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Hull-WEMA: a novel zero-lag approach in the moving average family, with an application to COVID-19 Hull-WEMA:移动平均线家庭中的新型零滞后方法,并应用于COVID-19
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.119582
S. Hansun, V. Charles, Tatiana Gherman, Vijayakumar Varadarajan
The moving average (MA) is undeniably one of the most popular forecasting methods in time series analysis. In this study, we consider two variants of MA, namely the weighted exponential moving average (WEMA) and the hull moving average (HMA). WEMA, which was introduced in 2013, has been widely used in different scenarios but still suffers from lags. To address this shortcoming, we propose a novel zero-lag Hull-WEMA method that combines HMA and WEMA. We apply and compare the proposed approach with HMA and WEMA by using COVID-19 time series data from ten different countries with the highest number of cases on the last observed date. Results show that the new approach achieves a better accuracy level than HMA and WEMA. Overall, the paper advocates a white-box forecasting method, which can be used to predict the number of confirmed COVID-19 cases in the short run more accurately.
移动平均线无疑是时间序列分析中最常用的预测方法之一。在本研究中,我们考虑了加权指数移动平均(WEMA)和船体移动平均(HMA)两种MA的变体。WEMA于2013年推出,已经广泛应用于不同的场景,但仍然存在滞后问题。为了解决这一问题,我们提出了一种结合HMA和WEMA的零滞后Hull-WEMA方法。我们通过使用来自最近观测日期病例数最多的10个不同国家的COVID-19时间序列数据,将所提出的方法与HMA和WEMA进行了应用和比较。结果表明,该方法比HMA和WEMA具有更高的精度水平。总体而言,本文主张采用白盒预测方法,可以更准确地预测短期内的确诊病例数。
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引用次数: 3
A Triple Bottom Line Multi-Criteria Decision Making Framework for Supplier Selection 供应商选择的三重底线多准则决策框架
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.10040899
Zahra Ebrahim Qazvini, M. Maleki
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引用次数: 0
An multi-criteria based analytical study of the impact of Covid-19 on ELSS fund performance 基于多标准的Covid-19对ELSS基金业绩影响的分析研究
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.10048438
J. N. Mukhopadhyaya, S. Biswas, Dragan Pamuar
This paper examines the impact of COVID-19 on the performance of select equity linked savings scheme (ELSS) funds in India for two different time periods namely June 2019 (before COVID-19) and June 2021 (after COVID-19) using risk, return and market perception based criteria. We use a hybrid multi-criteria decision-making (MCDM) framework of level based weight assessment (LBWA) and measurement of alternatives and ranking according to compromise solution (MARCOS). We test the group harmony using Kendall's concordance coefficient. We find that the result is validated and shows stability in the sensitivity analysis. To the best of our knowledge, the present work is the first of its kind that assesses the impact of COVID-19 on asset management companies (AMC) of ELSS funds from multiple perspectives. We observe that AMCs are unable to maintain their performance and ranks which suggests a highly competitive and fragmented nature of India's growing ELSS funds.
本文使用基于风险、回报和市场感知的标准,研究了2019年6月(COVID-19之前)和2021年6月(COVID-19之后)两个不同时间段内COVID-19对印度精选股票关联储蓄计划(ELSS)基金业绩的影响。采用基于层次的权重评估(LBWA)和折衷方案(MARCOS)的替代度量和排序的混合多准则决策(MCDM)框架。我们用肯德尔和谐系数来检验群体的和谐。在灵敏度分析中,结果得到了验证,并显示出稳定性。据我们所知,这是首次从多个角度评估新冠疫情对资产管理公司(资产管理公司)的影响。我们观察到,资产管理公司无法维持其业绩和排名,这表明印度日益增长的ELSS基金具有高度竞争和分散的性质。
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引用次数: 2
SVD-initialised K-means clustering for collaborative filtering recommender systems 协同过滤推荐系统的svd初始化K-means聚类
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.119580
Murchhana Tripathy, Santilata Champati, S. Patnaik
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引用次数: 1
Leveraging Organizational Hierarchies and Networks: Reassessing Strategic Planning and Strategic Doing 利用组织层级和网络:重新评估战略规划和战略执行
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.10043406
Edward M. Morrision, J. Barrett, J. Parnell
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引用次数: 0
Inventory Pricing Strategy Considering Product Returns for Deteriorating Items with Multi-Variate Dependent Demand 多元依赖需求下考虑产品退货的变质物品库存定价策略
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.10046534
K. Kamna, Jitendra Singh, Mahendra Singh
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引用次数: 0
Improvement in Quality of BI Decision-Making Process through Data Quality, Information Quality, BI Management and Motivation 通过数据质量、信息质量、BI管理和激励来提高BI决策过程的质量
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.10046533
Richa Misra, A. Rajesh, Ankur Saini
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引用次数: 0
The Dialectic of Failure or Hope in Organizations: A Grounded Theory Study in a Developing Country Context 组织中失败或希望的辩证法:一个基于发展中国家背景的理论研究
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.10041094
Haniruzila Hanifah, Khaled Nawaser, M. Azadi, M. Hakkak, Ali Vafaei Zadeh
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引用次数: 2
Human-behavioral micro-foundations of dynamic capabilities: A systematic review of the last two decades of research 动态能力的人类行为微观基础:近二十年研究的系统回顾
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.10044203
Haniruzila Hanifah, Khaled Nawaser, Fatemeh Gheitarani, Ali Vafaei Zadeh
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引用次数: 2
Deciphering the complexity of human behaviour and decision-making: towards developing human friendly organisations 破译人类行为和决策的复杂性:朝着发展人类友好组织
Q3 Decision Sciences Pub Date : 2022-01-01 DOI: 10.1504/ijmdm.2022.121908
A. Gavalas
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引用次数: 0
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International Journal of Management and Decision Making
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