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Sustainable Water Management Through Pani Panchayats: Stakeholder Perspectives from Angul and Dhenkanal Districts of Odisha
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作者 Debadatta Das Pallavi Mishra Aishwarya Jojo 《Journal of Water Resource and Protection》 CAS 2024年第10期605-626,共22页
This study evaluates the impact of the Pani Panchayat initiative, a community-based water management program, in the Angul and Dhenkanal districts of Odisha. Utilizing a mixed-methods approach, we gathered qualitative... This study evaluates the impact of the Pani Panchayat initiative, a community-based water management program, in the Angul and Dhenkanal districts of Odisha. Utilizing a mixed-methods approach, we gathered qualitative and quantitative data through structured interviews with diverse stakeholders, focus group discussions, and surveys. The findings indicate that the Angul district exhibited higher levels of fair elections and improved water access due to better canal maintenance, while the Dhenkanal district faced challenges from industrial water usage. The study also examines the potential of technological advancements, such as real-time water monitoring, to enhance governance. By identifying synergies and gaps with existing water policies, the research provides policy recommendations to promote sustainable water management in alignment with the Sustainable Development Goals 2030. 展开更多
关键词 Water Policy Pani Panchayats Impact Assessment Social Inclusion SUSTAINABILITY TECHNOLOGY
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Mediating effect of firm efficiency on the controlling shareholdings–firm performance nexus:evidence from public listed firms in Malaysia
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作者 Irene Wei Kiong Ting Jawad Asif +1 位作者 Qian Long Kweh Tran Thi Kim Phuong 《Financial Innovation》 2024年第1期2461-2480,共20页
This study examines how controlling shareholders influence firm performance through the mediating role of firm efficiency in transforming inputs into outputs.To achieve this objective,it conducts a mediation analysis ... This study examines how controlling shareholders influence firm performance through the mediating role of firm efficiency in transforming inputs into outputs.To achieve this objective,it conducts a mediation analysis with 5,000 bootstraps on a dataset of 2,849 firm-year observations of publicly listed firms in Malaysia from 2009 to 2019.The findings reveal a positive relationship between controlling shareholdings and firm performance,with both total and indirect effects having this positive relationship.Moreover,while controlling shareholdings improve firm performance,firm efficiency partially mediates this relationship.Thus,improved firm efficiency plays a critical role in understanding the relationship between governance by controlling shareholders and enhanced firm performance.In summary,this study contributes to the existing literature by expanding our understanding of the complex relationship between controlling shareholdings,firm efficiency,and firm performance.In addition,the findings shed light on the importance of indirect channels in shaping organizational outcomes.As such,this study provides a valuable direction for future research in this area. 展开更多
关键词 Controlling shareholdings Firm effciency Firm performance Mediation analysis
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Impact of CEO attributes on corporate reputation,financial performance,and corporate sustainable growth:evidence from India 被引量:2
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作者 Tutun Mukherjee Som Sankar Sen 《Financial Innovation》 2022年第1期1132-1181,共50页
This article investigates the impact of CEO attributes on corporate reputation,financial performance,and corporate sustainable growth in India.Using static panel data methodology for a sample of NSE listed leading 138... This article investigates the impact of CEO attributes on corporate reputation,financial performance,and corporate sustainable growth in India.Using static panel data methodology for a sample of NSE listed leading 138 non-financial companies over the time-frame 2011 to 2018,we find that CEO remuneration and tenure maintains significant positive associations with corporate reputation,while duality and CEO busyness are found to be associated with corporate reputation negatively.The results also show that female CEOs and CEO remuneration are associated with corporate financial performance positively,whereas CEO busyness,as expected,holds a significant negative relationship with corporate financial performance.Moreover,the results demonstrate that CEO age is associated with corporate sustainable growth negatively,while tenure appears to have a significant and positive association with corporate sustainable growth.The results are robust to various tests and suggest that in the Indian context,demographic and job-specific attributes of CEOs exert significant influence on corpo-rate reputation,financial performance,and corporate sustainable growth.The empirical findings would provide a basis for the shareholders and companies to identify areas of consideration when appointing CEOs and determining their roles and responsibilities. 展开更多
关键词 CEO attributes Corporate reputation Financial performance Corporate sustainable growth Panel data methodology
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Towards automated validation of charted soundings:Existing tests and limitations 被引量:1
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作者 Christos Kastrisios Brian Calder +1 位作者 Giuseppe Masetti Peter Holmberg 《Geo-Spatial Information Science》 SCIE CSCD 2019年第4期290-303,I0006,共15页
The nautical chart is one of the fundamental tools in navigation used by mariners to plan and safely execute voyages.Its compilation follows strict cartographic constraints with the most prominent being that of the sa... The nautical chart is one of the fundamental tools in navigation used by mariners to plan and safely execute voyages.Its compilation follows strict cartographic constraints with the most prominent being that of the safety.Thereby,the cartographer is called to make the selection of the bathymetric information for portrayal on charts in a way that,at any location,the expected water depth is not deeper than the source information.To validate the shoal-biased pattern of selection two standard tests are used,i.e.the triangle and edge tests.To date,some efforts have been made towards the automation of the triangle test,but the edge test has been largely ignored.In the context of research on a fully automated solution for the compilation of charts at different scales from the source information,this paper presents an algorithmic implementation of the two tests for the validation of selected soundings.Through a case study with real-world data,it presents the improved performance of the implementation near and within depth curves and coastlines and points out the importance of the edge test in the validation process.It also presents the,by definition,intrinsic limitation of the two tests as part of a fully automated solution and discusses the need for a new test that will complement or supersede the existing ones. 展开更多
关键词 Automated nautical cartography nautical chart generalization chart safety constraint sounding generalization nautical surface test sounding selection category zone of confidence
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Aqueous and organic extracts of Trigonella foenum-graecum L.inhibit the mycelia growth of fungi 被引量:1
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作者 R.HAOUALA S.HAWALA +2 位作者 A.EL-AYEB R.KHANFIR N.BOUGHANMI 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2008年第12期1453-1457,共5页
Aqueous extracts from various plant parts of fenugreek(3%)(aerial parts:leaves and stems(LS),roots(R),ground seeds(GS)and not ground seeds(NGS))and petroleum ether,ethyl acetate and methanolic fractions of the aerial ... Aqueous extracts from various plant parts of fenugreek(3%)(aerial parts:leaves and stems(LS),roots(R),ground seeds(GS)and not ground seeds(NGS))and petroleum ether,ethyl acetate and methanolic fractions of the aerial parts were assayed to determine their antifungal potential against Botrytis cinerea,Fusarium graminearum,Alternaria sp.,Pythium aphanidermatum,and Rhizoctinia solani.All fenugreek plant parts showed antifungal potential and the magnitude of their inhibitory effects was species and plant parts d... 展开更多
关键词 antifungal potential aqueous extracts FUNGI methanol fraction minimum inhibitory concentration(MIC) Trigonella foenum-graecum L.
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Viewers' Perception of TV Ads: The Role of Sex Appeal 被引量:1
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作者 S. Thiyagarajan P. Shanthi G. Naresh 《Psychology Research》 2012年第8期452-460,共9页
关键词 电视广告 性感 目标受众 监管措施 影响效果 模型应用 广告效果 学术界
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Household behavior in practicing mental budgeting based on the theory of planned behavior 被引量:1
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作者 Ume Habibah Ibne Hassan +1 位作者 Muhammad Shahid Iqbal Naintara 《Financial Innovation》 2018年第1期408-421,共14页
Ajzen’s theory of planned behavior(TPB)suggests that planned behavior is determined by behavioral intention.Despite extensive literature based on TPB,household mental budgeting behavior explained by TPB is underexplo... Ajzen’s theory of planned behavior(TPB)suggests that planned behavior is determined by behavioral intention.Despite extensive literature based on TPB,household mental budgeting behavior explained by TPB is underexplored.The current study empirically tested TPB factors in light of mental budgeting behavior.The hypothesized model was tested using partial least squares structural equation modeling(PLS-SEM).PLS-SEM was employed using a Likert-scaled questionnaire administered to 275 households.The results indicate that mental budgeting attitude and mental budgeting past behavior strongly predict mental budgeting intention,and mental budgeting intention predicts mental budgeting behavior.Further,mental budgeting intention partially mediates the relationship between mental budgeting attitude and mental budgeting behavior,and mental budgeting past behavior and mental budgeting behavior.This study contributes to the academic interest in theoretical progress in household behavior. 展开更多
关键词 Mental budgeting behavior Household budgeting behavior Mental budgeting attitude Mental budgeting past behavior Mental budgeting intention
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Distribution characteristics and source identification of polychlorinated dibenzo-p-dioxin and dibenzofurans,and dioxin-like polychlorinated biphenyls in the waters from River Kanzaki,running through Osaka urban area,Japan 被引量:2
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作者 Masao Kishida 《Journal of Environmental Sciences》 SCIE EI CAS CSCD 2013年第3期441-451,共11页
This is the first to elucidate the distribution and sources of polychlorinated dibenzo-p-dioxins and dibenzofurans (PCDD/PCDFs),and dioxin-like polychlorinated biphenyls in the waters from Kanzaki River,which is one... This is the first to elucidate the distribution and sources of polychlorinated dibenzo-p-dioxins and dibenzofurans (PCDD/PCDFs),and dioxin-like polychlorinated biphenyls in the waters from Kanzaki River,which is one of the most heavily polluted rivers in Japan.The World Health Organization (WHO)-toxic equivalent quantities (TEQs) in waters from the mainstream exceeded the Japanese environmental standard (1.0 pg-TEQ/L).The PCDD/PCDFs were dominated by highly chlorinated DFs,which predominantly contributed to the WHO-TEQs,suggesting that the main causes would be the incineration-related wastes.To find the sources,the dioxin congener concentrations in water and sediment samples from its tributary small waterways were determined.Abnormally high WHO-TEQs were detected in a water (50 pg-TEQ/L) and a sediment sample (41,000 ng-TEQ/kg dry weight) near the industrial solid waste incinerators (ISWIs).The PCDD/PCDF characteristics agreed well with those of the incinerator-related wastes as seen in the mainstream.These facts indicate that the dioxin pollution in the mainstream could be largely related to the industrial wastes from the ISWIs.Here,a TEQ apportionment method was used to understand the contribution of the pyrogenic sources to the WHO-TEQs.The average contribution ratios of the pyrogenic sources to WHO-TEQs were more than 80% for river waters from the mainstream,indicating that the elevated WHO-TEQs in the mainstream had been largely caused by the ISWIs. 展开更多
关键词 incinerator-related wastes Kanzaki River Basin river water sediment source identification
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Using Test Employee Capability Maturity Model for Supporting Gaps Bridging in Software Testing 被引量:1
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作者 Jithinan Sirathienchai Peraphon Sophatsathit Decha Dechawatanapaisal 《Journal of Software Engineering and Applications》 2012年第6期417-428,共12页
This study addresses the challenge of assessing gaps among the differences of test people in eight groups by matching them based on four scenarios. The proposed model called Test Employee Capability Maturity Model (TE... This study addresses the challenge of assessing gaps among the differences of test people in eight groups by matching them based on four scenarios. The proposed model called Test Employee Capability Maturity Model (TEC-MM) helps find the gaps and measure the capability and maturity levels of each sub-maturity models in four dimensions as technicality, management, business, and personality. We applied TEC-MM to a software company which has instituted test people improvement strategy and plans to be a front runner in software testing industry. The findings reveal that gaps existed and consequently affect software testing process quality. 展开更多
关键词 Software Testing TEST People CAPABILITY MATURITY Model CAPABILITY and MATURITY Levels Gap Assessment
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Voluntary tax compliance behavior of individual taxpayers in Pakistan
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作者 Ibn e Hassan Ahmed Naeem Sidra Gulzar 《Financial Innovation》 2021年第1期453-475,共23页
Governments settle their financial obligations and pay for the public expenditures largely through finances generated from taxes.For many developing countries like Pakistan,the state authorities are still having diffi... Governments settle their financial obligations and pay for the public expenditures largely through finances generated from taxes.For many developing countries like Pakistan,the state authorities are still having difficulty to achieve tax compliance.Existing literature has yet to traverse individual’s tax compliance behavior on developing countries.The current study,however,explores the relationships among voluntary tax compliance behavior of individual taxpayers with selected economic,social,behavioral and institutional factors.This individual tax compliance behavior is studied through the multi-perspective lenses of the theory of attribution,equity theory,expected utility theory,and social exchange theory.Quantitative design using the survey method was employed to collect data from 435 individual taxpayers through questionnaire.For testing linkage between constructs,through mediation and moderation tests,structural equation modeling technique was used.The results suggest that tax compliance simplicity has a larger impact on tax filing than perception about Government Spending and tax morale.Furthermore,perception of fairness significantly mediates the strengths between morale,simplicity,government spending and compliance behavior. 展开更多
关键词 Compliance behavior Individual taxpayers Pakistan Perception of fairness Tax compliance simplicity Tax morale Voluntary tax
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Investigating liquidity constraints as a channel of contagion: a regime switching approach
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作者 Rajan Sruthi Santhakumar Shijin 《Financial Innovation》 2020年第1期435-455,共21页
The present study investigates the timing and repercussion of the subprime crisis of 2008–09 in a regime-switching model.The interdependence and co-movement of financial markets in different countries has been enhanc... The present study investigates the timing and repercussion of the subprime crisis of 2008–09 in a regime-switching model.The interdependence and co-movement of financial markets in different countries has been enhanced due to the globalization of international trade,and investment trends can spread globally as a result of investors owning international portfolios.This study uses a regime-switching model to illustrate the timing of the crisis regime and calm regime for United States(US)stock index returns and the corresponding impact on Indian stock index returns.The Indian stocks investigated are classified into“remote”and“reachable”stocks,and different effects are found for these two types.It is found that shocks originating in the US can be transferred to the Indian reachable market as a result of foreign investors.There is,however,a less persistent impact on remote stocks.Accordingly,the study contributes to the literature on the material impacts of the crisis resulting from liquidity constraints and fear of contagion among investors. 展开更多
关键词 Financial crisis Financial contagion CO-MOVEMENT Emerging market REGIME-SWITCHING
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Transformation and risk assessment of the East Kolkata Wetlands (India)using fuzzy MCDM method and geospatial technology
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作者 Biraj Kanti Mondal Suchitra Kumari +1 位作者 Arijit Ghosh Prabuddh Kumar Mishra 《Geography and Sustainability》 2022年第3期191-203,共13页
The East Kolkata Wetlands (EKW) is located on the eastern periphery of the city of Kolkata and extends up to theBidyadhari-Matla River confluence. It is a Ramsar Site and acts as an absorber basin for a large number o... The East Kolkata Wetlands (EKW) is located on the eastern periphery of the city of Kolkata and extends up to theBidyadhari-Matla River confluence. It is a Ramsar Site and acts as an absorber basin for a large number of con-taminants drained from Kolkata. Agricultural lands, sewage-fed fisheries, garbage dumping fields, horticulture,and built-up areas are included in this protected area, that covers approximately 125 km2. It reveals that climatechange reduces the variety of wetland ecosystem services and increases socio-economic vulnerability and eco-nomic stress. The human encroachment, reclamation of land for agriculture, aquaculture, and urban expansion inand around Kolkata has recently adversely threatened the EKW. The remotely sensed data, socio-economic data,and responses of inhabitants have been used to analyse the EKW’s risk and vulnerability. We employed geospatialanalysis by using the Multi-Criteria Decision Making (MCDM) method using nine risk factors. An in-depth analysisof the EKW using geospatial techniques and the Fuzzy Analytic Hierarchy Process (FAHP) helped to understandthe EKW transformations through vulnerability and risk analysis. The results show that the transformation of thewetland to aquaculture, eutrophication and pollution, road proximity, waste dumping, population density, andgrowth are the main factors for the deteriorating health, quality, and environment of the EKW. It also reveals thatquantitative and qualitative evaluations of ecosystem services, wetland degradation, transformation, and cause-effect rapport should be periodically assessed using scientific methods like FAHP, RS, GIS to formulate resilient,integrated plans and strategy for the sustainable management of the EKW. 展开更多
关键词 East Kolkata Wetlands(EKW) Fuzzy Analytic Hierarchy Process(FAHP) Multi-Criteria Decision Making(MCDM) Geospatial technology VULNERABILITY Management
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The determinants of shareholders' wealth of acquiring firms in India
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作者 M. Selvam S. Vanitha J.Gayathri E. Bennet P. Nageswari 《Journal of Modern Accounting and Auditing》 2010年第1期46-54,共9页
Corporate restructuring has become a major component in the financial and economic environment all over the world. Industrial restructuring has raised important issues for business decisions as well as for public poli... Corporate restructuring has become a major component in the financial and economic environment all over the world. Industrial restructuring has raised important issues for business decisions as well as for public policy formulation. Since 1991, Indian industries have been increasingly exposed to both domestic and international competition and competitiveness. The companies started restructuring there operations around their core business there M & A. But M & A is an area of potential good and harm in corporate strategy including manufacturing industry. Therefore, an attempt has been made to analyze the security returns and to find out the net wealth increase or decrease to the shareholders of acquiring firms. In India, there are totally 58 manufacturing companies which have undergone mergers and acquisitions during 2000, 2001 & 2002. Thirty percentage from the total population was taken as sample size (i.e., 17 companies out of 58). The present study is mainly based on secondary data. The Market Model and Market Adjusted Returns Model analysis are used as tools of analysis. 展开更多
关键词 corporate restrncturing mergers and acquisitions accounting ratios cumulative abnormal returns independent and dependent variables
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Impact of mergers on the corporate performance of acquirer and target companies in India
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作者 Murugesan Selvam Manivannan Babu Gunasekaran &dhumathi Bennet Ebenezer 《Journal of Modern Accounting and Auditing》 2009年第11期55-64,共10页
Mergers and acquisitions become the major force in the changing environment. The policy of liberalization, decontrol and globalization of the economy has exposed the corporate sector to domestic and global competition... Mergers and acquisitions become the major force in the changing environment. The policy of liberalization, decontrol and globalization of the economy has exposed the corporate sector to domestic and global competition. It is true that there is little scope for companies to learn from their past experience. Therefore, to determine the success of a merger, it is to be ascertained if there is financial gain from mergers. It is very important to study the liquidity performance of those companies to test whether those companies have sufficient liquid assets to meet its current obligations. The present study is limited to a sample of companies which underwent merger in the same industry during the period of 2002-2005 listed in one of the Indian stock exchange namely Bombay Stock Exchange. It is proposed to compare the liquidity performance of the thirteen sample acquirer and target companies before and after the period of mergers by using ratio analysis and t-test during the study period of three years. The study found that the shareholders of the acquirer companies increased their liquidity performance after the merger event. 展开更多
关键词 MERGER acquirer TARGET financial performance
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Simulation-Based Evaluation for the Impact of Personnel Capability on Software Testing Performance
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作者 Jithinan Sirathienchai Peraphon Sophatsathit Decha Dechawatanapaisal 《Journal of Software Engineering and Applications》 2012年第8期545-559,共15页
This study presents a decision making process in three steps of knowledge management for test organization using process simulation and financial analysis. First, project cost assessment of test knowledge management p... This study presents a decision making process in three steps of knowledge management for test organization using process simulation and financial analysis. First, project cost assessment of test knowledge management process subjects to different project duration and number of staffs. Two knowledge management simulation models representing experienced personnel with knowledge sharing and inexperienced personnel with internal training respectively are employed to contrast test personnel capability. Second, performance evaluation of software testing process by different personnel capability is conducted to simulate system test using three project metrics, namely, duration, effort cost, and quality. Third, a comparative financial analysis is prepared to determine the best solution by return on investment, payback period, and benefit cost ratio. The results from three stages of finding are discussed to arrive at the final scenario. We provide a case study evaluating how software testing industry needs to build effective test organization with high quality personnel for sustainable development and improvement. 展开更多
关键词 Software Testing PROCESS KNOWLEDGE Management Test ORGANIZATION PROCESS SIMULATION PERSONNEL CAPABILITY
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Cross-regional emergency scheduling planning for petroleum based on the supernetwork model 被引量:6
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作者 Tao Lv Yan Nie +1 位作者 Chun-Ling Wang Jian Gao 《Petroleum Science》 SCIE CAS CSCD 2018年第3期666-679,共14页
Petroleum, the most important energy source in the world, plays an essential role in securing economic development. If a petroleum shortage happens, it will severely disrupt production and life. Cross-regional emergen... Petroleum, the most important energy source in the world, plays an essential role in securing economic development. If a petroleum shortage happens, it will severely disrupt production and life. Cross-regional emergency scheduling can effectively alleviate a petroleum shortage and further enhance the efficiency of the emergency response. Considering the general lack of focus on cross-regional petroleum dispatching management, we propose a three-layer emergency scheduling network for petroleum based on a supernetwork model that can increase the regional emergency correlation by adding a transfer management process. Then, we compare the total demand for petroleum and the emergency costs considered in the petroleum emergency scheduling supernetwork model(the single-region and the cross-region scenarios).The result shows that the cross-regional emergency scheduling pattern can effectively enhance the efficiency of the emergency preparations and reduce the emergency costs in most cases. However, when the vulnerabilities in the crossregional link grow or the regional linkage decreases, the effect of single-regional scheduling is better. In addition, the advantages of the cross-regional emergency scheduling network will be strengthened with an increase in its maximum emergency capability. Nonetheless, this advantage will disappear when the petroleum demand in the crisis layer reaches the maximum emergency response capacity. Finally, according to the comparative analysis simulation among scenarios,certain strategic policy recommendations are suggested to improve the petroleum emergency scheduling ability in regions.These recommendations include strengthening the cross-regional coordination mechanism, increasing the modes of petroleum transportation and enhancing the carrying capacity of regional emergency routes. 展开更多
关键词 Petroleum emergency SUPERNETWORK Cross-regional scheduling Scheduling strategy Variational inequality
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S&P BSE Sensex and S&P BSE IT return forecasting using ARIMA 被引量:5
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作者 Madhavi Latha Challa Venkataramanaiah Malepati Siva Nageswara Rao Kolusu 《Financial Innovation》 2020年第1期793-811,共19页
This study forecasts the return and volatility dynamics of S&P BSE Sensex and S&P BSE IT indices of the Bombay Stock Exchange.To achieve the objectives,the study uses descriptive statistics;tests including var... This study forecasts the return and volatility dynamics of S&P BSE Sensex and S&P BSE IT indices of the Bombay Stock Exchange.To achieve the objectives,the study uses descriptive statistics;tests including variance ratio,Augmented Dickey-Fuller,Phillips-Perron,and Kwiatkowski Phillips Schmidt and Shin;and Autoregressive Integrated Moving Average(ARIMA).The analysis forecasts daily stock returns for the S&P BSE Sensex and S&P BSE IT time series,using the ARIMA model.The results reveal that the mean returns of both indices are positive but near zero.This is indicative of a regressive tendency in the longterm.The forecasted values of S&P BSE Sensex and S&P BSE IT are almost equal to their actual values,with few deviations.Hence,the ARIMA model is capable of predicting medium-or long-term horizons using historical values of S&P BSE Sensex and S&P BSE IT. 展开更多
关键词 Efficient market hypothesis Bombay stock exchange ARIMA KPSS S&P BSE Sensex Forecasting S&P BSE IT
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China's Land System and Its Extraordinary Infrastructure Development 被引量:1
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作者 Cen Shutian 《China Economist》 2018年第2期70-86,共17页
Over the past two decades, China's infrastructure development has been extraordinary in the sense that it far exceeds GDP growth rate and unconventional in the sense that it cannot be explained with existing theor... Over the past two decades, China's infrastructure development has been extraordinary in the sense that it far exceeds GDP growth rate and unconventional in the sense that it cannot be explained with existing theories on infrastructure development.This paper found that the transformation of China's land system is an important clue:China's extraordinary infrastructure development is a result that can be explained with the transformation of its land system. Theoretically, this paper proves that with other conditions held constant, the difference of land systems has a significant effect on the optimal infrastructure supply of regions. Empirically, it can be found through the test of cross-country panel data that the transformation of China's land system around the 1990 s indeed exerted an overall impact on China's extraordinary infrastructure development. This paper implies that China's "land-supported infrastructure development" model has been pivotal to its extraordinary infrastructure development. Under the Belt and Road Initiative,China's experience of land-supported infrastructure development is of broad significance for developing countries to boost their infrastructure development. 展开更多
关键词 infrastructure land system implicit and explicit support of land political economics of growth
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Automatic Real-Time Medical Mask Detection Using Deep Learning to Fight COVID-19
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作者 Mohammad Khalid Imam Rahmani Fahmina Taranum +2 位作者 Reshma Nikhat Md.Rashid Farooqi Mohammed Arshad Khan 《Computer Systems Science & Engineering》 SCIE EI 2022年第9期1181-1198,共18页
The COVID-19 pandemic is a virus that has disastrous effects onhuman lives globally;still spreading like wildfire causing huge losses to humanityand economies. There is a need to follow few constraints like social dis... The COVID-19 pandemic is a virus that has disastrous effects onhuman lives globally;still spreading like wildfire causing huge losses to humanityand economies. There is a need to follow few constraints like social distancingnorms, personal hygiene, and masking up to effectively control the virus spread.The proposal is to detect the face frame and confirm the faces are properly covered with masks. By applying the concepts of Deep learning, the results obtainedfor mask detection are found to be effective. The system is trained using4500 images to accurately judge and justify its accuracy. The aim is to developan algorithm to automatically detect a mask, but the approach does not facilitatethe percentage of improper usage. Accuracy levels are as low as 50% if the maskis improperly covered and an alert is raised for improper placement. It can be usedat traffic places and social gatherings for the prevention of virus transmission. Itworks by first locating the region of interest by creating a frame boundary, thenfacial points are picked up to detect and concentrate on specific features. Thetraining on the input images is performed using different epochs until the artificialface mask detection dataset is created. The system is implemented using TensorFlow with OpenCV and Python using a Jupyter Notebook simulation environment. The training dataset used is collected from a set of diverse open-sourcedatasets with filtered images available at Kaggle Medical Mask Dataset by Mikolaj Witkowski, Kera, and Prajna Bhandary. To simulate MobilNetV2 classifier isused to load and pre-process the image dataset for building a fully connectedhead. The objective is to assess the accuracy of the identification, measuringthe efficiency and effectiveness of algorithms for precision, recall, and F1 score. 展开更多
关键词 COVID-19 pandemic convolution neural network deep learning face detection facemask detection global health machine learning
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Learnina Value
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作者 I. M. Hwang Rui-Jun Ding +1 位作者 Yu-Ping Liu Shih-Yu Chen 《通讯和计算机(中英文版)》 2017年第3期148-151,共4页
关键词 价值 INTERNET信息服务 ASP.NET WEB应用框架 课堂教学 WEB服务器 数据库服务器 SERVER
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