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A New Method in Feature Selection based on Deep Reinforcement Learning in Domain Adaptation

    In data mining and machine learning methods, it is traditionally assumed that training data, test data, and the data that will be processed in the future, should have the same feature space distribution. This is a condition that will not happen in the real world. In order to overcome this challenge, domain adaptation-based methods are used. One of the existing challenges in domain adaptation-based methods is to select the most efficient features so that they can also show the most efficiency in the destination database. In this paper, a new feature selection method based on deep reinforcement learning is proposed. In the proposed method, in order to select the best and most appropriate features, the essential policies in deep reinforcement learning are defined, and then the selection features are applied for training random forest, k-nearest neighborhood and support vector machine classifiers. The trained classifiers with the considered features are evaluated on the target database. The results are evaluated with the criteria of accuracy, sensitivity, positive and negative predictive rates in the classifiers. The achieved results show the superiority of the proposed method of feature selection when used in domain adaptation. By implementing the RF classifier on the VisDA-2018 database and the Syn2Real database, the classification accuracy in the feature selection of the proposed deep learning reinforcement has increased compared to the two-feature selection of Laplace monitoring and feature selection states. The classification sensitivity with the help of SVM classifier on the Syn2Real databases had the highest values in the feature selection state of the proposed deep learning reinforcement. The obtained number 100 is a positive predictive rate in the Syn2Real database with the help of SVM classifier and in the case of selecting the proposed feature, it indicates its superiority. The negative predictive rate in the Syn2Real database in the state of feature selection of the proposed deep reinforcement learning was 100%, which showed its superiority in comparison with 90.1% in the state of selecting the Laplace monitoring feature. Gmean in KNN classifier on the Syn2Real database has improved in the feature selection state of the proposed deep learning reinforcement in comparison to without feature selection state.

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Publication Date
Tue Apr 01 2014
Journal Name
Journal Of The Faculty Of Medicine Baghdad
Epidemic Keratoconjunctivitis in Al-Ramadi City

Background: Epidemic keratoconjunctivitis (EKC) is a viral conjunctivitis caused by a group of adenoviruses. EKC is highly contagious and has a tendency to occur in epidemics.
Objectives: The aim of this study is to evaluate the efficacy of fluorometholone(0.1%) eye drop in the management of viral EKC in Al-Ramadi city .
Patients and methods: 300 patients were examined in the private clinic at Al-Nahrain Eye Specialty center from February 2009 to September 2011 and follow up of the patients extended from 3months to 12 months.Those patients were divided into two groups: first group includes 150 patients(95 males and 55 females, aged from 1 year to 65 years) was treated by cold compresses with lubricant eye drop without the use of fl

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Publication Date
Sun Apr 01 2007
Journal Name
Journal Of The Faculty Of Medicine Baghdad
Nonsustained Ventricular Tachycardia in Heart Failure

Background: Heart failure is a common clinical syndrome with a high morbidity and mortality, despite advances in medical treatment. Death from dangerous ventricular arrhythmias is
frequently implicated.
Patients, materials & methods: Eighty patients with heart failure (HF) (fitting the criteria of heart failure) who were admitted to the medical city teaching hospital during a period of 8
months, were studied for incidence of nonsustained ventricular tachycardia (N.S.V.T.) (detected by Holter monitoring) and its association with the severity of left ventricular dysfunction
(measured by ejection fraction), ventricular size (measured by left ventricular end diastolic dimension), and other factors .
Res

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Publication Date
Sun Jun 11 2017
Journal Name
Al-academy
Ceremony in Waleed Awni's Dramatic Shows

The modern dramatic forms used technical works represented by going back to the primitive origins of drama which participated in establishing it. Those employments were results of philosophical thoughts through which many scholars stimulated philosophical tendencies call for miss for the past and going back to the social life through which intimate relations are interacting. The most important thing that the scholars relied on was ceremony as a social phenomenon which people gather around it through sentimental communication relate their concerns in addition to considering it as an expressive style carries artistic characteristics can be benefitted of in the dramatic show.
These thoughts were represented in the performing activity of

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Publication Date
Thu Sep 01 2022
Journal Name
Journal Of Engineering
Hazard analysis in drinking water plant

Source, sedimentation, coagulation, flocculation, filter, and tank are parts of a water treatment plant. As a result, some issues threaten the process and affect the drinking water quality, which is required to provide clean drinking water according to special standards and international and local specifications, determined by laboratory results from physical, chemical, and biological tests. In order to keep the water safe for drinking, it is necessary to analyze the risks and assess the pollution that occurs in every part of the plant. The method is carried out in a common way, which is monitoring through laboratory tests, and it is among the standards of the global and local health regulators

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Publication Date
Sun Apr 01 2012
Journal Name
Journal Of The Faculty Of Medicine Baghdad
Serovalue of hydatid disease in Baghdad

Background: Echinococcus granulosus is a one major species of medical and public health importance which causes cystic echinococcosis.Hydatid disease is able to modulate antiparasite immune responses, persist and flourish in humans.
Objective: The main objective of this study is to diagnostic value for hydatidosis and to identify the prevalence in human in two different areas of Baghdad city which include urban and rural areas. Evaluating hydatid fluid antigen and hydatid cyst wall antigen for diagnosis of cystic echinococcosis(CE). preparation ELISA kit for detecting specific antibodies in patients and relative sera is considered as an important step in determining the recurrent case after surgical opera

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Publication Date
Sun Apr 01 2007
Journal Name
Journal Of The Faculty Of Medicine Baghdad
Pain In Patients With Multipe Sclerosis

Background: pain is frequently listed among initial symptoms of MS or an occurring in the course of the disease.
Patients and Methods: one hundred thirty MS patients diagnosed according to Macdonald's criteria compared with 115 matched age and sex control were interviewed about pain Neuropathic, somatic and headache.
Results: Neuropathic pain was significantly higher in MS than control group, while LLD and ARP were of no significance difference between two groups. For somatic pain there was significant increase in MS.
Conclusion: pain is common in MS especially LLD. There is no significant difference between pain subtypes and duration of disease and FS, EDSS.

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Publication Date
Thu Jan 31 2019
Journal Name
Journal Of The College Of Education For Women
Censurer’s dialogue in Classical Arabic Poetry

Censure in poetry is a pattern of poetic construction, in which the poet evokes a voice other than his own voice or creates out of his own self another self and engages with him in dialogue in the traditional artistic style whose origin remains unknown. Example of the same may be found in the classical Arabic poets’ stopping over the ruins, crying over separation and departure and speaking with stones and andirons; all in the traditional technical mould. Censure confronting the poet usually emanates from the women as blaming, censure and cursing is closer to woman’s hearts than to the man’ hearts. Censure revolves around some social issues, such as the habit of over drinking wine and extravagant generosity taking risks, traveling,

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Publication Date
Mon Feb 04 2019
Journal Name
Journal Of The College Of Education For Women
Human ability to change in Koran

In this research the subject of human ability to change, as it is proven in the Koran , which is proof of the argument against the ability of human change , whether the change in the positive or negative direction .
Here the limits of the research are limited to a study of analysis of human ability to change and this establishes the important of knowing that man has the ability while in the wrong way to change the path to the right path which Gifts and guidance .
The search required three demands and conclusion
- The first required :- is to try the idolaters to take out believers by right .
- The second required :- is to change what is inside the soul as a reason to enter blessings on man .
- The third required :- is good

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Publication Date
Sat Sep 21 2019
Journal Name
Journal Of The College Of Education For Women
Reading Readiness Skills in Preschool Children

This research aims to identify the following :

  • The reading willingness skill to kindergarten children.
  • There is no statistical significance difference between average scores of reading willingness skill of the sample individuals as a whole, and the hypothetical average of the scale.
  • The difference in reading willingness skill to kindergarten children according to gender variable (male & female).
  • There is no statistical significance difference between average scores of reading willingness skill for kindergarten children according to gender variable (male & female).

   To achieve the research goals, the researc

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Publication Date
Thu Oct 30 2008
Journal Name
College Of Islamic Sciences
The will In the Islamic concept

I often read in Islamic jurisprudence in all chapters as much as possible from divine success, time and health, and everything I read in any of the chapters of jurisprudence, I see divine light, eternal wisdom, and a constitution that does not accept error and alteration, as I looked at the great jurisprudential treasures and this enormous wealth, A person finds in himself helplessness in front of this law, how clear, easy, and accurate it is, and it contains permanent good for man, as it is a religion of mercy, benevolence, and goodness, and among these chapters of jurisprudence is the jurisprudence of the commandment. Of the reasons, in the will, the person has had the opportunity to make up for what he missed of doing good that a pers

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