Comparative analysis using multinomial logistic regression

Sidhakam Bhattacharyya, Gautam Bandyopadhyay
{"title":"Comparative analysis using multinomial logistic regression","authors":"Sidhakam Bhattacharyya, Gautam Bandyopadhyay","doi":"10.1109/ICBIM.2014.6970970","DOIUrl":null,"url":null,"abstract":"Financial sustainability can be ensured through adopting financial control measures. Therefore it is necessary to examine whether an ULB has exercised financial controls during a particular year. In our paper we have examined whether an ULB has been able to exercise our designed financial controls. We have categorised the ULBs in “Financial Control and Sustainability Group” on the basis of exercising two financial controls and finally a model has been developed using multinomial logistic regression. Results show that the model is good and well explained. The model equation has predicted 76.80% as correctly classified and we can say that our model can be used for prediction with much higher accuracy. Our study is completely based on financial parameters and therefore it is a unique one. We suggest that the allocation of performance grant should also consider the fact of exercising financial control and appropriate authority can consider our approach for allocation and release of grant based on the financial result of ULBs.","PeriodicalId":6549,"journal":{"name":"2014 2nd International Conference on Business and Information Management (ICBIM)","volume":"1 1","pages":"119-124"},"PeriodicalIF":0.0000,"publicationDate":"2014-12-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 2nd International Conference on Business and Information Management (ICBIM)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICBIM.2014.6970970","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

Financial sustainability can be ensured through adopting financial control measures. Therefore it is necessary to examine whether an ULB has exercised financial controls during a particular year. In our paper we have examined whether an ULB has been able to exercise our designed financial controls. We have categorised the ULBs in “Financial Control and Sustainability Group” on the basis of exercising two financial controls and finally a model has been developed using multinomial logistic regression. Results show that the model is good and well explained. The model equation has predicted 76.80% as correctly classified and we can say that our model can be used for prediction with much higher accuracy. Our study is completely based on financial parameters and therefore it is a unique one. We suggest that the allocation of performance grant should also consider the fact of exercising financial control and appropriate authority can consider our approach for allocation and release of grant based on the financial result of ULBs.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
运用多项逻辑回归进行比较分析
通过采取财务控制措施,可以保证财务的可持续性。因此,有必要审查该银行在某一特定年度是否实施了财务控制。在我们的论文中,我们研究了ULB是否能够行使我们设计的财务控制。我们在实施两项财务控制的基础上,将ulb分类为“财务控制和可持续发展组”,最后使用多项逻辑回归建立了一个模型。结果表明,该模型具有较好的解释性。模型方程的预测准确率为76.80%,我们可以说我们的模型可以用于更高的预测精度。我们的研究完全基于财务参数,因此它是一个独特的研究。我们建议,在分配服务表现补助金时,亦应考虑执行财务管制的事实,而有关当局可根据服务表现局的财务结果,考虑我们分配及发放补助金的方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
A Novel and Efficient Rough Set Based Clustering Technique for Gene Expression Data An empirical study on the determinants of capital structure in Indian Cement Industry in Pre and Post period of Recession Modified Ant Colony Optimization to enhance MANET routing in Adhoc on demand Distance Vector Feasibility of mobile based learning in higher education institutions in India A threshold based Directional Weighted Median Filter for Removal of Random Impulses in thermal images
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1