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Comparative Analysis of Prediction Models for Cryptocurrency Price Prediction (May 2022) 加密货币价格预测模型对比分析(2022年5月)
Pub Date : 2022-06-30 DOI: 10.35940/ijmh.j1497.0681022
Harshvardhan Sinha, Sangle Gaurav Keshavrao, Pulkit Verma
The decentralization of cryptocurrencies has greatly reduced the level of central control over them, impacting international relations and trade. Further, wide fluctuations in cryptocurrency price indicate an urgent need for an accurate way to forecast this price. This project proposes a method to predict fluctuations in the prices of cryptocurrencies, which are increasingly used for online transactions worldwide. This project proposes a novel method to compare the efficiency of five different models predicting the cryptocurrency price by considering various factors such as market cap, volume, circulating supply, and maximum supply based on deep learning techniques such as the Linear Regression, Support vector regression (SVR), Auto Regressive Integrated Moving Average (ARIMA), Long Short-Term Memory (LSTM) and a hybrid model of ARIMA and LSTM which are effective learning models for training data. The hybrid model outperforms the LSTM and ARIMA model after comparing RMSE values. The proposed approach is implemented in Python and validated for benchmark datasets.
加密货币的去中心化大大降低了中央对它们的控制水平,影响了国际关系和贸易。此外,加密货币价格的大幅波动表明迫切需要一种准确的方法来预测这一价格。该项目提出了一种预测加密货币价格波动的方法,加密货币在全球范围内越来越多地用于在线交易。该项目提出了一种新方法,通过考虑市值、交易量、流通供应和最大供应等各种因素,来比较五种不同模型预测加密货币价格的效率,该方法基于深度学习技术,如线性回归、支持向量回归(SVR)、自动回归综合移动平均(ARIMA)、长短期记忆(LSTM)和ARIMA和LSTM的混合模型,这些模型是训练数据的有效学习模型。通过比较RMSE值,混合模型优于LSTM和ARIMA模型。提出的方法在Python中实现,并在基准数据集上进行了验证。
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引用次数: 0
Tourism and Sustainability in Times of Covid-19: the Case of Uttar Pradesh 2019冠状病毒病时期的旅游业和可持续性:以北方邦为例
Pub Date : 2022-05-30 DOI: 10.35940/ijmh.i1482.058922
Akanksha Singh, Pooja J Sahu, Prof. Girish Mohan Dubey
The outbreak of COVID-19 brought social and economic life to a standstill. This paper discusses the impact of the Coronavirus/COVID-19 crisis on Uttar Pradesh Tourism, focus is made on assessing the impact on affected sectors, such as aviation, tourism, employment. The study have also discussed about the role of Uttar Pradesh Tourism in Indian Economy. For data collection, the secondary data has been collected through extensive literature reviews. The government data about the incidences regarding coronavirus has been collected. Coronavirus in Uttar Pradesh has significant impacts all across the globe mainly tourism sector as tourist have canceled their programs where Uttar Pradesh is on 3rd position of tourist destination in India. Cities like Agra, Varanasi, Lucknow and Ayodhya are more reliant on tourism have been more affected by this crisis. The finding of this study is very important as government in preventing and stopping decrement demand in tourism industry. The Government need to introduce some policies or incentives for the tourism industry. The paper also shows some of the remedial measures that must be taken care of so that there is a boast in the economy.
新冠肺炎疫情使社会和经济生活陷入停顿。本文讨论了冠状病毒/COVID-19危机对北方邦旅游业的影响,重点是评估对受影响部门的影响,如航空、旅游、就业。研究还讨论了北方邦旅游业在印度经济中的作用。在数据收集方面,通过广泛的文献综述收集了二手数据。政府已经收集了有关冠状病毒发病率的数据。北方邦的冠状病毒在全球范围内产生了重大影响,主要是旅游业,因为游客取消了他们的计划,北方邦是印度第三大旅游目的地。像阿格拉、瓦拉纳西、勒克瑙和阿约提亚这样更依赖旅游业的城市受到这场危机的影响更大。本文的研究结果对政府预防和遏制旅游业需求下降具有重要意义。政府需要为旅游业推出一些政策或激励措施。文章还指出了一些必须采取的补救措施,以便在经济中有一个自夸。
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引用次数: 1
Analysing Green HR Practices in District Administrative Offices in Context with Jharkhand Santhal Pargana District 以贾坎德邦Santhal Pargana区为例分析地方行政办公室的绿色人力资源实践
Pub Date : 2022-05-30 DOI: 10.35940/ijmh.i1481.058922
A. Sarkar
Green HRM an emerging concept that most Indian industry trying to adopt for sustainable development and carbon free environment. In this research, an analysis toward the perception and attitude regarding green HR practices in Indian public sector undertakings. This study is primarily centric towards public sector firms like banks, public concern offices, and various state Government concerns. The primary objective of this research is to analyze the perception and attitude of employee and the gap in implementation by employer of such practices. By reviewing various research literatures it has been found that many national research are conducted research on GHRM but very few on employee perception and attitude especially in context with public sector. It has been observed that companies focus on implementation of green- Hr. practices nowadays but are not concern about employee awareness programs which results lack of interest towards the concept by employees. Sectors like IT, telecom, E- commerce, KPOs and BPOs are successfully implemented the practices and are in advance stage of environment friendly people resource management. Implementation of green environment management needs to impose as mandatory compliances by industries. In relevance to behavioral level of Indian work force it has been found that there is a positive correlation with work life balance. The author would also like to suggest how to bridge the gap between the implementation and employee perception by various awareness program in public sector undertakings.
绿色人力资源管理是一个新兴的概念,大多数印度工业试图采用可持续发展和无碳环境。在本研究中,分析了印度公共部门企业对绿色人力资源实践的认知和态度。这项研究主要以公共部门公司为中心,如银行、公共关注办公室和各种州政府关注。本研究的主要目的是分析员工的看法和态度,以及雇主在实施这些做法方面的差距。通过对各种研究文献的回顾,我们发现许多国家的研究都对GHRM进行了研究,但对员工的感知和态度的研究却很少,特别是在公共部门的背景下。据观察,企业注重绿色人力资源的实施。目前的实践,但没有关注员工意识计划,导致员工对这个概念缺乏兴趣。资讯科技、电讯、电子商贸、kpo及bpo等界别均已成功推行上述措施,并已进入环保人力资源管理的先进阶段。实施绿色环境管理需要行业强制遵守。在与印度劳动力行为水平相关的研究中,发现工作与生活的平衡存在正相关。作者还想建议如何通过公共部门事业中的各种意识项目来弥合实施与员工感知之间的差距。
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引用次数: 0
Coping Strategies, Anxiety and Mental Health Among Female Undergraduate Students in Kosova 科索沃女大学生的应对策略、焦虑与心理健康
Pub Date : 2022-05-30 DOI: 10.35940/ijmh.i1488.058922
Merita Shala, Pranvera Jetishi Çollaku
This study aimed to explore the possible effects of coping strategies and anxiety on mental health among female undergraduate students in Kosovo. 492 students (M = 20.54, SD = 1.98) from three universities, voluntarily completed the Mental health SRMH, the Brief-COPE self-report questionnaire, the 7-item Generalized Anxiety Disorder Scale, and a sociodemographic survey through a web-based Google form. Descriptive, correlation, t-Test, ANOVA, linear and multiple regressions were used. 65% suffered from anxiety and 62.6% of them rated their general health as poor. Students of second and third year reported more poor mental health (64.5%; 64.1%; 66%) and higher anxiety level (47.7%; 36.8%; 36.4%) than other students. There was a significant moderate positive relationship only between the anxiety and avoidant coping style. The hierarchical regression models indicated that the mental health score of students were predicted by being infected with COVID-19 (P = 0.00), study year (P = 0.00), and type of university (P = 0.000). Overall, the findings indicated that coping strategies don’t appear to predict mental health among students (P>0.00). The universities should be more aware of the students’ mental health. Organizing intervention programs with professionally trained counselors, may be one of the activities provided for them
本研究旨在探讨应对策略和焦虑对科索沃女大学生心理健康的可能影响。来自三所大学的492名女大学生(M = 20.54, SD = 1.98)自愿完成了心理健康SRMH、Brief-COPE自述问卷、7项广泛性焦虑障碍量表,并通过网络谷歌表格进行了社会人口调查。采用描述性、相关性、t检验、方差分析、线性和多元回归分析。65%的人患有焦虑症,62.6%的人认为自己的总体健康状况不佳。二年级和三年级的学生报告心理健康状况较差(64.5%;64.1%;66%)和较高的焦虑水平(47.7%;36.8%;36.4%)。焦虑与回避型应对方式之间存在显著的中度正相关。分层回归模型显示,大学生心理健康得分与感染情况(P = 0.00)、学习年限(P = 0.00)和大学类型(P = 0.000)有关。总体而言,研究结果表明,应对策略似乎不能预测学生的心理健康状况(P < 0.05)。大学应该更加关注学生的心理健康。与受过专业训练的咨询师一起组织干预项目,可能是为他们提供的活动之一
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引用次数: 0
Graduates Employability Skills and Placements - Mediating Role of Career Adaptability 毕业生就业能力、技能与就业安置——职业适应的中介作用
Pub Date : 2022-05-30 DOI: 10.35940/ijmh.j1490.058922
Dr. Kalpana Venugopal, Dr V Saravana Kumar
This paper focused on examining the relationship exist between psychosocial variables, employability skills and career adaptability for procuring placements among management graduates; to ascertain the mediating effect of career adaptability skills in the relationship between employability skills and placements. The study opt, cross-sectional design. Data were gathered from management graduates (N=207), placed in varied job settings through academic placements. Hierarchical regression were performed to accomplish objectives of the study. The results showed positive and significant correlation among employability, career adaptability towards procuring placements. Further describes partial mediation effect of career adaptability in relationship between employability and placements obtained among graduates. The results proposes that management graduates need to possess more adaptability skills compared to employability skills in order to secure employment through placements. The career adaptability dimensions: control, curiosity, concern, confidence and major employability skills can be enhanced by providing academic workshops and training interventions to management graduates.
本文主要研究了社会心理变量、就业技能和职业适应能力对管理类毕业生就业的影响;目的:探讨职业适应技能在就业能力技能与就业安置关系中的中介作用。本研究采用横断面设计。数据来自管理专业毕业生(N=207),他们通过学术实习被安排在不同的工作环境中。为了达到研究目的,我们进行了层次回归。结果显示,大学生就业能力、职业适应能力与就业安排之间存在显著正相关。进一步描述了职业适应性在毕业生就业能力与就业安置关系中的部分中介作用。结果表明,管理专业毕业生需要具备更多的适应能力,而不是就业能力,以确保通过安置就业。通过为管理专业毕业生提供学术研讨会和培训干预,可以提高职业适应能力维度:控制、好奇心、关注、信心和主要就业技能。
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引用次数: 1
To Study the Importance of HR Analytics Practice for SMEs in NCR Region 研究人力资源分析实践对NCR地区中小企业的重要性
Pub Date : 2022-05-30 DOI: 10.35940/ijmh.i1479.058922
Tanya Nagpal, Akhilesh Kumar Jaiswal, Boby Singh Panchal
HR Analytics play a crucial role and responsible for and assisting in solving HR related issues, ensuring these adhere to the organizations policies and objectives. The study aims to identify the application of HR analytics in human resource practices and also in addition to it to examine the employee satisfaction with HR Analytics. This study adopts Simple Random Sampling method as a research methodology and descriptive research design as a research design. Also adopts different data collection techniques like past records, questionnaires, interviews, observations, etc. The findings reveal that HR analytics increases employment, fastens decision making, improves productivity and so on. The last but not least this study brings clarity over the conceptualization of HR analytics by offering a comprehensive definition. Additionally, it facilitates business and HR leaders in making informed decisions on adopting and implementing HR Analytics. Moreover, it assists HR researchers in positioning their paper more explicitly in current debates and encouraging them to develop some future avenues of research departing from some questions posed.
人力资源分析扮演着至关重要的角色,负责并协助解决人力资源相关问题,确保这些问题符合组织的政策和目标。该研究旨在确定人力资源分析在人力资源实践中的应用,除此之外,还研究了人力资源分析的员工满意度。本研究采用简单随机抽样法作为研究方法,采用描述性研究设计作为研究设计。同时采用不同的数据收集技术,如过往记录、问卷调查、访谈、观察等。研究结果表明,人力资源分析增加了就业,加快了决策制定,提高了生产率等等。最后但并非最不重要的是,这项研究通过提供一个全面的定义,使人力资源分析的概念化变得清晰。此外,它有助于企业和人力资源领导者在采用和实施人力资源分析方面做出明智的决定。此外,它有助于人力资源研究人员在当前的辩论中更明确地定位他们的论文,并鼓励他们从提出的一些问题出发,开发一些未来的研究途径。
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引用次数: 0
Effect of Career Counselling on Employee Performance in Murang’a Water and Sanitation Company Limited Murang’a Water and Sanitation有限公司职业咨询对员工绩效的影响
Pub Date : 2022-04-30 DOI: 10.35940/ijmh.h1460.048822
Christine Syombua Kathukya, Dr. Caroline Igoki Mwangi, Prof. Clifford Machogu
Career counseling is a career development initiative in which career education is provided to workers by career counselors to help them appreciate their motivations, explain their objectives, commit to action, navigate career transitions, and learn how they can contribute to the organization's overall effectiveness. The fundamental aims of counseling are to foster behavioral improvement, support decision-making, facilitate the capacity of clients, develop coping skills and improve relationships. Employee performance is a major challenge in organizational management and the key goal of any business enterprise is to take steps to inspire workers to deliver and achieve organizational competitiveness. This study sought to establish the effects of career counselling practices on employee performance in Murang’a Water and Sanitation Company Limited (MUWASCO) in Murang’a County in Kenya. Specifically the study sought to establish the extent to which career coaching, career guidance and counseling programs have influenced employee performance in MUWASCO. The study was guided by trait and factor theory. Descriptive survey research design was adopted in the study. The target population was 150 employees and the researcher employed census sampling technique. The data collection instrument was self-administered questionnaires. Absolute forms of mean, standard deviation and percentages were employed in descriptive analysis. Regression analysis was used to establish the relationship between dependent and the independent variables of the study. The response rate was 85% hence reliability and validity of the study. From the analysis it was observed that the organization has implemented career counseling and this positively contributed to employee performance. A positive and significant relationship between the variables under investigation was demonstrated. The researcher recommends that the organization under study should formulate a clear policy on career coaching to help workers define their personal goals, prepare their career plans and address their needs. The study also suggests provision of adequate information on career guidance and a career guidance policy directed towards enhancing the competencies of workers.
职业咨询是一项职业发展倡议,由职业顾问向员工提供职业教育,帮助他们了解自己的动机,解释自己的目标,承诺采取行动,引导职业转型,并了解自己如何为组织的整体效率做出贡献。咨询的基本目的是促进行为改善,支持决策,促进客户的能力,发展应对技能和改善关系。员工绩效是组织管理的主要挑战,任何企业的关键目标都是采取措施激励员工交付并实现组织竞争力。本研究旨在确定职业咨询实践对肯尼亚穆朗阿县穆朗阿水和卫生有限公司(MUWASCO)员工绩效的影响。具体而言,本研究试图确定职业指导、职业指导和咨询计划对MUWASCO员工绩效的影响程度。本研究以特质与因子理论为指导。本研究采用描述性调查研究设计。研究对象为150名员工,采用人口普查抽样方法。数据收集工具为自填问卷。描述性分析采用均值、标准差和百分比的绝对形式。采用回归分析建立研究的因变量和自变量之间的关系。应答率为85%,具有较高的信度和效度。从分析中可以看出,该组织实施了职业咨询,这对员工绩效有积极的贡献。被调查的变量之间的积极和显著的关系被证明。研究人员建议,所研究的组织应该制定一个明确的职业指导政策,帮助员工确定他们的个人目标,准备他们的职业规划和解决他们的需求。研究报告还建议提供关于职业指导的充分资料和旨在提高工人能力的职业指导政策。
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引用次数: 1
SWAYAM Platform of Distance Learning: A Perceptual Study SWAYAM远程学习平台:一个感性的研究
Pub Date : 2022-04-30 DOI: 10.35940/ijmh.h1458.048822
Prof. (Dr.) Tarika Singh Sikarwar, Dr. Monika Gupta, Dr. Swati Vishnoi
Education has a prime importance in the economic growth and in the form of a constructive education; SWAYAM platform which is one of the largest platforms for MOOCs in India is giving a lifelong learning opportunity through distance mode. Government of India has tried to provide an interactive open education interface. Though SWYAM is very near to the heart of government but what actual users perceive about it should be known. In this context, it becomes important to know what perception teachers and students have regarding SWAYAM. Taking a sample of teachers and students, core dimensions for the perception of teachers and students for the SWAYAM Platform of learning is found using a self-designed questionnaire. More than 70% of the respondents are spending time for SWAYAM courses and they are agreed that it help to gain knowledge. Different determinants forming the perception of teachers and students are found in the study. Results indicated that though Swayam courses are considered as flexible, innovative, interactive, and easy tool but it do not lead to employability and may be difficult to use. The study will act as the guideline for preparing policies taking into account the perceptual factors of both teachers and students on the favorable use of SWAYAM. Further, practical implications and recommendations are presented for higher education ministry for making SWAYAM MOOCs as the fruitful one.
教育在经济增长和建设性教育中具有首要的重要性;SWAYAM平台是印度最大的mooc平台之一,通过远程模式提供终身学习的机会。印度政府试图提供一个互动的开放教育界面。虽然SWYAM非常接近政府的核心,但实际用户对它的看法应该是知道的。在这种情况下,了解教师和学生对SWAYAM的看法变得非常重要。以教师和学生为样本,使用自行设计的问卷,发现教师和学生对SWAYAM学习平台的感知的核心维度。超过70%的受访者花时间参加SWAYAM课程,他们认为这有助于获得知识。在研究中发现了形成教师和学生感知的不同因素。结果表明,尽管Swayam课程被认为是灵活、创新、互动和简单的工具,但它并不能提高就业能力,而且可能难以使用。该研究将作为制定政策的指导方针,考虑到教师和学生对有利使用SWAYAM的感知因素。最后,对高等教育部如何将SWAYAM mooc办成卓有成效的mooc提出了实际意义和建议。
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引用次数: 0
A Prism for Viewing 21st Century Leadership Pedagogy 透视21世纪领导教育学的棱镜
Pub Date : 2022-04-30 DOI: 10.35940/ijmh.h1462.048822
Deshea Simon
Leadership training needs a holistic, contemporary approach to meet the global workforce challenges of the 21st century. Metaphorically, a kaleidoscope can provide the lens through which we view the diversity of positions on leadership training. Change evolves with each individual viewing through the lenses. An appreciation of the uniqueness of students in problem solving of necessity, moves leadership training from a static to a fluid event and involves all constituent groups, namely, students, faculty, business leaders and community members. This paper examines the changes in leadership training from the 20th century to the pedagogical dilemma of leadership training in the 21st century. Research was conducted using the curriculum of seven leadership-training groups with the results having implications for future studies and modifications to academic curricula.
领导力培训需要一个全面的、现代的方法来应对21世纪全球劳动力的挑战。打个比方,一个万花筒可以提供一个镜头,通过它我们可以看到领导力培训职位的多样性。变化随着每个人透过镜头的观察而演变。认识到学生在解决必要问题方面的独特性,使领导力培训从静态活动转变为流动活动,并涉及所有组成群体,即学生、教师、商界领袖和社区成员。本文考察了从20世纪到21世纪领导力培训的教学困境。研究使用七个领导力培训小组的课程进行,结果对未来的研究和学术课程的修改具有启示意义。
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引用次数: 0
Feedabck Analysis: A Process Definition 反馈分析:一个过程定义
Pub Date : 2022-04-30 DOI: 10.35940/ijmh.h1468.048822
Mr. Biswajit Biswas, Mr. Debjit Rakshit
Customers Feedbacks take an important role for any business. It gives information to the new customers about their interactions with product or service. The objectives of this research work are to find out the degree of happiness of the customers and assist marketing teams in determining the gap between customers’ acceptance and product or service quality. From this gap marketers can improve their product and service quality. Customers share their reviews, ideas, experiences about the product and service quality. In this research work, authors have chosen an automobile service station named Mohan Automobile Service Station, West Bengal. In this research work authors have collected the customers feedback through questioners created in Google form. The collected feedbacks are validated and analyzed to know the insight sentiment using Python Monkey Learn tools. The result of the collected feedback is shown as positive, negative, or neutral based on the polarity of the feedback. The result will be helpful for the service station to know their weak point and they can update their service quality.
客户反馈对任何企业来说都起着重要的作用。它向新客户提供有关他们与产品或服务互动的信息。这项研究工作的目的是找出顾客的幸福程度,并协助营销团队确定顾客的接受程度与产品或服务质量之间的差距。从这一差距,营销人员可以提高他们的产品和服务质量。顾客分享他们对产品和服务质量的评价、想法和经验。在本次研究工作中,笔者选择了西孟加拉邦的一个汽车服务站——莫汉汽车服务站。在这项研究工作中,作者通过谷歌形式的提问收集了客户的反馈。使用Python Monkey Learn工具对收集到的反馈进行验证和分析,以了解洞察力。根据反馈的极性,收集到的反馈的结果显示为正、负或中性。研究结果有助于加油站了解自身的薄弱环节,提高服务质量。
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引用次数: 0
期刊
International Journal of Management and Humanities
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