for this paper are in
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