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Designing an Efficient Restaurant Recommendation System Based on Customer Review Comments by Augmenting Hybrid Filtering Techniques 通过混合过滤技术设计基于顾客评论的高效餐厅推荐系统
Pub Date : 2023-11-30 DOI: 10.37256/ujom.2220232998
Mauparna Nandan, Pourush Gupta
Recommendation systems are being widely employed in order to provide users with a tailored set of services. They are primarily designed to generate advice or ideas (like restaurants, tourist places, medicines, movies, etc.) that address user concerns and can be efficiently utilized in a variety of industries. In today’s world, where we have a plethora of dining options available, choosing the right restaurant that matches our preferences can be a daunting task. To simplify this process and provide personalized recommendations, restaurant recommendation systems have emerged as a valuable tool. By leveraging the power of natural language processing (NLP), these systems can analyze textual data, such as user reviews and restaurant descriptions, to generate tailored suggestions for users. NLP is one of the machine learning techniques for intelligently and effectively analyzing, comprehending, and extracting meaning from human language. By utilizing techniques like sentiment analysis and named entity recognition, the system can understand user queries and match them with relevant restaurant attributes. It can consider factors such as cuisine type, price range, location, ambiance, and customer reviews to generate accurate and relevant recommendations. In the current study, the evaluation’s findings reveal that the suggested ExtraTreeRegressor algorithm outperforms other algorithms in terms of performance. The novelty of this research lies in the fact that here hybrid filtering is employed, which is not yet implemented in similar studies. The goal of this research article is to provide a more accurate and reachable list of suggested eateries. The results and conclusion show that the suggested approach produces good accuracy.
推荐系统被广泛应用于为用户提供量身定制的服务。推荐系统的主要目的是针对用户关心的问题提出建议或想法(如餐馆、旅游景点、药品、电影等),可有效地应用于各行各业。在当今世界,我们有大量的餐饮选择,选择符合自己喜好的餐厅可能是一项艰巨的任务。为了简化这一过程并提供个性化推荐,餐厅推荐系统已成为一种宝贵的工具。通过利用自然语言处理(NLP)的强大功能,这些系统可以分析用户评论和餐厅描述等文本数据,为用户生成量身定制的建议。NLP 是一种机器学习技术,用于智能、有效地分析、理解和提取人类语言的含义。通过利用情感分析和命名实体识别等技术,系统可以理解用户的查询,并将其与相关的餐厅属性相匹配。它可以考虑菜肴类型、价格范围、位置、氛围和客户评价等因素,从而生成准确、相关的推荐。在当前的研究中,评估结果显示,建议的 ExtraTreeRegressor 算法在性能上优于其他算法。本研究的新颖之处在于采用了混合滤波技术,这在同类研究中尚未实现。本研究文章的目标是提供一份更准确、更容易到达的推荐餐馆列表。研究结果和结论表明,建议的方法具有良好的准确性。
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引用次数: 0
Effects of Casualisation on Mental Wellbeing and Risk Management in the Offshore Oil and Gas Industry 海上石油和天然气行业临时工对心理健康和风险管理的影响
Pub Date : 2023-07-31 DOI: 10.37256/ujom.2220232965
Emma D’Antoine, J. Jansz, A. Barifcani, Sherrilyn Shaw-Mills, Mark A. Harris, C. Lagat
This qualitative study was conducted with the aim of identifying psychosocial hazards in Australian offshore oil and gas facilities. Twenty-nine offshore oil and gas workers were interviewed via video link. Results indicated that, apart from the presence of a high-risk work environment as a source of mental and physical strain, there are organisational-specific stressors that cause workers' significant distress. Research results from NVivo analysis revealed that casualisation of the workforce was a major psychosocial hazard for offshore oil and gas workers, which resulted in feelings of insecurity, vulnerability and disconnection from work teams. In addition, a lack of stable income, an absence of opportunities to plan for the future and unsettled living arrangements worsen an already precarious existence. Findings show that a culture of blame and fear persists in some organisations, along with a lack of accountability and fear of making mistakes. The process of hiring, firing and rehiring was found to be a common practice by organisations in order to avoid their duty under the Fair Work Act amendments to offer casual conversion to their employees. Findings can be used to help inform organisational policies and assist in the development of risk control measures to minimise psychosocial hazards for offshore workers.
这项定性研究的目的是确定澳大利亚海上石油和天然气设施的社会心理危害。29名海上石油和天然气工人通过视频链接接受了采访。结果表明,除了存在高风险的工作环境作为精神和身体压力的来源外,还有组织特定的压力源导致工人显着痛苦。NVivo分析的研究结果显示,劳动力的临时工是海上油气工人的主要心理危害,会导致不安全感、脆弱感和与工作团队的脱节。此外,缺乏稳定的收入、缺乏规划未来的机会和不稳定的生活安排使本已岌岌可危的生活更加恶化。调查结果显示,在一些组织中,指责和恐惧的文化持续存在,同时缺乏问责制,害怕犯错。雇用、解雇和再雇用的过程被发现是组织的一种常见做法,以逃避《公平工作法》修正案规定的向员工提供临时转换的责任。研究结果可用于帮助制定组织政策,并协助制定风险控制措施,以最大限度地减少离岸工人的心理社会危害。
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引用次数: 0
An Integrated Production and Inspection Model With a Heuristic Product Inspection Policy When Inspection Errors Exist 基于启发式检验策略的生产与检验集成模型
Pub Date : 2023-04-25 DOI: 10.37256/ujom.2120232365
Neng-Hui Shih, W. Tsai, Chih-Hsiung Wang
This study proposes a heuristic inspection policy to address the existence of type I and II inspection errors. The deterioration process often shifts from an in-control state to an out-of-control state toward the end of a production lot, producing more nonconforming products. As a result, if the initial (late-produced) products in a production lot are chosen for inspection, the products identified as nonconforming (conforming) may need to be inspected repeatedly. The decision regarding the demarcation point between initial and late-produced products, their respective inspection rounds, and the production lot size must be made simultaneously to minimize the expected total cost per conforming product. This paper provides numerical examples to explore the effect of inspection errors on the optimal production lot size, inspection policy, and the associated cost.
本研究提出一种启发式检验策略来解决一类和二类检验错误的存在。劣化过程往往从控制状态转变为失控状态,直至生产结束,产生更多的不合格品。因此,如果选择一个生产批次中的初始(后期生产)产品进行检验,则识别为不合格(合格)的产品可能需要重复检验。初始产品和后期产品之间的分界点、各自的检验轮次和生产批号必须同时做出决定,以使每个合格产品的预期总成本最小化。本文通过数值实例探讨了检验误差对最优生产批量、检验策略和相关成本的影响。
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引用次数: 0
Sustainability Performance Frontiers 可持续发展表现前沿
Pub Date : 2023-04-19 DOI: 10.37256/ujom.2120232408
M. Leseure
When the concept of strategic trade-offs was introduced by Skinner in 1969, an intense academic debate followed. On one hand, World Class Manufacturing proponents rejected the idea whilst others recommended the careful consideration of trade-offs when designing production systems. Today, history repeats itself, and the same debate exists in the field of sustainable operations management, with some researchers documenting trade-offs between economic and environmental performance, and others rejecting this view. This paper shows how this debate has profound implementation implications: the first view calls for incremental improvements, whereas the latter calls for radical innovation. This paper combines the behavioural theory of the firm with Schmenner and Swink's (1998) theory of performance frontiers to define sustainability performance frontiers. These frontiers define legitimate managerial boundaries for searching for sustainability and remove the perceived conflict between the two views of sustainability trade-offs.
当斯金纳在1969年提出战略权衡的概念时,随之而来的是一场激烈的学术辩论。一方面,世界级制造的支持者反对这个想法,而其他人则建议在设计生产系统时仔细考虑权衡。今天,历史重演,同样的争论存在于可持续运营管理领域,一些研究人员记录了经济和环境绩效之间的权衡,而另一些人则拒绝这种观点。本文展示了这场辩论如何具有深远的实施意义:第一种观点要求渐进的改进,而后者要求激进的创新。本文将企业行为理论与Schmenner和Swink(1998)的绩效前沿理论相结合,定义了可持续性绩效前沿。这些边界定义了寻找可持续性的合法管理边界,并消除了可持续性权衡的两种观点之间的明显冲突。
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引用次数: 0
Decision-Analytic, Simulation-Based Model for Plantation Management Under Uncertainty in a Competitive Environment 不确定竞争环境下人工林经营决策分析仿真模型
Pub Date : 2023-01-13 DOI: 10.37256/ujom.2120232000
M. L. Chew Hernández, Isaac Hernández Arrieta, Rogel Fernando Retes Mantilla
This work takes a decision-analytic approach to develop a prescriptive model for three essential plantation management decisions: the size of the cultivated area, the method of cultivation, and the price at which the produce will be sold. These decisions are key to plantation performance and are made difficult by uncertainty and the fact that they are neither made simultaneously nor at the same informational state, aspects that the presented approach explicitly includes. The model is developed by addressing the management of a hypothetical plantation. Decision trees are used to represent the structure of the problem, and simulation is employed to calculate the plantation's expected sales given the market conditions. The simulation relies on a customer preference model that fulfills Keeney's Value-Focused Thinking (VFT) requirements for a proper value representation. The results are presented as recommendations for planted areas and cultivation methods, while the implemented selling price depends on the conditions observed at harvest (market and produce characteristics). According to the results, the presented approach is successful in guiding plantation management decisions and may be useful in increasing plantation competitiveness.
这项工作采用决策分析方法,为三个基本的种植园管理决策制定了一个规定性模型:种植面积的大小、种植方法和产品的销售价格。这些决定是种植园绩效的关键,但由于不确定性以及它们既不是同时做出的,也不是在相同的信息状态下做出的这一事实,使得这些决定变得困难,而所提出的方法明确包括了这些方面。该模型是通过解决一个假想种植园的管理问题而发展起来的。采用决策树表示问题的结构,并采用仿真方法计算给定市场条件下种植园的预期销售额。模拟依赖于客户偏好模型,该模型满足Keeney的价值聚焦思维(value - focused Thinking, VFT)对适当价值表示的要求。结果作为种植面积和栽培方法的建议,而实施的销售价格取决于收获时观察到的条件(市场和产品特性)。结果表明,该方法在指导人工林管理决策方面是成功的,并可能有助于提高人工林的竞争力。
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引用次数: 0
Transforming Trends of Operations Management Research 运营管理研究的转型趋势
Pub Date : 2022-09-19 DOI: 10.37256/ujom.1220221886
B. Giri
I would like to begin by expressing my gratitude to the researchers and professionals who make up the operations management research community for their assistance in launching the Universal Journal of Operations Management (UJOM), an open-access journal published by Universal Wiser Publisher. Starting a new journal from scratch is never easy. I would like to express my sincere appreciation to the journal's Associate Editors, Editorial Board Members, and Youth Editorial Board Members for helping to shape it and working tirelessly to raise its standards. As I take over the journal's Editor-in-Chief position, I have my own thoughts and personal vision for the future of this journal that I want to share with you.
首先,我想对运营管理研究界的研究人员和专业人士表示感谢,感谢他们协助创办了《运营管理通用期刊》(Universal Journal of operations management, UJOM),这是一份由Universal Wiser Publisher出版的开放获取期刊。从零开始写一本新日记从来都不容易。我想对期刊的副编辑、编辑委员会成员和青年编辑委员会成员表示衷心的感谢,感谢他们帮助塑造了它,并不知疲倦地提高了它的标准。当我接任主编一职时,我对这份期刊的未来有自己的想法和个人愿景,我想与大家分享。
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引用次数: 0
Transformational Excellence: A Synthesis of Lean and Stress Management Intervention Research with Evidence-Based Actionable Guidelines
Pub Date : 2022-08-18 DOI: 10.37256/ujom.1220221419
G. Fliedner
The philosophy of lean is creating value for the customer through organization-wide continuous improvement, reducing resource consumption (i.e., waste), and improving flow times across value stream processes while maintaining respect for people. Despite numerous studies identifying lean practice contributions to improvements in operating performance metrics, the body of literature devoting attention to the human aspect of lean reveals contradictory effects on the physical and mental health and well-being of employees. Stress management interventions (SMIs) have been shown to offer benefits for physical and mental health well-being. The objectives of this manuscript are to (1) identify the gap in the extant lean literature between the physical and mental health benefits of lean research, (2) review the relevant SMI research, and (3) utilize this review to identify and synthesize evidence-based actionable guidelines that advance transformational excellence with respect for people. These objectives proffer a significant contribution to the existing body of lean knowledge.
精益的理念是通过组织范围内的持续改进为客户创造价值,减少资源消耗(即浪费),并在保持对人的尊重的同时改善价值流过程中的流程时间。尽管许多研究表明精益实践有助于改善经营绩效指标,但关注精益对人的影响的文献揭示了对员工身心健康和福祉的矛盾影响。压力管理干预(SMIs)已被证明对身心健康有益。本文的目的是:(1)确定现有精益文献中精益研究对身心健康的益处之间的差距,(2)回顾相关的SMI研究,(3)利用这篇综述来确定和综合基于证据的可操作指南,以促进对人的尊重的转型卓越。这些目标为现有的精益知识体系提供了重要的贡献。
{"title":"Transformational Excellence: A Synthesis of Lean and Stress Management Intervention Research with Evidence-Based Actionable Guidelines","authors":"G. Fliedner","doi":"10.37256/ujom.1220221419","DOIUrl":"https://doi.org/10.37256/ujom.1220221419","url":null,"abstract":"The philosophy of lean is creating value for the customer through organization-wide continuous improvement, reducing resource consumption (i.e., waste), and improving flow times across value stream processes while maintaining respect for people. Despite numerous studies identifying lean practice contributions to improvements in operating performance metrics, the body of literature devoting attention to the human aspect of lean reveals contradictory effects on the physical and mental health and well-being of employees. Stress management interventions (SMIs) have been shown to offer benefits for physical and mental health well-being. The objectives of this manuscript are to (1) identify the gap in the extant lean literature between the physical and mental health benefits of lean research, (2) review the relevant SMI research, and (3) utilize this review to identify and synthesize evidence-based actionable guidelines that advance transformational excellence with respect for people. These objectives proffer a significant contribution to the existing body of lean knowledge.","PeriodicalId":170563,"journal":{"name":"Universal Journal of Operations and Management","volume":"63 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125055720","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
Strategic Introduction of the Blockchain Technology under Retailing Competition from New Entrants 零售业新进入者竞争下区块链技术的战略引入
Pub Date : 2022-05-18 DOI: 10.37256/ujom.1120221320
Xu Jing, H. Lin, Jingjing Zhao, Yizhou Han
With the rapid development of blockchain technology, the new retail has diversified intelligent empowerment modes and achieved a leap change in the service system. As the competition in the retail industry becomes increasingly fierce, whether new entrants choose to introduce blockchain technology to improve their profits becomes the key to their development. This paper considers the system consisting of the incumbent retailer and the new entrant retailer, uses the game theory method to discuss their competition, considers the introduction cost of blockchain technology, and compares the two cases of the new entrant retailer not introducing blockchain technology and introducing blockchain technology. The results show that when the introduction of blockchain technology can fully make up for consumers’ concerns about the quality of new entrant retailers’ products and enhance consumers’ trust in their products, new entrant retailers will choose to introduce blockchain technology. And only when the introduction cost of blockchain technology is less than a certain threshold, it is beneficial for new entrant retailers to introduce blockchain technology. Finally, some numerical examples are given to illustrate the correctness of the above conclusions.
随着区块链技术的快速发展,新零售实现了多元化的智能赋能模式,实现了服务体系的跨越式变革。随着零售行业竞争的日益激烈,新进入者是否选择引入区块链技术来提高利润成为其发展的关键。本文考虑由现有零售商和新进入者零售商组成的系统,运用博弈论方法讨论它们之间的竞争,考虑区块链技术的引入成本,比较新进入者零售商不引入区块链技术和引入区块链技术的两种情况。研究结果表明,当区块链技术的引入能够充分弥补消费者对新进入零售商产品质量的担忧,增强消费者对其产品的信任时,新进入零售商会选择引入区块链技术。而且只有当区块链技术的引入成本低于某一阈值时,才有利于新进入零售商引入区块链技术。最后,通过数值算例说明了上述结论的正确性。
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引用次数: 0
Adapted Fuzzy Multi-Objective Programming Algorithm for Vehicle Routing 车辆路径的自适应模糊多目标规划算法
Pub Date : 2022-01-20 DOI: 10.37256/ujom.1120221144
Gulcin Dinc Yalcin, N. Erginel
The vehicle routing problem (VRP) is a well-known problem in the logistics sector. In this study, two objectives, minimizing the total distance and maximizing the saving value, were considered in VRP with a fuzzy environment. The game theory approach is proposed for determining the weights of objectives when decision-makers have insufficient knowledge of assigning the weights. Thus, a fuzzy pay-off matrix is proposed for determining the weights of objectives by combining the fuzzy two-person zero-sum game with mixed strategies (FTZG with MS) and membership functions. Therefore, the fuzzy multi-objective programming (FMOP) model is adapted to the VRP model, which is named Adapted FMOP algorithm for VRP. Proposed algorithm clusters customers according to two objectives and by using four fuzzy operators, and routes customers with the traveling salesman problem (TSP) model in order to avoid the non-deterministic polynomial-time hardness (NP-hard) structure of VRP. In the end, the results are improved using local search methods. The main contribution of the Adapted FMOP algorithm for VRP is that it provides a solution that considers more than one objective without the need for decision makers’ view on the weights of objectives in all decision models in the fuzzy environment. Also, the proposed algorithm can find the solution with the help of a mathematical model without requiring any heuristics or metaheuristics, since it primarily performs clustering. Firstly, the efficiency of this algorithm was tested on problems in the literature. The Adapted FMOP algorithm for VRP achieved the best-known solutions by some small margins and exceeded the best-known solution for one problem in the literature. After seeing that the performance of the algorithm was sufficient, a data set of a firm in the construction sector was implemented to see how the algorithm works in real life and the obtained results were discussed. The solutions demonstrate that the Adapted FMOP algorithm for VRP also works well for real-world problems.
车辆路径问题(VRP)是物流领域中一个众所周知的问题。本文考虑模糊环境下VRP的总距离最小化和节省值最大化两个目标。针对决策者对权重分配知识不足的情况,提出了用博弈论方法确定目标权重的方法。因此,将模糊二人混合策略零和博弈(FTZG与MS)与隶属度函数相结合,提出了确定目标权重的模糊收益矩阵。因此,将模糊多目标规划(FMOP)模型应用于VRP模型,称为VRP的自适应FMOP算法。为了避免VRP的不确定性多项式-时间硬度(NP-hard)结构,提出了一种基于两个目标和四个模糊算子的顾客聚类算法,并采用旅行商问题(TSP)模型对顾客进行路由。最后,利用局部搜索方法对结果进行了改进。对于VRP,自适应FMOP算法的主要贡献在于它提供了一个考虑多个目标的解决方案,而不需要决策者对模糊环境中所有决策模型中目标权重的看法。此外,由于该算法主要执行聚类,因此可以在数学模型的帮助下找到解决方案,而不需要任何启发式或元启发式。首先,对文献中的问题进行了算法效率测试。VRP的自适应FMOP算法获得了一些最知名的解决方案,并且超过了文献中一个问题的最知名解决方案。在看到算法的性能是足够的之后,我们通过一个建筑行业的公司数据集来实现算法在现实生活中的工作情况,并对得到的结果进行了讨论。解决方案表明,VRP的自适应FMOP算法也能很好地解决实际问题。
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引用次数: 1
Role of Information Sharing on Supply Chain Performance – A Context of Developing Country 信息共享对供应链绩效的影响——以发展中国家为例
Pub Date : 2022-01-06 DOI: 10.37256/ujom.1120221155
R. Maskey, Jiangang Fei, Hong-Oanh Nguyen
Purpose – This study aims at finding out how cost, quality, delivery and flexibility as supply chain performance (SCP) measures are affected by information sharing in the context of a developing country Nepal. Design/Methodology/Approach – The research was carried out in Nepal with data collected through a survey from 131 supply chain participants that includes suppliers, growers, manufacturers, distributors/dealers, wholesalers, retailers and logistics service providers. Exploratory factor analysis (EFA), confirmatory factor analysis (CFA) and path analysis were performed to assess the fitness of the proposed model and test the hypothesis developed for this study. Findings – The findings demonstrated that information sharing plays a key role in enhancing the performance of supply chains (SC). It shows that delivery and flexibility performance are significantly affected by operational as well as strategic information sharing while cost and quality performance are not affected by information sharing. Originality/Value – This study adds to the existing knowledge by providing empirical support towards the role of operational and strategic information sharing on cost, quality, delivery and flexibility, especially in the context of a landlocked developing country. Research Limitations/Implications – The main limitation is the moderate response rate than desired. While the composition of respondents represented the targeted companies, most of the participants were manufacturers (56%). Practical Implications – The results of this study will help supply chain participants in Nepal to have an enhanced insight and awareness towards the importance of information sharing in enhancing their performance.
目的-本研究旨在找出在发展中国家尼泊尔的背景下,信息共享如何影响成本、质量、交付和灵活性作为供应链绩效(SCP)措施。设计/方法/方法-该研究在尼泊尔进行,通过对131个供应链参与者的调查收集数据,这些参与者包括供应商、种植者、制造商、分销商/经销商、批发商、零售商和物流服务提供商。采用探索性因子分析(EFA)、验证性因子分析(CFA)和通径分析来评估模型的适合度,并检验本研究提出的假设。研究结果-研究结果表明,信息共享在提高供应链(SC)绩效方面发挥着关键作用。研究表明,作战和战略信息共享对交付和灵活性绩效有显著影响,而对成本和质量绩效没有影响。原创性/价值-本研究通过为业务和战略信息共享在成本、质量、交付和灵活性方面的作用提供经验支持,特别是在内陆发展中国家的背景下,增加了现有知识。研究局限/启示-主要局限是反应率低于预期。虽然受访者的组成代表了目标公司,但大多数参与者是制造商(56%)。实际意义-本研究的结果将帮助尼泊尔的供应链参与者对信息共享在提高绩效方面的重要性有更深入的了解和认识。
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引用次数: 0
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Universal Journal of Operations and Management
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