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Psychological anxiety, professional performance, and the impact of the COVID-19 pandemic: A study of healthcare providers at the University of Jordan Hospital 心理焦虑、专业表现和COVID-19大流行的影响:约旦大学医院医疗服务提供者的研究
IF 0.5 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.010
Fadia Aied Alsmeheen, Areen Al Ghazawat, F. Al Talahin
The profound ramifications of the COVID-19 pandemic have notably affected the health sector, posing a threat to the global healthcare system. Amid these challenges, this study examines the impact of the pandemic on the psychological and somatic domains of healthcare providers. Specifically, it evaluates the psychological anxiety levels and professional performance of healthcare providers at the University of Jordan Hospital, while investigating the correlation between anxiety and performance. The study, encompassing a sample of 211 individuals, introduces scales for measuring psychological anxiety and professional performance. Findings reveal a medium level of psychological anxiety and professional performance. A negative correlation emerges between anxiety and performance scores. Gender, age, and experience exhibit no statistically significant impact on anxiety or performance. The study underscores the need for experimental research in psychological health and life management, contributes a novel cognitive dimension to understanding psychological anxiety, and sheds light on factors shaping professional performance.
COVID-19大流行的深刻后果对卫生部门产生了显著影响,对全球卫生保健系统构成威胁。在这些挑战中,本研究探讨了大流行对医疗保健提供者心理和身体领域的影响。具体来说,它评估心理焦虑水平和专业表现的医疗服务提供者在约旦大学医院,同时调查焦虑和表现之间的相关性。这项研究以211个人为样本,引入了测量心理焦虑和职业表现的量表。调查结果显示,心理焦虑和专业表现处于中等水平。焦虑与表现得分呈负相关。性别、年龄和经历对焦虑或表现没有统计学上的显著影响。该研究强调了心理健康和生活管理实验研究的必要性,为理解心理焦虑提供了一个新的认知维度,并揭示了影响职业表现的因素。
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引用次数: 0
Perception and prevalence of bullying in Malaysian higher education: A multifaceted analysis 马来西亚高等教育中霸凌的认知和流行:一个多方面的分析
IF 0.5 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.004
Amran Abdul Halim, N. Anas, Z. Ghazali, Mohd Ahsani A. Malek, I. Suliaman, A. Azmi, Shahril Nizam Zulkipli
The escalating incidence of bullying cases within Malaysian higher education institutions underscores a disconcerting trend that arises from the confluence of academic pressures, financial strains, relational intricacies, and identity conflicts among students. This unsettling phenomenon engenders not only physical harm and emotional distress but, alarmingly, fatalities as well. In response, the imperative to curtail this deleterious spread through preemptive measures has prompted institutions to engage in student surveys. This research endeavors to illuminate the panorama of bullying perceptions prevailing among students within selected Malaysian higher education institutions. Employing a comprehensive analytical framework encompassing descriptive statistics, crosstabulation, independent samples t-test, and one-way ANOVA, this study scrutinizes the multifaceted dynamics underpinning bullying trends. Employing a combination of convenience sampling and online survey techniques, a cohort of 561 participants was garnered from four distinct higher learning establishments: Universiti Teknologi MARA (UiTM), Universiti Sains Islam Malaysia (USIM), Universiti Sultan Azlan Shah (USAS), and University of Malaya (UM). The outcomes of this investigation delineate a landscape in which bullying remains a persistent concern within the selected higher education institutions. Of particular significance is the perceptual contrast exhibited by bullies as compared to their peers, with the former demonstrating higher levels of support for bullying behavior. Consequently, institutional administrations are impelled to undertake comprehensive initiatives to comprehensively catalog instances of bullying, spanning both psychological and physical manifestations. These findings underscore the gravity of the issue and underscore the urgency for institutions to adopt proactive strategies to mitigate bullying, thereby cultivating environments conducive to holistic student well-being and nurturing scholastic excellence.
马来西亚高等教育机构中不断升级的欺凌事件凸显了一种令人不安的趋势,这种趋势是由学术压力、经济紧张、关系错综复杂和学生之间的身份冲突共同引起的。这种令人不安的现象不仅造成身体伤害和精神困扰,而且令人震惊的是,还造成死亡。作为回应,必须采取先发制人的措施遏制这种有害的传播,这促使各院校开展学生调查。本研究试图阐明在选定的马来西亚高等教育机构的学生中普遍存在的欺凌观念的全景。本研究采用综合分析框架,包括描述性统计、交叉检验、独立样本t检验和单因素方差分析,详细分析了支持欺凌趋势的多方面动态。采用方便抽样和在线调查技术相结合的方法,从四所不同的高等教育机构中收集了561名参与者:马拉理工大学(UiTM)、马来西亚理科大学(USIM)、苏丹阿兹兰沙大学(USAS)和马来亚大学(UM)。这项调查的结果描绘了一个景观,其中欺凌仍然是一个持续关注在选定的高等教育机构。特别重要的是,欺凌者与其同伴相比表现出的感知对比,前者对欺凌行为的支持程度更高。因此,机构行政部门被迫采取全面举措,对欺凌行为进行全面分类,包括心理和身体表现。这些发现强调了问题的严重性,也强调了机构采取积极主动的策略来减轻欺凌的紧迫性,从而营造有利于学生整体福祉和培养卓越学术成就的环境。
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引用次数: 0
Characterization and process development of mango (Mangifera indica L.) seed flour 芒果(Mangifera indica L.)种子粉的特性及工艺开发
IF 0.5 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.014
Gremaline Tabangcura Flor
This study examines the inherent properties of mango seed kernels, with the overarching goal of assessing their viability as a substitute for traditional wheat flour. Employing thin layer chromatography, we conducted an in-depth analysis to characterize the physico-chemical attributes of mango seed kernel extract. Additionally, we scrutinized the efficacy of various pretreatments aimed at mitigating discoloration. Through a meticulous examination of baked samples, we ascertained the optimal level of mango seed flour substitution by juxtaposing their quality against wheat-based counterparts. This investigation encompassed the creation and evaluation of three distinct recipes, with a focus on quality and acceptability metrics. Statistical analysis via Analysis of Variance was employed to rigorously scrutinize the samples, ultimately revealing that cupcakes exhibited the most promising potential for scaled-up production. Our findings illuminated the presence of triterpenes, fatty acids, anthraquinones, coumarins, tannins, and flavonoids within mango seed kernels, accompanied by substantial radical scavenging activity. Moreover, our study identified sodium metabisulfite as the most efficacious method for inactivating enzymes present in mango seed kernels. Based on our comprehensive investigation, we advocate for the incorporation of mango seed flour as a wheat flour substitute, ideally at a 10% substitution level, owing to its advantageous properties and widespread acceptability. This study thus paves the way for innovative applications of mango seed kernels in the realm of food science and production.
本研究考察了芒果籽粒的固有特性,以评估其作为传统小麦粉替代品的可行性为首要目标。采用薄层色谱法对芒果籽仁提取物的理化性质进行了深入分析。此外,我们仔细检查了旨在减轻变色的各种预处理的功效。通过对烘焙样品的细致检查,我们确定了芒果种子面粉替代的最佳水平,并将其质量与小麦为基础的同类产品进行比较。这项调查包含了三种不同配方的创建和评估,重点是质量和可接受性度量。通过方差分析(analysis of Variance)进行的统计分析对样本进行了严格的审查,最终发现纸杯蛋糕最有可能大规模生产。我们的研究结果阐明了芒果籽粒中存在三萜、脂肪酸、蒽醌、香豆素、单宁和类黄酮,并伴有大量的自由基清除活性。此外,我们的研究确定了焦亚硫酸钠是芒果籽粒中存在的酶的最有效灭活方法。基于我们的综合调查,我们主张加入芒果籽粉作为小麦粉的替代品,理想的替代水平为10%,因为它具有优势的特性和广泛的可接受性。这项研究为芒果种子在食品科学和生产领域的创新应用铺平了道路。
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引用次数: 0
Multiple intelligence-based differential learning on critical thinking skills of higher education students 基于多元智能的差异学习对高等教育学生批判性思维能力的影响
IF 0.5 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.015
Alhamuddin Alhamuddin, Dinar Nur Inten, Dewi Mulyani, Asep Dadan Suganda, Juhji Juhji, Veena Prachagool, P. Nuangchalerm
This research aims to scrutinize the impact of multiple intelligences-based differential learning on the enhancement of critical thinking skills among university students. A cohort of sixty-six teacher students actively participated in this empirical investigation. Critical thinking proficiency was meticulously assessed employing a battery of tests and a comprehensive questionnaire. The findings of this study unequivocally demonstrate that multiple intelligences-based differential learning exerts a discernible influence on the development of critical thinking abilities among university students. Intriguingly, the study found no significant difference in critical thinking performance among the various types of intelligence. Additionally, this research posits that differential learning grounded in multiple intelligences represents a viable alternative pedagogical approach that should be earnestly embraced by educators when devising and implementing instructional strategies and methodologies. Such an approach, the study contends, holds the potential to augment students' cognitive capacities in a manner that aligns with the exigencies of 21st-century education.
本研究旨在探讨多元智能基础上的差异学习对大学生批判性思维能力提升的影响。66名师范生积极参与了本次实证调查。通过一系列测试和一份全面的问卷,对批判性思维能力进行了细致的评估。本研究结果明确表明,多元智能基础上的差异学习对大学生批判性思维能力的发展有明显的影响。有趣的是,研究发现不同智力类型的人在批判性思维表现上没有显著差异。此外,本研究认为,基于多元智能的差异学习代表了一种可行的替代教学方法,在设计和实施教学策略和方法时,教育者应该认真接受这种方法。该研究认为,这种方法有可能以一种符合21世纪教育需求的方式增强学生的认知能力。
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引用次数: 0
Developing the MathSci 21st app: Enhancing higher-order thinking skills assessment in mathematics and science education within an Islamic context 开发MathSci 21应用程序:在伊斯兰背景下加强数学和科学教育中的高阶思维技能评估
IF 0.5 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.003
Z. Zulfiani*, I. P. Suwarna, A. Muin, T. Mulyati, R. E. El Islami
The innovation of digital assessment holds profound potential for enhancing educational quality. To measure higher-order thinking skills, intrinsic to effective problem-solving in science and mathematics education, and to cultivate digital literacy, a specialized platform is imperative. This study delineates the developmental trajectory of the MathSci 21st app, designed to assess mathematics and science proficiency within the Islamic context. Emphasizing the pivotal role of higher-level thinking skills in the contemporary landscape, the research method unfolds across distinct phases: Akker (preliminary research), prototype stage (prototyping), summative evaluation, and systematic reflection and documentation. This article confines its focus to preliminary research and prototype stages. The validation of the application prototype engaged a panel of ten experts, while a controlled trial encompassed 32 high school students and one educator. Utilizing observation sheets, questionnaires, and tests as research tools, comprehensive data analysis was executed employing both quantitative and qualitative methods. Research outcomes affirm the feasibility of the Prototype MathSci 21st app, an Android-based competency assessment tool characterized by its integrated and contextual dimensions. Android-based applications not only heighten efficiency and efficacy but also exhibit environmental conscientiousness by reducing paper usage. Additionally, their user familiarity augments acceptability. Significantly, the MathSci 21st app expedites assessment, empowering educators to provide prompt feedback and expedite future learning analysis. This study pioneers a digital assessment paradigm tailored to intricate higher-order thinking skills, thereby addressing critical educational imperatives in mathematics and science within the Islamic milieu.
数字化评估的创新对于提高教育质量有着巨大的潜力。为了衡量科学和数学教育中有效解决问题所固有的高阶思维技能,并培养数字素养,一个专门的平台是必不可少的。本研究描述了MathSci 21应用程序的发展轨迹,该应用程序旨在评估伊斯兰背景下的数学和科学能力。强调高层次思维技能在当代景观中的关键作用,研究方法在不同的阶段展开:Akker(初步研究),原型阶段(原型设计),总结性评估,以及系统的反思和记录。本文将重点放在初步研究和原型阶段。应用程序原型的验证由10名专家组成,而对照试验包括32名高中生和一名教育工作者。利用观察表、问卷调查和测试作为研究工具,采用定量和定性方法进行全面的数据分析。研究结果证实了原型MathSci 21应用程序的可行性,这是一个基于android的能力评估工具,其特点是其集成和上下文维度。基于android的应用程序不仅提高了效率和功效,而且通过减少纸张的使用表现出环保意识。此外,它们的用户熟悉度增加了可接受性。值得注意的是,MathSci 21应用程序加快了评估,使教育工作者能够及时提供反馈并加快未来的学习分析。这项研究开创了一种针对复杂的高阶思维技能量身定制的数字评估范式,从而解决了伊斯兰环境中数学和科学教育的关键问题。
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引用次数: 0
Macroeconomic determinants of the real exchange rate in Pakistan 巴基斯坦实际汇率的宏观经济决定因素
IF 0.5 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.002
K. Munir, M. Iftikhar
This research endeavors to comprehensively examine the macroeconomic determinants that influence the real exchange rate in Pakistan over an extended temporal horizon. By employing quarterly data spanning from the first quarter of 1980 to the fourth quarter of 2020, this study employs the autoregressive distributed lag (ARDL) methodology to discern both immediate and enduring determinants of the real exchange rate. The findings distinctly reveal that variables such as money supply, trade openness, workers' remittances, and productivity collectively constitute the long-term determinants of the real exchange rate in the context of Pakistan. Specifically, an augmentation in money supply and an escalated level of economic openness manifestly contribute to the reduction of the real exchange rate, whereas an inflow of remittances and heightened productivity exhibit the propensity to elevate the real exchange rate over an extended duration. This exploration underscores the imperative for proactive engagement by the nation's monetary authorities within the foreign exchange market, with the overarching objective of preserving the currency's value at a state of equilibrium and, thereby, ensuring the holistic integrity of the economy.
本研究旨在全面考察影响巴基斯坦实际汇率的宏观经济决定因素。通过使用从1980年第一季度到2020年第四季度的季度数据,本研究采用自回归分布滞后(ARDL)方法来识别实际汇率的直接和持久决定因素。研究结果清楚地表明,货币供应、贸易开放、工人汇款和生产率等变量共同构成了巴基斯坦实际汇率的长期决定因素。具体而言,货币供应的增加和经济开放水平的提高明显有助于降低实际汇率,而汇款的流入和生产率的提高则在较长时间内倾向于提高实际汇率。这一探索强调了国家货币当局积极参与外汇市场的必要性,其总体目标是将货币价值保持在均衡状态,从而确保经济的整体完整性。
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引用次数: 0
Value chain-based development plan for the calamansi (Citrus microcarpa) industry 基于价值链的菖蒲产业发展规划
IF 0.5 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.016
Ma. Florisa T. Quijano
Calamansi, a staple condiment in Filipino cuisine, plays a pivotal role in the culinary heritage of the Philippines. The province of Nueva Ecija, situated in Central Luzon, has emerged as the primary producer of calamansi in the region. This study investigates the calamansi industry's dynamics in Nueva Ecija over a six-year period, encompassing 18 municipalities. A comprehensive analysis reveals that 756,136 calamansi trees are cultivated across 1,200 hectares of land, involving 1,481 farmers. Regrettably, both production and cultivation area have witnessed a declining trend during this period, with annual negative growth rates of -3.83% and -0.68%, respectively. Motivated by this concerning scenario, the researcher, a native of Nueva Ecija and a farmer, embarked on an agribusiness research endeavor. Employing a descriptive research approach and value chain analysis, this study scrutinizes the current state of the calamansi industry. Primary data were collected from 50 calamansi growers, while secondary sources included provincial, city, and municipal agriculturists from relevant local government units. The findings unveil key challenges faced by calamansi growers, including high input costs, price manipulation by intermediaries and traders, price fluctuations, and losses due to pest infestations and adverse weather conditions. To enhance competitiveness and ensure the industry's stability, collaborative efforts along the value chain are imperative. This study underscores the need for collective action to promote the sustainability of the calamansi industry in Nueva Ecija, highlighting opportunities for growth and development.
Calamansi是菲律宾菜的主要调味品,在菲律宾的烹饪遗产中起着举足轻重的作用。位于吕宋岛中部的新埃西贾省已成为该地区卡拉曼西的主要产地。本研究调查了新埃西亚州的菖蒲产业在六年期间的动态,涵盖了18个城市。一项综合分析显示,在1200公顷的土地上种植了756,136棵菖蒲树,涉及1,481名农民。令人遗憾的是,在此期间,产量和种植面积均呈下降趋势,年均负增长分别为-3.83%和-0.68%。在这种令人担忧的情况下,这位土生土长的新埃西哈农民研究员开始了一项农业综合企业研究工作。本研究采用描述性研究方法及价值链分析,检视菖蒲产业的现况。第一手资料收集自50名菖蒲种植者,二手资料来源包括相关地方政府单位的省、市和市级农业学家。调查结果揭示了菖蒲种植者面临的主要挑战,包括投入成本高、中间商和贸易商操纵价格、价格波动以及虫害和恶劣天气条件造成的损失。为了提高竞争力,确保行业的稳定,价值链上的合作是必不可少的。这项研究强调需要采取集体行动,促进新埃西贾菖蒲产业的可持续性,突出增长和发展的机会。
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引用次数: 0
Enhancing Thai students' core learning outcomes: An analysis of the teacher school quality program as an effective inter-organizational collaboration 提高泰国学生的核心学习成果:教师学校质量计划作为有效的组织间合作的分析
Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.022
Sinthawa Khamdit, Wittaya Worapun
Effective inter-organizational collaboration holds paramount significance in the realm of education, profoundly impacting students' learning outcomes. Through the amalgamation of diverse organizations and resources, such collaborations foster a holistic and supportive learning environment, thereby enabling students to attain their utmost potential. This research endeavors to scrutinize the impact of the Teacher School Quality Program (TSQP) as an exemplar of inter-organizational collaboration on the core learning outcomes of Thai students. The study's cohort consisted of 290 school administrators actively participating in the TSQP initiative, selected via purposive sampling. Employing the Teacher School Quality Program (TSQP) and a meticulously designed student core learning outcome evaluation form as research instruments, the collected data underwent meticulous analysis, including percentages, mean scores, and standard deviation. The findings unequivocally affirm the Teacher School Quality Program's effectiveness as an inter-organizational collaboration that substantially enhances Thai students' core learning outcomes. These results bear profound implications for both the field of educational management and scholarly pursuits in the domain of inter-organizational collaboration. This study is a pivotal contribution to the ongoing discourse surrounding the transformation of educational paradigms through collaborative endeavors.
有效的组织间协作在教育领域具有至关重要的意义,深刻地影响着学生的学习成果。通过整合不同的组织和资源,这种合作营造了一个全面和支持性的学习环境,从而使学生发挥最大的潜力。本研究试图审视教师学校质量计划(TSQP)作为组织间合作对泰国学生核心学习成果的影响。该研究的队列由290名积极参与TSQP计划的学校管理人员组成,他们是通过有目的的抽样选择的。采用教师学校质量计划(TSQP)和精心设计的学生核心学习成果评估表作为研究工具,对收集的数据进行了细致的分析,包括百分比,平均分和标准差。研究结果明确肯定了教师学校质量计划作为一种组织间合作的有效性,它大大提高了泰国学生的核心学习成果。这些结果对教育管理领域和组织间协作领域的学术追求都具有深远的意义。这项研究对正在进行的关于通过合作努力实现教育范式转变的讨论做出了关键贡献。
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引用次数: 0
Properties of Vietnamese water caltrop starch and formation of low glycemic index starch 越南菱角淀粉的性质及低血糖指数淀粉的形成
IF 0.5 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.001
K. Trinh, T. Nguyen, Thanh-Hoa Dang-Thi
This research investigates the properties and modification of water caltrop starch (WCS) with a particular focus on its potential for retrogradation and resistance to enzymatic hydrolysis. The study begins by obtaining WCS with a recovery efficiency of 4.5% (w/w in dry basis). The native WCS exhibits notable characteristics, including an apparent amylose content of 45.4%, a ratio of amorphous/α-helix regions at 1.341, a degree of relative crystallinity of 54.43%, an average molecular weight of 6.58×104 g/mole, and a degree of polymerization of 365.57. The high amylose content and degree of crystallinity in native WCS indicate its favorable retrogradation potential and resistance to enzymatic hydrolysis. Textural analysis of the WCS gel reveals high hardness and chewiness but low adhesiveness, which further supports its potential for retrogradation applications. To explore the effects of repeated retrogradation cycles, native WCS was subjected to 3, 6, and 9 cycles. The increase in retrogradation cycles led to a decrease in apparent amylose content from 31.79% to 29.34%. This reduction can be attributed to the formation of double helix associations and the emergence of new crystalline regions from amylose molecules. Furthermore, an increase in retrogradation cycles resulted in enhanced syneresis of starch. Interestingly, as the number of retrogradation cycles increased, the enzymatic hydrolysis rate of retrograded WCS gradually decreased. Correspondingly, the estimated glycemic index (GI) of the samples decreased, reaching a range of 50.05 to 38.46. Consequently, treatment with repeated retrogradation proves to be an effective strategy for producing modified WCS with a low glycemic index (<50%), thereby presenting promising opportunities for low glycemic index applications.
本研究探讨了菱角淀粉(WCS)的性质和改性,特别关注其潜在的降解和抗酶水解能力。研究首先获得了采收率为4.5%(干基条件下w/w)的WCS。天然WCS的表观直链淀粉含量为45.4%,非晶区与α-螺旋区之比为1.341,相对结晶度为54.43%,平均分子量为6.58×104 g/mol,聚合度为365.57。天然WCS的高直链淀粉含量和结晶度表明其具有良好的降解潜力和抗酶解能力。WCS凝胶的结构分析显示其具有较高的硬度和咀嚼性,但粘附性较低,这进一步支持了其在降解方面的应用潜力。为了探索重复退化周期的影响,我们对原生WCS进行了3,6和9个循环。随着退化周期的增加,表观直链淀粉含量从31.79%下降到29.34%。这种减少可以归因于双螺旋结构的形成和直链淀粉分子中新结晶区域的出现。此外,增加的退化周期导致淀粉的增效作用增强。有趣的是,随着降解循环次数的增加,降解WCS的酶解速率逐渐降低。相应的,样品的估计血糖指数(GI)下降,在50.05 ~ 38.46之间。因此,反复退化处理被证明是生产具有低血糖指数(<50%)的改性WCS的有效策略,从而为低血糖指数应用提供了有希望的机会。
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引用次数: 0
Application of supervised learning algorithm to determine the quality of slippers in WEKA 监督学习算法在WEKA中拖鞋质量判定中的应用
IF 0.5 Q4 MULTIDISCIPLINARY SCIENCES Pub Date : 2023-08-01 DOI: 10.21833/ijaas.2023.08.012
Jennilyn C. Mina
This study is driven by the objective of evaluating the effectiveness of various regression algorithms in the prediction of slipper quality. The selected regression algorithms were implemented within the Waikato Environment for Knowledge Analysis. The assessment of their performance was conducted through the analysis of correlation coefficients, providing insights into their predictive capabilities. Notably, the Random Forest algorithm demonstrated the highest predictive power with an impressive correlation coefficient (r=0.76), surpassing other models in the analysis. Following Random Forest, the k-nearest neighbor algorithm achieved a substantial correlation coefficient of (r=0.65), followed by the Decision Tree (r=0.53), Linear regression (r=0.51), and the Multi-layer perceptron (r=0.51). In contrast, the Support Vector Machine showed a notably lower correlation coefficient (r=0.51), indicating its comparatively weaker predictive performance. Furthermore, this study uncovered two variables, "Easy to Wash" and "Water Resistance," which displayed significant correlations of (r=0.49) and (r=-0.35), respectively, in relation to the predictive performance of the regression model. However, no significant correlation was observed for other variables. In light of these findings, future research endeavors may explore alternative predictive models to further assess and compare their performance against the outcomes presented in this study, contributing to the ongoing enhancement of slipper quality prediction methodologies.
本研究的目的是评估各种回归算法在预测拖鞋质量方面的有效性。所选择的回归算法在怀卡托知识分析环境中实现。通过分析相关系数对其性能进行评估,从而深入了解其预测能力。值得注意的是,随机森林算法显示出最高的预测能力,其相关系数(r=0.76)令人印象深刻,在分析中超过了其他模型。继Random Forest之后,k近邻算法获得了可观的相关系数(r=0.65),其次是决策树(r=0.53)、线性回归(r=0.51)和多层感知器(r=0.51)。相比之下,支持向量机的相关系数明显较低(r=0.51),表明其预测性能相对较弱。此外,本研究还揭示了两个变量,“易洗”和“耐水”,它们分别显示出与回归模型的预测性能相关的显著相关性(r=0.49)和(r=-0.35)。然而,其他变量之间没有显著的相关性。根据这些发现,未来的研究可能会探索其他预测模型,以进一步评估和比较它们与本研究结果的表现,为不断提高拖鞋质量预测方法做出贡献。
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引用次数: 0
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