The Prediction of COVID 19 Disease Using Feature Selection Techniques

Rasha H. Ali; Wisal Hashim Abdulsalam

doi:10.1088/1742-6596/1879/2/022083

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Publication Date

Sat May 01 2021

Journal Name

Journal Of Physics: Conference Series

Volume

1879

DOI

10.1088/1742-6596/1879/2/022083

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The Prediction of COVID 19 Disease Using Feature Selection Techniques

Feature selection

COVID 19

Recursive Feature Elimination

Extra Tree Classifier

Restricted Boltzmann Machine

Naïve Bayesian

Rasha H. Ali

Wisal Hashim Abdulsalam

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Abstract<p>COVID 19 has spread rapidly around the world due to the lack of a suitable vaccine; therefore the early prediction of those infected with this virus is extremely important attempting to control it by quarantining the infected people and giving them possible medical attention to limit its spread. This work suggests a model for predicting the COVID 19 virus using feature selection techniques. The proposed model consists of three stages which include the preprocessing stage, the features selection stage, and the classification stage. This work uses a data set consists of 8571 records, with forty features for patients from different countries. Two feature selection techniques are used in order to select the best features that affect the prediction of the proposed model. These are the Recursive Feature Elimination (RFE) as wrapper feature selection and the Extra Tree Classifier (ETC) as embedded feature selection. Two classification methods are applied for classifying the features vectors which include the Naïve Bayesian method and Restricted Boltzmann Machine (RBM) method. The results were 56.181%, 97.906% respectively when classifying all features and 66.329%, 99.924% respectively when classifying the best ten features using features selection techniques.</p>

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Publication Date

Wed Jan 01 2020

Journal Name

Periodicals Of Engineering And Natural Sciences

Comparison between the estimated of nonparametric methods by using the methodology of quantile regression models

Stratified quantile regression

quantile function

marginal model

conditional model

B-spline

kernel regression (Nadaraya-Watson)

varying coefficient models

Qutiaba

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This paper study two stratified quantile regression models of the marginal and the conditional varieties. We estimate the quantile functions of these models by using two nonparametric methods of smoothing spline (B-spline) and kernel regression (Nadaraya-Watson). The estimates can be obtained by solve nonparametric quantile regression problem which means minimizing the quantile regression objective functions and using the approach of varying coefficient models. The main goal is discussing the comparison between the estimators of the two nonparametric methods and adopting the best one between them

Publication Date

Tue May 01 2018

Journal Name

Journal Of Physics: Conference Series

Estimation of Heavy Metals Contamination in the Soil of Zaafaraniya City Using the Neural Network

Ghazi F.F.

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Publication Date

Thu Jul 01 2021

Journal Name

Journal Of Physics: Conference Series

Estimation of the reliability function of the Rayleigh distribution using some robust and kernel methods

Thaer Hashim AbdUlmuttaleb

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Abstract<p>The research presents the reliability. It is defined as the probability of accomplishing any part of the system within a specified time and under the same circumstances. On the theoretical side, the reliability, the reliability function, and the cumulative function of failure are studied within the one-parameter Raleigh distribution. This research aims to discover many factors that are missed the reliability evaluation which causes constant interruptions of the machines in addition to the problems of data. The problem of the research is that there are many methods for estimating the reliability function but no one has suitable qualifications for most of these methods in the data such </p> ... Show More

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(1)

Publication Date

Tue Dec 01 2020

Journal Name

Al-khwarizmi Engineering Journal

Impact of using Double Layers Perforated Liners on the Acoustic Treatments of the Combustor Systems

Wisam S.

Faisal S.

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The response of the combustor’s liner to the air-flow that passes through it is the key reason for the combustion chambers noise, hence the instabilities of those chambers that decreases the mechanical efficiency of such sections, by increased its mechanical vibrations, which increases the failure rate created during originating of the cracks spreading by the shakes producing by the series of high-level frequencies. Accordingly, any work debating the impact of the context of liners in the combustion chamber can provide grasping for the combustion noise generated by the undesirable vibrations, and benefits the industrial firms to design an ideal production procedure which increases the lifespan of the combustor. The goal of this work is

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Publication Date

Tue Jan 01 2019

Journal Name

Indian Journal Of Public Health Research & Development

A Study of the Vertical Position of the Mental Foramen using Cone-Beam Computed Tomography

Osamah Shanta

Saif S.

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Publication Date

Wed Nov 19 2025

Journal Name

Iraqi Journal For Administrative Sciences

Using the Statistical Analysis to study the important reasons of the pollution in the Iraqi Marshlands Areas

Pollution

marsh environment

factorial analysis

Huraa

Omar Abdulmohsin

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The need for detection and investigation of the causes of pollution of the marshes and submit a statistical study evaluated accurately and submitted to the competent authorities and to achieve this goal was used to analyze the factorial analysis and then obtained the results from this analysis from a sample selected from marsh water pollutants which they were: (Electrical Conductivity: EC, Power of Hydrogen: PH, Temperature: T, Turbidity: TU, Total Dissolved Solids: TDS, Dissolved Oxygen: DO). The size of sample (44) sites has been withdrawn and examined in the laboratories of the Iraqi Ministry of Environment. By illustrating SPSS program) the results had been obtained. The most important recommendation was to increase the pumping of addit

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Publication Date

Thu Jan 01 2015

Journal Name

Journal Of Traumatic Stress Disorders & Treatment

Randomised Controlled Study Comparing Two Psychological Therapies for Posttraumatic Stress Disorder (PTSD): Emotional Freedom Techniques (EFT) vs. Narrative Exposure Therapy (NET)

Ashraf

Nigel

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(12)

Publication Date

Thu Nov 16 2023

Journal Name

International Journal Of Emerging Technologies In Learning (ijet)

The Importance of Using Metaverse Technology in Education from the Point of View of University Teachers

Huda Abbas

Suaad Hadi Hassan

Waleed Abood Mohammed

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The study aims to demonstrate the significance of metaverse technology across various disciplines, academic degrees, scientific fields, and academic titles. It also aims to assess the level of knowledge and understanding of university teachers (research sample) regarding metaverse technology. Hence, the descriptive research methodology was based on the method of statistical survey in the sample. It involved a set of organized scientific steps to deduce data from the reality of the statistical sample and its nature in order to achieve the objectives of the study. In this study, a questionnaire was used as a tool to collect data from a random sample of approximately 121 teachers and instructors from the University of Baghdad. This app

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(3)

Publication Date

Wed Nov 19 2025

Journal Name

Journal Of Studies And Researches Of Sport Education

The effect of using the educational bag on the level of learning some offensive skills with the epee weapon

The effect of using the educational bag on the level of learning some offensive skills with the epee weaponDr. Lamia Hassan Al-Diwan

D. Fatima Abdel-Maliki

Dr. Kholoud Laith Abdel Karim2005 Technical and technological development has been increasing day after day and has included all areas of life

including the educational process

which has benefited from technologies such as (computer

video

and pictorial models) in introducing them as tools to aid the learning process. Educational packages have proven their effectiveness in education as they prepare learners with different areas of experience. Sensory audio-visual

through which the learner acquires different educational experiences through interaction

practice

participation

and communication with the data of the surrounding environment through the diversity of knowledge sources that suit his inclinations and needs. The research aimed to prepare an educational bag to teach some offensive skills in the epee weapon. And to find out the effect of using the proposed educational bag on the level of learning some offensive skills in the epee weapon. We hypothesized that the proposed educational package has a positive impact on the level of learning some offensive skills with the epee weapon. There were statistically significant differences in testing the level of learning some offensive skills with the epee weapon between the post-tests of the experimental and control groups

and in favor of the experimental group. The researchers used the experimental method to suit the nature of solving the research problem

and the research sample was chosen intentionally from the girls’ fencing club players (beginners) in the governorate. Basra for the year 2005. The number of players was (16)

which represented the entire study population. The experiment was conducted in the sports hall of the South Oil Sports Club in Basra. We concluded that the educational package has a positive impact on the level of learning some offensive skills in the epee weapon. There were statistically significant differences in the learning level test for some offensive skills in the epee weapon between the experimental group and the control group in the post-tests and in favor of the experimental group. We recommended the necessity of using the proposed educational curriculum to learn some offensive skills in the epee weapon in fencing lessons or in sports clubs. Adopting modern techniques in training

teaching or teaching fencing skills and searching for new methods. Conducting similar studies on other skills or different samples.Keywords: educational bag

offensive skills with an epee weapon

fencing game. Teaching methods. Basra Girl Sports ClubLamya Hassan Aldewan [email protected] of Basra - College of Education and Sports Scienceshttps://orcid.org/0000-0003-0377-6915 Keywords educational bag

offensive skills with an epee weapon

fencing game. Teaching methods. Basra Girl Sports Club

‏Lamyaa

Fatima

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Publication Date

Thu Jun 30 2022

Journal Name

Journal Of Economics And Administrative Sciences

Using Genetic Algorithm to Estimate the Parameters of the Gumbel Distribution Function by Simulation

Genetic algorithm

Gumbel Distribution

likelihood Function

loss Function

الخوارزمية الجينية

توزيع كامبل

الامكان الاعظم

دالة الخسارة

Salam

Ali

Shurooq

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In this research, the focus was on estimating the parameters on (min- Gumbel distribution), using the maximum likelihood method and the Bayes method. The genetic algorithmmethod was employed in estimating the parameters of the maximum likelihood method as well as the Bayes method. The comparison was made using the mean error squares (MSE), where the best estimator is the one who has the least mean squared error. It was noted that the best estimator was (BLG_GE).

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