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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
Pub Date : 2022-06-22 DOI: 10.48129/kjs.splml.18961
E. Yılmaz, D. Aydın, S. Ahmed
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.
本研究的目的是为右截尾高维数据引入四种修正的线性估计。显然,感兴趣的数据涉及两个需要解决的重要问题,即审查和高维。本文与其他文献研究的不同之处在于,它做到了同时处理这两个问题。本文的主要贡献是将加权加权方法与插值技术相结合,从而获得比其他方法更有效的估计器。为了解决审查问题,考虑了基于机器学习算法kNN、滑动窗口、回归和支持向量机的四种imputation技术。该方法通过后选择过程检测出贡献较小的协变量,从而降低了估计量的风险。为了证明所引入的估计器的经验性能,进行了仿真研究并给出了比较结果。结果表明,kNN和回归归算基WR估计器对高维右截尾模型的估计效果令人满意。
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引用次数: 0
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
Pub Date : 2022-06-22 DOI: 10.48129/kjs.splml.19321
Aditya Gupta, Amritpal Singh
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.
生活方式疾病的预测是医疗信息学研究的一个重要领域。这项任务主要是使用广泛可用的机器学习算法来实现的。然而,数据的高维性增加了模型的计算复杂度,大大降低了模型的效率。值得注意的是,我们提出了一种使用集成学习的智能决策支持的多疾病预测策略。提出的工作利用基于遗传算法的递归特征消除和AdaBoost来预测两种突出的生活方式疾病。除了提出的方法外,还使用k-fold交叉验证下的选定特征训练和验证了各种基准机器学习技术。结果表明,与过去的工作相比,所提出的方法在预测多种疾病方面的有效性。
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引用次数: 2
Using binary classification to evaluate the quality of machine translators 用二值分类评价机器翻译质量
Pub Date : 2022-06-22 DOI: 10.48129/kjs.splml.19547
Ran Li, Yihao Yang, Kelin Shen, Mohammed Hijji
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.
机器翻译在跨文化交际中发挥着重要作用,越来越受到人们的欢迎。然而,机器翻译经常会产生一些不自然的文本,因此需要对机器翻译进行评估,以避免机器翻译文本的滥用。本文介绍了在没有参考文献的情况下,用二分类法评价机器翻译质量的方法。首先,我们构建了一个包含人工生成文本和机器翻译文本的大规模数据集。其次,利用该数据集训练多个二元分类器,如决策树、随机森林、极端梯度增强、支持向量机、逻辑回归等。最后,这些训练好的分类器通过多数投票构成集成模型,该集成模型用于评估机器翻译文本的质量。实验结果表明,本文提出的评价方法能够较好地衡量一些商用机器翻译的译文质量。
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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
Pub Date : 2022-05-10 DOI: 10.48129/kjs.18331
Manpreet Manpreet, J. Chhabra
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.
软件测试是软件开发生命周期中非常重要的一部分,用于开发可靠且无缺陷的软件,但它消耗了大量的资源,如开发时间、成本和精力。研究人员已经开发了许多技术来获取易发故障模块的先验知识,以减少测试时间和成本。本文提出了一种基于距离的剪枝分类与回归树(CART)和k近邻的混合方法来提高软件故障预测的性能。在11个大中型软件故障预测数据集上进行了测试,并与决策树分类器、支持向量机及其三种变体、随机森林、KNN和分类回归树进行了性能比较。用于比较的四个性能指标是准确性、精度、召回率和f1-score。结果表明,我们提出的方法在准确性、精密度和f1分数性能指标方面具有更好的性能。第二个实验显示,与标准的k近邻算法相比,该算法的运行时间得到了显著改善。
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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
Pub Date : 2022-05-10 DOI: 10.48129/kjs.18581
Prof.Kamal Rashedi
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.
在这项工作中,我们讨论了一个一维反问题的热方程,其中未知函数仅仅是时间相关的低阶系数和乘法源项。我们使用两个积分过定条件以及初始边界条件和狄利克雷边界条件作为数据。在第一步中,通过变换消除了低阶项,将问题转化为具有初始条件和边界条件以及非局部能量超规范的热源确定的等效逆问题。然后,我们提出了一个里兹近似作为未知温度分布的解,并考虑截断级数作为热源中未知时间相关系数的近似。利用配点法将反问题简化为线性代数方程组的解。由于问题是病态的,重新表述问题的数值离散化可能产生病态方程组。因此,为了得到稳定解,采用了Tikhonov正则化技术。对于摄动测量,我们采用柔化法推导出稳定的数值导数。通过两个实例的数值模拟,验证了所提方法的适用性。
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引用次数: 1
Z-graphic topology on undirected graph 无向图上的z图拓扑
Pub Date : 2022-05-10 DOI: 10.48129/kjs.17541
H. O. Zomam, M. Dammak
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.
在这项工作中,我们定义了在图G的顶点集上保持图的连通性的拓扑ZG,称为z -图拓扑。证明了两个同构图具有同胚和对称的z图拓扑。证明了ZG是一个Alexandroff拓扑,并给出了拓扑为z图的充分必要条件。
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引用次数: 1
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
Pub Date : 2022-05-10 DOI: 10.48129/kjs.19245
A. Abojassim, R. R. Muneam
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.
本研究的目的是确定伊拉克市场上伊朗和土耳其生产的奶酪样品中的三种重金属(Pb、Cd和Cr)浓度。采用原子吸收光谱法测定了铅、镉、铬的浓度。本研究计算了所有奶酪样品的人体健康风险参数,如估计每日摄入量(EDI)、目标危害商(THQ)、危害指数(HI)和重金属致癌风险(CR)。伊朗产奶酪样品中Pb、Cd和Cr的平均值分别为4.33±0.57 mg/kg、0.135±0.03 mg/kg和0.183±0.12 mg/kg。而土耳其产的则分别为3.89±0.63 mg/kg、0.167±0.032 mg/kg和0.105±0.07 mg/kg。伊朗奶酪和土耳其奶酪的HI平均值分别为0.526±0.07和0.483±0.26。伊朗奶酪样品中Pb、Cd和Cr的CR×10-6平均值分别为0.006±0.0007、1.13±0.0007和0.0056±0.7。而在土耳其奶酪样品中分别为0.005±0.0008、0.37±0.07和0.65±0.4。与伊朗和土耳其奶酪样品相比,本研究中重金属浓度无统计学意义,P值为(P > 0.05)。大多数铅、镉和铬的浓度值高于欧盟条例规定的允许限值,而健康风险参数在可接受的全球平均限值范围内。因此,可以得出结论,伊拉克消费者食用大多数奶酪样品没有健康风险。
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引用次数: 0
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
Pub Date : 2022-05-10 DOI: 10.48129/kjs.19577
M. S. Hashim, R. Khaleel
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.
在室温条件下,用单一工艺将钛表面转化为氧化钛纳米线(TNWs)。对快速击穿阳极氧化法制备球形纳米颗粒的方法进行了改进。相反,形成了附着在钛金属基体上的tnw。为了减缓这些过程的反应,分别在RBA的阳极氧化溶液中加入25%、50%和75%的甘油。x射线衍射(XRD)测试结果显示,所有样品形成的TNWs都具有非晶结构。所制得的TNWs具有纳米线微束的形状。扫描电镜(SEM)显示,它们的直径小于50 nm。当甘油用量较低时,二氧化钛束的流行更强烈。随着甘油含量的增加,纳米线的最高长度从32μm减小到8μm;因此,通过使用合适的电解液,阳极氧化工艺可以有效地控制tnw的尺寸。能量色散x射线(EDX)光谱证实了氧原子百分比随甘油含量的增加而降低。
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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
Pub Date : 2022-05-10 DOI: 10.48129/kjs.18613
W. U. Shah, D. Khan, Haiqing Yin, S. Jan
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.
本研究通过FEDAMO数据库和thermal - calc软件包对高熵合金(Fe-Ni-Cx (X=0.3-0.5))、(Fe-Cr-Cx (X=0.3-0.5))体系进行热力学评价。高能热分析包括FCC到BCC的屈服强度、渗碳体到M7C3(晶界)的析出、Fe-Ni-Cx、Fe-Cr-Cx三元合金体系在(1900-3000)K温度和106 Pascal恒定大气压下的裂纹敏感系数。在3000K温度下,Fe-Cr-C、Fe-Ni-C体系的裂纹敏感系数最高,分别为2.21043、0.26294(质量分数为0.2500%)和2.21043(质量分数为0.2500%)。Fe-Cr-C、Fe-Ni-C三元合金从FCC到BCC的屈服强度分别为824.0453、100.67063。在1346.77339 K时,从渗碳体到M7C3发生相变。FCC_A1#3相分别含有0.98772 mol和0.01228 mol的M7C3和0 mol的M23C6碳化物。综合线调查的力学性能是合理的模拟/计算输入。研究结果可供工业部门和冶金中心实际应用。该合金具有良好的平衡性和稳定性。
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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
Pub Date : 2022-05-10 DOI: 10.48129/kjs.16863
E. Merly, Mahiba M
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.
设G为具有斯坦纳数s(G)的连通图。A分解π = {G1,G2,…,对于所有i(1≤i≤n),Gn}是s(Gi) = s(G)的斯坦纳分解。对于G的斯坦纳分解π得到的最大基数称为G的斯坦纳分解数,用πst(G)表示。本文讨论了若干次幂路径的斯坦纳分解数与g独立数之间的关系。还证明了给定任意m≥2的正整数对m, n,存在一个连通图G使s(G) = m且πst(G) = n。
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引用次数: 0
期刊
Kuwait Journal of Science & Engineering
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