Kuwait Journal of Science & Engineering最新文献

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An optimal multi-disease prediction framework using hybrid machine learning techniques 基于混合机器学习技术的最优多疾病预测框架
Kuwait Journal of Science & Engineering Pub Date : 2022-06-22 DOI: 10.48129/kjs.splml.19321
Aditya Gupta, Amritpal Singh
{"title":"An optimal multi-disease prediction framework using hybrid machine learning techniques","authors":"Aditya Gupta, Amritpal Singh","doi":"10.48129/kjs.splml.19321","DOIUrl":"https://doi.org/10.48129/kjs.splml.19321","url":null,"abstract":"The prediction of lifestyle diseases is a vital domain in healthcare informatics research. This task is primarily achieved using the widely available machine learning algorithms. However, the highdimensionality of data amplifies the computation complexity and significantly reduces the models’ efficiency. Conspicuously, we presented a multi-disease prediction strategy for intelligent decision support using ensemble learning. The proposed work leverages genetic algorithm-based recursive feature elimination and AdaBoost to predict two prominent lifestyle diseases. Alongside the proposed approach, various benchmark machine learning techniques are also trained and validated using selected features under k-fold cross-validation. The results reveal the effectiveness of the proposed methodology in predicting multiple diseases in comparison to past works.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"78 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79302145","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Regression with right-censored high-dimensional data: An application with different imputation techniques 右截尾高维数据的回归:不同归算技术的应用
Kuwait Journal of Science & Engineering Pub Date : 2022-06-22 DOI: 10.48129/kjs.splml.18961
E. Yılmaz, D. Aydın, S. Ahmed
{"title":"Regression with right-censored high-dimensional data: An application with different imputation techniques","authors":"E. Yılmaz, D. Aydın, S. Ahmed","doi":"10.48129/kjs.splml.18961","DOIUrl":"https://doi.org/10.48129/kjs.splml.18961","url":null,"abstract":"This study aims to introduce four modified linear estimators for the right-censored high-dimensional data. Obviously, data of interest involves two important problems to be solved that are censorship and high dimensionality. This paper can be distinguished from other studies in the literature with that it achieves to handle these two problems simultaneously. The main contribution of the paper is merging weightedridge method with the imputation techniques to obtain more efficient estimators than its alternatives. To solve the censorship problem, four imputation techniques are considered based on machine learning algorithms kNN, sliding-windows, regression and support vector machines. The high-dimensionality problem is handled by the weighted ridge approach which provides estimator with less risk than its alternatives because it detects the covariates with a weak contribution via the post-selection procedure. To show the empirical performance of the introduced estimators, a simulation study is made and comparative results are presented. Results show that kNN and regression imputation basis WR esitmators show satisfying performances on estimation of the high-dimensional right-censored model.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"90 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76273663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Using binary classification to evaluate the quality of machine translators 用二值分类评价机器翻译质量
Kuwait Journal of Science & Engineering Pub Date : 2022-06-22 DOI: 10.48129/kjs.splml.19547
Ran Li, Yihao Yang, Kelin Shen, Mohammed Hijji
{"title":"Using binary classification to evaluate the quality of machine translators","authors":"Ran Li, Yihao Yang, Kelin Shen, Mohammed Hijji","doi":"10.48129/kjs.splml.19547","DOIUrl":"https://doi.org/10.48129/kjs.splml.19547","url":null,"abstract":"Machine translators have become increasingly popular and currently play an important role because of their great assistance in cross-cultural communication. However, machine translators often produces some unnatural texts, and an evaluation of machine translators is thus needed to avoid the abuse of machine-translated texts. This paper presents the use of binary classification to evaluate the quality of machine translators without references. First, we construct a large-scale dataset including humangenerated texts and machine-translated texts. Second, the dataset is used to train the multiple binary classifiers, e.g., decision tree, random forest, extreme gradient boosting, support vector machines, logistic regression, etc. Finally, these trained classifiers constitute the ensemble model by majority voting, and this ensemble model is used to evaluate the qualities of machine-translated texts. Experimental results show that the proposed evaluation method better measures the qualities of translated texts by some commercial machine translators.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"95 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-06-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86239298","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A hybrid approach based on k-nearest neighbors and decision tree for software fault prediction 基于k近邻和决策树的软件故障预测混合方法
Kuwait Journal of Science & Engineering Pub Date : 2022-05-10 DOI: 10.48129/kjs.18331
Manpreet Manpreet, J. Chhabra
{"title":"A hybrid approach based on k-nearest neighbors and decision tree for software fault prediction","authors":"Manpreet Manpreet, J. Chhabra","doi":"10.48129/kjs.18331","DOIUrl":"https://doi.org/10.48129/kjs.18331","url":null,"abstract":"Software testing is a very important part of the software development life cycle to develop reliable and bug-free software but it consumes a lot of resources like development time, cost, and effort. Researchers have developed many techniques to get prior knowledge of fault-prone modules so that testing time and cost can be reduced. In this research article, a hybrid approach of distance-based pruned classification and regression tree (CART) and k- nearest neighbors is proposed to improve the performance of software fault prediction. The proposed technique is tested on eleven medium to large scale software fault prediction datasets and performance is compared with decision tree classifier, SVM and its three variations, random forest, KNN, and classification and regression tree. Four performance metrics are used for comparison purposes that are accuracy, precision, recall, and f1-score. Results show that our proposed approach gives better performance for accuracy, precision, and f1-score performance metrics. The second experiment shows a significant amount of running time improvement over the standard k-nearest neighbor algorithm.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"73 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74315074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Recovery of coefficients of a heat equation by Ritz collocation method 热方程系数的Ritz配置法恢复
Kuwait Journal of Science & Engineering Pub Date : 2022-05-10 DOI: 10.48129/kjs.18581
Prof.Kamal Rashedi
{"title":"Recovery of coefficients of a heat equation by Ritz collocation method","authors":"Prof.Kamal Rashedi","doi":"10.48129/kjs.18581","DOIUrl":"https://doi.org/10.48129/kjs.18581","url":null,"abstract":"In this work, we discuss a one dimensional inverse problem for the heat equation where the unknown functions are solely time-dependent lower order coefficient and multiplicative source term. We use as data two integral overdetermination conditions along with the initial and Dirichlet boundary conditions. In the first step, the lower order term is eliminated by applying a transformation and the problem is converted to an equivalent inverse problem of determining a heat source with initial and boundary conditions, as well as a nonlocal energy over-specification. Then, we propose a Ritz approximation as the solution of the unknown temperature distribution and consider a truncated series as the approximation of unknown time-dependent coefficient in the heat source. The collocation method is utilized to reduce the inverse problem to the solution of a linear system of algebraic equations. Since the problem is ill-posed, numerical discretization of the reformulated problem may produce ill-conditioned system of equations. Therefore, the Tikhonov regularization technique is employed in order to obtain stable solutions. For the perturbed measurements, we employ the mollification method to derive stable numerical derivatives. Numerical simulations while solving two test examples are presented to show the applicability of the proposed method.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"44 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80248615","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Z-graphic topology on undirected graph 无向图上的z图拓扑
Kuwait Journal of Science & Engineering Pub Date : 2022-05-10 DOI: 10.48129/kjs.17541
H. O. Zomam, M. Dammak
{"title":"Z-graphic topology on undirected graph","authors":"H. O. Zomam, M. Dammak","doi":"10.48129/kjs.17541","DOIUrl":"https://doi.org/10.48129/kjs.17541","url":null,"abstract":"In this work, we define ZG a topology on the vertex set of a graph G which preserves the connectivity of the graph, called Z-graphic topology. We prove that two isomorphic graphs have homeomorphic and symmetric Z-graphic topologies. We show that ZG is an Alexandroff topology and we give a necessary and sufficient condition for a topology to be Z-graphic.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88165475","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Production of Titanium oxide nano wires with bundle structure using single anodic process 采用单阳极法生产束状结构氧化钛纳米线
Kuwait Journal of Science & Engineering Pub Date : 2022-05-10 DOI: 10.48129/kjs.19577
M. S. Hashim, R. Khaleel
{"title":"Production of Titanium oxide nano wires with bundle structure using single anodic process","authors":"M. S. Hashim, R. Khaleel","doi":"10.48129/kjs.19577","DOIUrl":"https://doi.org/10.48129/kjs.19577","url":null,"abstract":"In a single process, the surface of Ti was transformed into titanium oxide nanowires (TNWs) at room temperature. The rapid breakdown anodizing method (RBA) of producing deposited spherical nanoparticles was modified. Instead, TNWs attached to the Ti metal base were formed. To slow down the reactions of these processes, 25,50, and 75wt % glycerol were added separately to the anodizing solution of RBA. The results of the X-ray diffraction (XRD) tests revealed the amorphous structure of the formed TNWs for all samples. The produced TNWs had the shape of micro bundles with nanowires. Their diameters were less than 50 nm, as shown by scanning electron microscope (SEM) images. The prevalence of titania bundles was more intense when a lower amount of glycerol was used. The tallest length of the nanowires decreased from 32μm to 8μm with the increase of glycerol; so by using a suitable electrolyte solution, the anodizing process can be effective for controlling the size of TNWs. The decrease in atomic percent oxygen with increasing glycerol was confirmed by energy dispersion X-ray (EDX) spectra.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"111 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75923768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Assessment of Health Risk due to Pb, Cd, and Cr Concentrations in Imported Cheese Samples in Iraq Markets 伊拉克市场进口奶酪样品中铅、镉和铬浓度对健康的风险评估
Kuwait Journal of Science & Engineering Pub Date : 2022-05-10 DOI: 10.48129/kjs.19245
A. Abojassim, R. R. Muneam
{"title":"Assessment of Health Risk due to Pb, Cd, and Cr Concentrations in Imported Cheese Samples in Iraq Markets","authors":"A. Abojassim, R. R. Muneam","doi":"10.48129/kjs.19245","DOIUrl":"https://doi.org/10.48129/kjs.19245","url":null,"abstract":"The aim of this study is to determine three heavy metals (Pb, Cd, and Cr) concentrations in cheese samples in Iraq markets that are produced in Iran and Turkey. The concentrations of Pb, Cd, and Cr were measured using atomic absorption spectroscopy. Human health risk parameters, such as Estimated Daily Intake (EDI), Target Hazard Quotient (THQ), Hazard Index (HI), and Carcinogenic risk (CR) due to heavy metals were calculated in all cheese samples of the present study. The average value concentrations of Pb, Cd, and Cr in cheese samples made manufactured in Iran were 4.33±0.57 mg/kg, 0.135±0.03, mg/kg, and 0.183±0.12 mg/kg, respectively. While those which were made in Turkey, the values were found to be 3.89±0.63 mg/kg, 0.167±0.032 mg/kg, and 0.105±0.07 mg/kg, respectively. The average values of HI in Iranian and Turkish cheese samples were 0.526±0.07 and 0.483±0.26, respectively. While the average values of CR×10-6 for Pb, Cd, and Cr in Iranian cheese samples were 0.006±0.0007, 1.13±0.0007, and 0.0056±0.7, respectively. But in Turkish cheese samples were 0.005±0.0008, 0.37±0.07, and 0.65±0.4, respectively. The heavy metal concentrations in the present study were found to be of no statistical significance, compared to the Iranian and Turkish cheese samples, where P-value was (P > 0.05). Most values for Pb, Cd and Cr concentrations were found to be higher than the allowed limits according to EU Regulations, while the health risk parameters were within the accepted worldwide average limits. Therefore, it can be concluded that most cheese samples have no health risks by consuming this cheese by consumers in Iraq.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"51 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89654777","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
THERMO-MECHANICAL ASSESSMENT OF HIGH ENTROPHY (Fe-Ni-Cx (X=0.3-0.5), (Fe-Cr-Cx (X=0.3-0.5) TERNARY ALLOYS SYSTEM USING CALPHAD METHOD 高熵(Fe-Ni-Cx (X=0.3-0.5), (Fe-Cr-Cx (X=0.3-0.5))三元合金体系的热力学评价
Kuwait Journal of Science & Engineering Pub Date : 2022-05-10 DOI: 10.48129/kjs.18613
W. U. Shah, D. Khan, Haiqing Yin, S. Jan
{"title":"THERMO-MECHANICAL ASSESSMENT OF HIGH ENTROPHY (Fe-Ni-Cx (X=0.3-0.5), (Fe-Cr-Cx (X=0.3-0.5) TERNARY ALLOYS SYSTEM USING CALPHAD METHOD","authors":"W. U. Shah, D. Khan, Haiqing Yin, S. Jan","doi":"10.48129/kjs.18613","DOIUrl":"https://doi.org/10.48129/kjs.18613","url":null,"abstract":"The thermodynamical assessment of high entropy alloys (Fe-Ni-Cx (X=0.3-0.5)), (Fe-Cr-Cx (X=0.3-0.5)) system is performed in this research work through FEDAMO database and Thermo-Calc software package. The high energy thermal analysis is manipulated for yield strength from FCC to BCC, precipitation from cementite to M7C3 (grain boundaries), Crack Susceptibility Coefficient for Fe-Ni-Cx ,Fe-Cr-Cx ternary alloys system at (1900-3000)K temperature with constant atmospheric pressure of 106 Pascal. The highest crack susceptibility coefficient for Fe-Cr-C, Fe-Ni-C system is found 2.21043, 0.26294 with mass percent of C 0.2500%, at 3000K of temperature with Mass percent. Yield strength from FCC to BCC is found 824.0453, 100.67063 for Fe-Cr-C, Fe-Ni-C ternary alloys. Phase transition is noted from cementite to M7C3 at 1346.77339 K. FCC_A1#3 phases with 0.98772 moles and 0.01228 mole Of M7C3 with 0 moles of M23C6 carbide phases observed. The comprehensive line investigation of mechanical properties is justified with simulation/computational inputs. The results are feasible for industrial sectors and metallurgical centers for operation. The alloy shows equilibrium and good stability.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"32 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83018529","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Some results on Steiner decomposition number of graphs 关于图的Steiner分解数的一些结果
Kuwait Journal of Science & Engineering Pub Date : 2022-05-10 DOI: 10.48129/kjs.16863
E. Merly, Mahiba M
{"title":"Some results on Steiner decomposition number of graphs","authors":"E. Merly, Mahiba M","doi":"10.48129/kjs.16863","DOIUrl":"https://doi.org/10.48129/kjs.16863","url":null,"abstract":"Let G be a connected graph with Steiner number s(G). A decomposition π = {G1,G2, ...,Gn} is said to be a Steiner decomposition if s(Gi) = s(G) for all i (1 ≤ i ≤ n). The maximum cardinality obtained for the Steiner decomposition π of G is called the Steiner decomposition number of G and is denoted by πst(G). In this paper we present a relation between Steiner decomposition number and independence number of G. Steiner decomposition number for some power of paths are discussed. It is also shown that given any pair m, n of positive integers with m ≥ 2 there exists a connected graph G such that s(G) = m and πst(G) = n.","PeriodicalId":49933,"journal":{"name":"Kuwait Journal of Science & Engineering","volume":"40 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2022-05-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76150230","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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