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基于Hotelling T2-BiLSTM的同步调相机故障诊断方法
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作者 李俊卿 张承志 +3 位作者 韩小平 黄涛 何玉灵 孔凡春 《智慧电力》 北大核心 2024年第7期96-102,127,共8页
同步调相机故障会严重影响特高压直流输电工程的稳定性。针对特高压电网中不对称电压条件下同步调相机励磁绕组匝间短路故障难以识别问题,提出基于霍特林T2-双向长短期记忆网络(Hotelling T2-BiLSTM)的同步调相机故障诊断方法。首先,从... 同步调相机故障会严重影响特高压直流输电工程的稳定性。针对特高压电网中不对称电压条件下同步调相机励磁绕组匝间短路故障难以识别问题,提出基于霍特林T2-双向长短期记忆网络(Hotelling T2-BiLSTM)的同步调相机故障诊断方法。首先,从三相电压、三相电流、励磁电流、转子振动和无功功率中提取故障特征,计算Hotelling T2统计量以构建故障检测指标;然后,采用BiLSTM模型对特征进行分类,并利用逻辑回归层进行故障诊断;最后,在动模实验室中进行实验验证其有效性。实验结果表明,所提方法具有较高的故障诊断精度。 展开更多
关键词 同步调相机 不对称电压 励磁绕组匝间短路 hotelling T2 BiLSTM 故障诊断
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Risk Factors for Cardiovascular Disease among Hotel Workers, Bohicon, Benin
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作者 Mênonli Adjobimey Rose Mikponhoué +4 位作者 Eméline Gbaguidi Esdras Hountohotegbè Hélène Sacca Paul Ayélo Vikkey Antoine Hinson 《Occupational Diseases and Environmental Medicine》 2024年第2期130-141,共12页
Introduction: Non-communicable diseases (NCDs) are on the increase in several sectors of activity. The aim of the study was to determine the frequencies of cardiovascular risk factors (CVRF) and factors associated wit... Introduction: Non-communicable diseases (NCDs) are on the increase in several sectors of activity. The aim of the study was to determine the frequencies of cardiovascular risk factors (CVRF) and factors associated with hypertension among hotel workers in the city of Bohicon. Methods: This was a descriptive and analytical cross-sectional study conducted in the period from December 2018 to January 2019. The variables studied were sociodemographic, occupational, anthropometric and behavioral. Participant recruitment was exhaustive. A standardized questionnaire inspired by the STEPS-WHO questionnaire was used for data collection. After the descriptive analysis, a bivariate analysis was performed using Pearson’s Chi-square test or Fisher’s test at the 5% threshold. Results: A total of 101 workers, 53 (52.47%) of them male, participated in the study. The mean age was 30.60 ± 8.20 years, with extremes of 18 and 55 years. The frequencies of the main risk factors were: 68.32% sitting position > 6 hours/day;38.61% shift work;21.78% high psychological demand, 82.18% low decision latitude, 24.75% low social support, 21.78% occupational stress;7 (6.93%) harmful alcohol consumption;6.93% tobacco consumption;48.51% insufficient physical activity;98.02% insufficient fruit and vegetable consumption;59.41% overweight;14.85% HTA. Factors associated with hypertension were: sex, age and marital status. Conclusion: Occupational factors need to be taken into account when assessing CVRFs. NCD control programs are needed in all sectors of activity. A larger study is needed in the hotel sector. 展开更多
关键词 FDRCV Occupational Factors HYPERTENSION hotelS BENIN
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线上与线下消费均衡分析——基于扩展的Hotelling模型
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作者 章激扬 杨梅 《南京工程学院学报(社会科学版)》 2024年第2期78-84,共7页
基于扩展的Hotelling线性城市模型,构建一个线上与线下消费均衡分析的理论框架有利于推动线上和线下消费深度融合。研究发现:时间成本和距离成本是线上消费和线下消费共存的原因;纳入时间成本函数后,线下需求会随着线上消费花费的时间... 基于扩展的Hotelling线性城市模型,构建一个线上与线下消费均衡分析的理论框架有利于推动线上和线下消费深度融合。研究发现:时间成本和距离成本是线上消费和线下消费共存的原因;纳入时间成本函数后,线下需求会随着线上消费花费的时间增加而增多;线下需求的服务体验成本具有正向弹性,但是弹性大小受到相关参数的综合影响;线下服务差异越大,则线下需求价格弹性越小。 展开更多
关键词 线上消费 线下消费 hotelling线性城市模型 均衡分析
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Arnold Bennett’s Hotel Space and Modernity
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作者 DU Xing-jie 《Journal of Literature and Art Studies》 2024年第7期584-591,共8页
Arnold Bennett is well-known for his regional novels that mainly represent domestic quotidian lives of his pottery town,especially the lower and middle class.However,his infatuation with the hotel space implicates his... Arnold Bennett is well-known for his regional novels that mainly represent domestic quotidian lives of his pottery town,especially the lower and middle class.However,his infatuation with the hotel space implicates his ambition to re-situate his characters within the parameters of hotel and create new types of characters,representing in new ways the subjectivity of characters and their relations with material space.Based on his hotel writing,this article intends to re-conceive the historical reasons of his obsession with hotel space and further probe the modernity deflected by his representation of domestic selves and modern public identities in hotel space. 展开更多
关键词 Arnold Bennett hotel writing SPACE modernity
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Strategic Planning Practices of Hotels in Kenya
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作者 Lilian M.Gikutha Florence W.Njau Naghea Jilo 《Journal of Tourism and Hospitality Management》 2024年第1期12-17,共6页
This study broadens perspectives of strategic planning procedures in hotels by analyzing hotel managers’perspectives on hotel strategy formulation and planning.The study was a descriptive quantitative study that targ... This study broadens perspectives of strategic planning procedures in hotels by analyzing hotel managers’perspectives on hotel strategy formulation and planning.The study was a descriptive quantitative study that targeted managers from various Kenyan hotels.180 questionnaires were returned from a sample of 280 hotel managers who had attended management development programs at a hospitality school.The primary goal of the study was to analyze two aspects of the strategic planning process:strategy formulation and strategic planning.The findings revealed that hotels in Kenya have developed methods and are keen on scanning their external environments.However,with the product offerings being so comparable,competitive analysis played an important role in the context.Creating a unique or specialty offering was not a popular option for most hotels.Cost-cutting was the most favored strategic inclination to achieve desired results.The balanced scorecard was underutilized in the sector.While managers were involved in the strategic planning process,other lower cadre employees were not,they were provided with the targets for the hotels’organizational goals to be achieved.The findings reveal that with similar products and services,the industry creates a hostile business climate with fierce rivalry and must invest in the most obvious alternative of cost reduction to survive.Alternative product innovation is not common in this industry for developing a differentiation approach that allows a property to control a market. 展开更多
关键词 hotelS strategy formulation strategic planning
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Exploring Efficient Salary Management Systems:A Case Study of Hefei Yusheng Hotel Management Co.,Ltd.
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作者 Lina Wang 《Proceedings of Business and Economic Studies》 2024年第1期83-88,共6页
The issue of brain drain poses a significant obstacle to the development of the hotel and catering industry.Attracting and retaining skilled personnel to engage in management within this sector has emerged as a primar... The issue of brain drain poses a significant obstacle to the development of the hotel and catering industry.Attracting and retaining skilled personnel to engage in management within this sector has emerged as a primary challenge.This paper examines the current landscape of China’s catering service industry and its salary management system,identifying key challenges encountered in salary management within the industry.Drawing upon salary management theory and insights into existing challenges,the paper proposes specific treatment measures and management strategies. 展开更多
关键词 hotel Compensation management Employee satisfaction
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A Study on Technology Application and Performance of Small and Medium-sized Enterprises in the Context of Cloud Computing Application-A Case Study of Hotel Industry in Henan,China
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作者 Zhang Hui Alireza Mohammadi 《Journal of Sustainable Business and Economics》 2024年第2期69-75,共7页
This paper examines how the adoption of cloud computing affects the relationship between the technical and environmental capabilities of small and medium-sized enterprises(SMEs)in the tourism industry in Henan Provinc... This paper examines how the adoption of cloud computing affects the relationship between the technical and environmental capabilities of small and medium-sized enterprises(SMEs)in the tourism industry in Henan Province,China,thereby promoting the stable and sustainable development of the tourism industry,combining the laws of tourism market development,vigorously constructing a smart tourism project,guiding tourism cloud service providers to strengthen the cooperation and contact with the market’s tourism enterprises,introducing and utilizing cloud computing technology,optimizing and improving the functions of various tourism services of the enterprises,and enhancing the processing and analysis of enterprise-related data to provide tourism information.Strengthen the processing and analysis of enterprise-related data to provide tourism information,and further study the adoption of cloud computing and its impact on small and medium-sized enterprises(SMEs)in terms of technology and business environment knowledge,so as to make the best enterprise management decisions and realize the overall enhancement of the enterprise’s tourism brand value. 展开更多
关键词 SMES Cloud Computing Technology Adoption Performance Henan hotels
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The Logic and Innovative Practice of Hotel Management Talent Training in the New Era
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作者 Yanan Chang 《Journal of Contemporary Educational Research》 2024年第2期157-163,共7页
In the context of the new era,people’s material living standards have improved and the public’s demand for spiritual life experience is more vigorous,the hotel industry has also ushered in the development of the pea... In the context of the new era,people’s material living standards have improved and the public’s demand for spiritual life experience is more vigorous,the hotel industry has also ushered in the development of the peak period,and the demand for high-quality hotel management professionals is increasing.The cultivation of hotel management professionals needs to adapt to the transformation and upgrading of the hotel industry.Based on the study of the development status and new challenges faced by hotel management education in the new era,this article explores the logic and innovative practice of cultivating hotel management professionals from the aspects of strengthening the construction of hotel management disciplines,constructing new models of talent cultivation,reforming educational concepts,and reshaping the teaching content system.It aims to provide guidelines for the cultivation of hotel management professionals in Chinese universities. 展开更多
关键词 hotel management UNIVERSITIES Talent development Career path
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Research on the Development Strategy of Panxi Sunshine Health and Wellness Homestays and Hotels Based on Traditional Chinese Medicine Health Preservation
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作者 Zihui Zhao Zhengnan Wuyu +1 位作者 Sicen Liu Chuibiao Zeng 《Proceedings of Business and Economic Studies》 2024年第3期114-119,共6页
This study is the first phase of research results from the student innovation project“Yunqiao Sunshine Health and Wellness Homestay”group at Chengdu Normal University.By analyzing the current state of the Sunshine H... This study is the first phase of research results from the student innovation project“Yunqiao Sunshine Health and Wellness Homestay”group at Chengdu Normal University.By analyzing the current state of the Sunshine Health and Wellness Tourism Area economy in the Panxi region of Sichuan,local policies,and the current state of Sunshine Health and Wellness homestays and hotels,this paper proposes the possibility of developing Sunshine Health and Wellness homestays and hotels through traditional Chinese medicine(TCM)health preservation methods.It also proposes development strategies for such hotels through a market survey SWOT analysis. 展开更多
关键词 Traditional Chinese medicine health preservation Sunshine Health and Wellness Tourism Area Homestays and hotels STRATEGY
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基于Hotelling模型的铁路保价运输与铁路货运保险协同发展策略分析
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作者 冯芬玲 梁瑷兰 +1 位作者 黄启营 战映辰 《铁道科学与工程学报》 EI CAS CSCD 北大核心 2023年第1期356-363,共8页
加强运输风险防控、提高服务质量是我国铁路货运高质量发展的必然要求。2015年中国铁路财产保险自保有限公司正式成立并逐步推出了铁路货运保险产品,新产品与铁路保价运输存在竞合关系,如何确定铁路保价运输、铁路货运保险以及商业货运... 加强运输风险防控、提高服务质量是我国铁路货运高质量发展的必然要求。2015年中国铁路财产保险自保有限公司正式成立并逐步推出了铁路货运保险产品,新产品与铁路保价运输存在竞合关系,如何确定铁路保价运输、铁路货运保险以及商业货运保险的关系成为保障铁路货物运输安全、提高铁路运输服务质量的关键问题之一。基于Hotelling模型,构建铁路保价运输与国内货运保险竞争、铁路保价运输与铁路货运保险协同后再与商业货运保险竞争2种情况下的竞合模型并对比收益情况。研究表明,铁路保价运输与铁路货运保险协同发展并推出一体化协同产品能增加铁路运输企业收益,协同后铁路保价运输的收益与一体化协同产品利润分配比、铁路保价运输成本、铁路货运保险成本、铁路保价和铁路货运保险的产品替代率有关。同时,提出加快铁路保价保险协同发展进程、推出一体化协同产品、探索铁路保价运输与铁路货运保险协同发展平衡点、提高铁路货运保险在国内货运保险市场中的份额4条协同发展策略。 展开更多
关键词 铁路保价运输 铁路货运保险 竞争协同 hotelLING模型
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基于Hotelling模型的电机以旧换新模式及定价策略研究
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作者 马汉武 李苏皖 《物流工程与管理》 2023年第7期61-67,共7页
为了提高电机迭代,吸引消费者主动参与逆向物流,文中基于Hotelling模型,构建由零售商和第三方平台组成的双渠道供应链,同时引入消费者价格敏感度,研究不同供应链主导者模式下最优以旧换新价格及消费者的渠道偏好。研究表明:单位距离成... 为了提高电机迭代,吸引消费者主动参与逆向物流,文中基于Hotelling模型,构建由零售商和第三方平台组成的双渠道供应链,同时引入消费者价格敏感度,研究不同供应链主导者模式下最优以旧换新价格及消费者的渠道偏好。研究表明:单位距离成本增加,零售商和第三方平台与消费者博弈选择提高以旧换新价格,单位距离成本对消费者零售商渠道选择具有负影响,因此零售商还需考虑选址问题;只有当消费者价格敏感度之差较小,单位距离成本较大时,消费者偏好才会处于双方均衡的状态,反之,消费者会明显偏好于零售商渠道;零售商作为供应链主导者时,供应链总体利润最高,此时消费者对零售商和第三方平台偏好相当,市场处于稳定状态。文中的研究结论对电机迭代供应链具有一定的指导意义。 展开更多
关键词 hotelLING模型 以旧换新 闭环供应链 供应链结构
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基于Hotelling模型品牌效应视域下传统在位企业和跨界数字企业的竞争策略研究
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作者 叶春森 陈芳 《西安航空学院学报》 2023年第6期28-38,共11页
针对数字经济对传统经济的冲击,构建了一个传统在位企业和一个跨界数字企业之间的竞争模型,并讨论在位企业和数字企业的博弈均衡策略。研究发现,品牌延伸是数字企业跨界入市的占优策略。面对跨界入市的数字企业,传统在位企业议价能力较... 针对数字经济对传统经济的冲击,构建了一个传统在位企业和一个跨界数字企业之间的竞争模型,并讨论在位企业和数字企业的博弈均衡策略。研究发现,品牌延伸是数字企业跨界入市的占优策略。面对跨界入市的数字企业,传统在位企业议价能力较低时,应根据新产品价值、与原产品和数字企业产品的相似度选择以品牌延伸或新品牌方式推出新产品参与竞争;否则应根据数字企业产品价值的高、低水平依次选择并存式、冷藏式的收购策略更优。 展开更多
关键词 数字经济 传统在位企业 跨界数字企业 新产品开发 收购 hotelLING模型
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基于改进Hotelling模型的新运输通道定价和补贴策略:以西部陆海新通道为例 被引量:4
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作者 吕靖 乔冠瑛 蒋永雷 《上海海事大学学报》 北大核心 2023年第1期38-45,共8页
在既定的区域货运市场内,为快速扩大新运输通道的受众范围,与既有运输通道形成合理的区域货运格局,考虑不同货物时间价值差异及政府补贴的重要作用,构建改进Hotelling模型分析新运输通道与既有运输通道之间的博弈关系,讨论新运输通道运... 在既定的区域货运市场内,为快速扩大新运输通道的受众范围,与既有运输通道形成合理的区域货运格局,考虑不同货物时间价值差异及政府补贴的重要作用,构建改进Hotelling模型分析新运输通道与既有运输通道之间的博弈关系,讨论新运输通道运营商的最优定价策略和地方政府的最佳补贴策略。以西部陆海新通道中重庆至新加坡及重庆至汉堡的运输通道为例进行实证分析,结果表明:在重庆至新加坡的货运市场中,政府以市场份额为目标时应对电子元件等高时间价值货物提供补贴,政府以社会福利最大为目标时应对橡胶塑料制品等低时间价值货物提供补贴;在重庆至汉堡的货运市场中,政府对笔记本电脑等高时间价值货物提供补贴会带来最佳收益。 展开更多
关键词 西部陆海新通道 政府补贴 hotelLING模型 货物时间价值 海铁联运
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Five-force Analysis and Market Strategies of Budget Hotels in Small and Medium-sized Cities --ake Xuchang Jinjiang INN for Example
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作者 Li PAN 《International English Education Research》 2014年第9期81-83,共3页
Budget hotels, as an emerging hotel model, were started and attained a rapid development in China in the last ten years, and have proven to be important part of China抯 hotel industry. As competitions in the hotel ind... Budget hotels, as an emerging hotel model, were started and attained a rapid development in China in the last ten years, and have proven to be important part of China抯 hotel industry. As competitions in the hotel industry become increasingly fiercer, budget hotel brands launch a fight for seizing more market share. Therefore, it is necessary for Xuchang Jinjiang INN as a famous hotel brand to be distinguished from the hotel product strategies of the developed economic areas in the development environment of the small and medium-sized tourism cities, so as to adapt to the characteristics of regional market. 展开更多
关键词 jinjiang INN Budget hotels Xuchang Small and Medium-sized Cities hotel Operating Management
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The Effects of Job Insecurity, Emotional Exhaustion, and Met Expectations on Hotel Employees’ Pro-Environmental Behaviors: Test of a Serial Mediation Model 被引量:1
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作者 Osman M.Karatepe Raheleh Hassannia +2 位作者 Tuna Karatepe Constanţa Enea Hamed Rezapouraghdam 《International Journal of Mental Health Promotion》 2023年第2期287-307,共21页
There are a plethora of empirical pieces about employees’pro-environmental behaviors.However,the extant literature has either ignored or not fully examined various factors(e.g.,negative or positive non-green workplac... There are a plethora of empirical pieces about employees’pro-environmental behaviors.However,the extant literature has either ignored or not fully examined various factors(e.g.,negative or positive non-green workplace factors)that might affect employees’pro-environmental behaviors.Realizing these voids,the present paper proposes and tests a serial mediation model that examines the interrelationships of job insecurity,emotional exhaustion,met expectations,and proactive pro-environmental behavior.We used data gathered from hotel customer-contact employees with a time lag of one week and their direct supervisors in China.After presenting support for the psychometric properties of the measures via confirmatory analysis in LISREL 8.30,the abovementioned linkages were gauged using the PROCESS plug-in for statistical package for social sciences.The findings delineated support for the hypothesized associations.Specifically,emotional exhaustion and met expectations partly mediated the effect of job insecurity on proactive pro-environmental behavior.More importantly,emotional exhaustion and met expectations serially mediated the influence of job insecurity on proactive pro-environmental behavior.These findings have important theoretical implications as well as significant implications for diminishing job insecurity,managing emotional exhaustion,increasing met expectations,and enhancing ecofriendly behaviors. 展开更多
关键词 Emotional exhaustion hotel customer-contact employees job insecurity met expectations pro-environmental behavior
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从“以机适地”到“改地宜机”的丘陵山区农业机械化路径优化 被引量:3
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作者 邵腾伟 王堃 《中国农机化学报》 北大核心 2024年第3期269-277,共9页
丘陵山区耕地面积、农作物播种面积均占全国耕地面积及农作物播种面积的1/3,涉及农业人口近3亿人,研究如何推进农业机械化以实现农业强国至关重要。从丘陵山区农业机械化发展的内在逻辑出发,比较分析“改地宜机”与“以机适地”,探讨丘... 丘陵山区耕地面积、农作物播种面积均占全国耕地面积及农作物播种面积的1/3,涉及农业人口近3亿人,研究如何推进农业机械化以实现农业强国至关重要。从丘陵山区农业机械化发展的内在逻辑出发,比较分析“改地宜机”与“以机适地”,探讨丘陵山区从“以机适地”到“改地宜机”的农业机械化转换动力,结合Hotelling模型测算政府支持丘陵山地“改地宜机”的补贴标准,并对国内外案例进行分析解读。研究表明,“以机适地”的小型化农机对农业生产率改进有限,丘陵山区农业现代化、建设农业强国的根本出路在于“改地宜机”为大动力、高效率农机作业创造土地条件。为提高农业经营主体参与“改地宜机”意愿,政府应根据宜机化改造耕地条件采取差异化财政补贴,降低农业经营主体“改地宜机”投入成本、缩短投资回本年限,其中坡度在2°以下、2°~6°、6°~15°的补贴标准分别为15 000元/hm^(2)、30 000元/hm^(2)和45 000元/hm^(2),对坡度超过15°以土地原则应退耕还林还草,不宜高成本进行宜机化改造。针对国内外丘陵山区“改地宜机”的农业机械化经验及存在的问题,提出积极稳妥推进丘陵山区“改地宜机”的对策建议。 展开更多
关键词 丘陵山区 改地宜机 以机适地 农业机械化 hotelLING模型
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Assessment of the Implementation of Energy Conservation Opportunities Arising from Energy Audits;A Study of Four-Star and Five-Star Hotels in Nairobi Kenya
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作者 Nicholas Ogola Peter Musau Cyrus Wekesa 《Journal of Power and Energy Engineering》 2023年第9期15-44,共30页
This study assesses the implementation of energy conservation opportunities in four-star and five-star hotels in Nairobi. The Covid-19 pandemic had a significant impact on the Hospitality Industry. Currently, there is... This study assesses the implementation of energy conservation opportunities in four-star and five-star hotels in Nairobi. The Covid-19 pandemic had a significant impact on the Hospitality Industry. Currently, there is a growing inclination to furnish guests with superior and sustainable services in an energy-efficient and eco-friendly way. Comprehensive research was conducted from energy audits gathered from the establishments and contracted auditing companies, on top of this, hotel staff were given digital questionnaires. To add to the data, the researcher surveyed the hotels with engineering managers. The Energy Audits found that all 10 hotels had adopted Energy Conservation Opportunities (ECOs). After further analysis, the mean adoption rate of Energy Conservation Opportunities (ECOs) during the past three years was 55.83%, which was below the aim of 100%. According to studies, hotel staff manages energy to cut costs. The researcher found that hotels use up a lot of energy. However, they have conservation potential, depending on government policies, costs, ease of implementation, and management commitment to sustainable practices. Essentially, Energy Conservation Opportunities (ECOs) reduce energy expenditures and boost reliable revenues, especially during high energy prices and uncertainty. 展开更多
关键词 Energy Conservation Opportunities (ECOs) Energy Regulation 2012 Energy Audit 4-Star hotel 5-Star hotel Energy Management Environmental Sustainability Energy Efficiency
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An impact assessment of the COVID‑19 pandemic on Japanese and US hotel stocks
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作者 Takashi Kanamura 《Financial Innovation》 2023年第1期2507-2557,共51页
This study proposes two new regime-switching volatility models to empirically analyze the impact of the COVID-19 pandemic on hotel stock prices in Japan compared with the US,taking into account the role of stock marke... This study proposes two new regime-switching volatility models to empirically analyze the impact of the COVID-19 pandemic on hotel stock prices in Japan compared with the US,taking into account the role of stock markets.The first model is a direct impact model of COVID-19 on hotel stock prices;the analysis finds that infection speed negatively affects Japanese hotel stock prices and shows that the regime continues to switch to high volatility in prices due to COVID-19 until September 2021,unlike US stock prices.The second model is a hybrid model with COVID-19 and stock market impacts on the hotel stock prices,which can remove the market impacts on regime-switching volatility;this analysis demonstrates that COVID-19 negatively affects hotel stock prices regardless of whether they are in Japan or the US.We also observe a transition to a high-volatility regime in hotel stock prices due to COVID-19 until around summer 2021 in both Japan and the US.These results suggest that COVID-19 is likely to affect hotel stock prices in general,except for the influence of the stock market.Considering the market influence,COVID-19 directly and/or indirectly affects Japanese hotel stocks through the Japanese stock market,and US hotel stocks have limited impacts from COVID-19 owing to the offset between the influence on hotel stocks and no effect on the stock market.Based on the results,investors and portfolio managers should be aware that the impact of COVID-19 on hotel stock returns depends on the balance between the direct and indirect effects,and varies from country to country and region to region. 展开更多
关键词 hotel industry Asset price volatility COVID-19 REGIME-SWITCHING Infection speed
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An Ensemble-Based Hotel Reviews System Using Naive Bayes Classifier
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作者 Joseph Bamidele Awotunde Sanjay Misra +1 位作者 Vikash Katta Oluwafemi Charles Adebayo 《Computer Modeling in Engineering & Sciences》 SCIE EI 2023年第10期131-154,共24页
The task of classifying opinions conveyed in any form of text online is referred to as sentiment analysis.The emergence of social media usage and its spread has given room for sentiment analysis in our daily lives.Soc... The task of classifying opinions conveyed in any form of text online is referred to as sentiment analysis.The emergence of social media usage and its spread has given room for sentiment analysis in our daily lives.Social media applications and websites have become the foremost spring of data recycled for reviews for sentimentality in various fields.Various subject matter can be encountered on social media platforms,such as movie product reviews,consumer opinions,and testimonies,among others,which can be used for sentiment analysis.The rapid uncovering of these web contents contains divergence of many benefits like profit-making,which is one of the most vital of them all.According to a recent study,81%of consumers conduct online research prior to making a purchase.But the reviews available online are too huge and numerous for human brains to process and analyze.Hence,machine learning classifiers are one of the prominent tools used to classify sentiment in order to get valuable information for use in companies like hotels,game companies,and so on.Understanding the sentiments of people towards different commodities helps to improve the services for contextual promotions,referral systems,and market research.Therefore,this study proposes a sentiment-based framework detection to enable the rapid uncovering of opinionated contents of hotel reviews.A Naive Bayes classifier was used to process and analyze the dataset for the detection of the polarity of the words.The dataset from Datafiniti’s Business Database obtained from Kaggle was used for the experiments in this study.The performance evaluation of the model shows a test accuracy of 96.08%,an F1-score of 96.00%,a precision of 96.00%,and a recall of 96.00%.The results were compared with state-of-the-art classifiers and showed a promising performance andmuch better in terms of performancemetrics. 展开更多
关键词 Sentiment analysis hotel reviews Naive Bayes algorithm consumer opinions web 2.0 machine learning
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Is pass‑through of the exchange rate to restaurant and hotel prices asymmetric in the US?Role of monetary policy uncertainty
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作者 Uju Violet Alola Ojonugwa Usman Andrew Adewale Alola 《Financial Innovation》 2023年第1期539-557,共19页
This study examines the exchange rate pass-through to the United States(US)restaurant and hotel prices by incorporating the effect of monetary policy uncertainty over the period 2001:M12 to 2019:M01.Using the nonlinea... This study examines the exchange rate pass-through to the United States(US)restaurant and hotel prices by incorporating the effect of monetary policy uncertainty over the period 2001:M12 to 2019:M01.Using the nonlinear autoregressive distributed lag(NARDL)model,empirical evidence indicates asymmetric pass-through of exchange rate and monetary policy uncertainty.Moreover,a stronger pass-through effect is observed during depreciation and a negative shock in monetary policy uncertainty,corroborating asymmetric pass-through predictions.Our results further show that a positive shock in energy prices leads to an increase in restaurant and hotel prices.Furthermore,asymmetric causality indicates that a positive shock in the exchange rate causes a positive shock to restaurant and hotel prices.We found feedback causal effects between positive and negative shocks in monetary policy uncertainty and positive and negative shocks in the exchange rate.Additionally,we detected a one-way asymmetric causality,flowing from a positive(negative)shock to a positive(negative)shock in energy prices.Therefore,these findings provide insights for policymakers to achieve low and stable prices in the US restaurant and hotel industry through sound monetary policy formulations.Highlights.The drivers of restaurant and hotel business in tourism destinations are examined.There is asymmetric pass-through of exchange rate and monetary policy uncertainty.A stronger pass-through is observed during appreciation and a negative shock to monetary policy uncertainty.There is asymmetric causality from positive shock in exchange rate to postive shock in restaurant and hotel prices. 展开更多
关键词 Restaurant and hotel prices Exchange rate Monetary policy uncertainty Energy price index US economy
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