Pub Date : 2023-01-01DOI: 10.1504/IJBSR.2022.10036153
M. Alnahhal, Noushin Bagheri, M. Tabash
{"title":"Islamic financial institutions performance pre- and post-global financial crisis 2007/2008: empirical insights from Gulf Cooperation Council","authors":"M. Alnahhal, Noushin Bagheri, M. Tabash","doi":"10.1504/IJBSR.2022.10036153","DOIUrl":"https://doi.org/10.1504/IJBSR.2022.10036153","url":null,"abstract":"","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66708009","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijbsr.2023.134481
Mohan Sangli, Rajeshwar S. Kadadevaramath, Srikanth Madaka
Machine learning models map inputs to predictions. Supervised machine learning models learn from a dataset containing several samples or experiments by assigning a weightage to each of the input parameters, commonly referred as features, so as to map to the corresponding target outcome. Different algorithms are used in the learning process, each following a set of rules to achieve the stated objective of mapping features to the corresponding value of target. In this development process, algorithms assign weights to each feature and refine them iteratively to reduce the error between the predicted outcomes with the actual value in the dataset. It is observed that each type of algorithm is based on certain themes such as linear, tree-based, kernel, etc. Each adoption of each of these themed algorithms assigns different weights to features to arrive at the target outcome while reducing the error with the actual value. Iterations alter the weights of parameters until fully tuned and hence there is a need to get reliable weights early in the model development process.
{"title":"Comparative study of methods to identify sensitive parameters for improving performance of predictive models","authors":"Mohan Sangli, Rajeshwar S. Kadadevaramath, Srikanth Madaka","doi":"10.1504/ijbsr.2023.134481","DOIUrl":"https://doi.org/10.1504/ijbsr.2023.134481","url":null,"abstract":"Machine learning models map inputs to predictions. Supervised machine learning models learn from a dataset containing several samples or experiments by assigning a weightage to each of the input parameters, commonly referred as features, so as to map to the corresponding target outcome. Different algorithms are used in the learning process, each following a set of rules to achieve the stated objective of mapping features to the corresponding value of target. In this development process, algorithms assign weights to each feature and refine them iteratively to reduce the error between the predicted outcomes with the actual value in the dataset. It is observed that each type of algorithm is based on certain themes such as linear, tree-based, kernel, etc. Each adoption of each of these themed algorithms assigns different weights to features to arrive at the target outcome while reducing the error with the actual value. Iterations alter the weights of parameters until fully tuned and hence there is a need to get reliable weights early in the model development process.","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"19 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135212660","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijbsr.2023.131721
Ansar Abbas, D. Ekowati, Fendy Suhariadi, Aisha Anwar
{"title":"Workplace: an empirical study on spiritual leadership in Pakistani higher education","authors":"Ansar Abbas, D. Ekowati, Fendy Suhariadi, Aisha Anwar","doi":"10.1504/ijbsr.2023.131721","DOIUrl":"https://doi.org/10.1504/ijbsr.2023.131721","url":null,"abstract":"","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66709434","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijbsr.2023.10054547
Srikanth Madaka, R. S. Kadadevaramath, Mohan Sangli
{"title":"Comparative study of methods to identify sensitive parameters for improving performance of predictive models","authors":"Srikanth Madaka, R. S. Kadadevaramath, Mohan Sangli","doi":"10.1504/ijbsr.2023.10054547","DOIUrl":"https://doi.org/10.1504/ijbsr.2023.10054547","url":null,"abstract":"","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"130 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66709374","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/IJBSR.2022.10036200
Victor I. Chang, Robert Marshall, Q. Xu, Anastasija Nikiforova
{"title":"E-commerce assistant application incorporating machine learning image classification","authors":"Victor I. Chang, Robert Marshall, Q. Xu, Anastasija Nikiforova","doi":"10.1504/IJBSR.2022.10036200","DOIUrl":"https://doi.org/10.1504/IJBSR.2022.10036200","url":null,"abstract":"","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66708024","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijbsr.2023.133211
M. Shilpa, L. Harshith, Shobhini Sekar, R. S. Kadadevaramath
{"title":"Computerised relationship layout planning for redesign of supermarket layouts","authors":"M. Shilpa, L. Harshith, Shobhini Sekar, R. S. Kadadevaramath","doi":"10.1504/ijbsr.2023.133211","DOIUrl":"https://doi.org/10.1504/ijbsr.2023.133211","url":null,"abstract":"","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66709027","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/IJBSR.2022.10038644
Á. Dias, Rui Gonçalves, L. Pereira, R. Costa, Yuliya Tovstolyak
{"title":"Internationalisation business strategy via e-commerce","authors":"Á. Dias, Rui Gonçalves, L. Pereira, R. Costa, Yuliya Tovstolyak","doi":"10.1504/IJBSR.2022.10038644","DOIUrl":"https://doi.org/10.1504/IJBSR.2022.10038644","url":null,"abstract":"","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"1 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66708483","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijbsr.2023.133102
Humera Khan, P.D.D. Dominic, Sadaf Hina
{"title":"Websites continuance usage intention: a study from the airline sector","authors":"Humera Khan, P.D.D. Dominic, Sadaf Hina","doi":"10.1504/ijbsr.2023.133102","DOIUrl":"https://doi.org/10.1504/ijbsr.2023.133102","url":null,"abstract":"","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"83 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134888613","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijbsr.2023.133212
M. Vijayalakshmi, C. Somashekar, Preeti S. Desai, G. Badri Narayanan
{"title":"Ethical influence of social media by academic communities","authors":"M. Vijayalakshmi, C. Somashekar, Preeti S. Desai, G. Badri Narayanan","doi":"10.1504/ijbsr.2023.133212","DOIUrl":"https://doi.org/10.1504/ijbsr.2023.133212","url":null,"abstract":"","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134889172","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2023-01-01DOI: 10.1504/ijbsr.2023.134463
Jeevesh Sharma, Suhasini Verma
{"title":"An analysis of firms' environmental performance: an empirical study of Carbonex firms in India","authors":"Jeevesh Sharma, Suhasini Verma","doi":"10.1504/ijbsr.2023.134463","DOIUrl":"https://doi.org/10.1504/ijbsr.2023.134463","url":null,"abstract":"","PeriodicalId":38140,"journal":{"name":"International Journal of Business and Systems Research","volume":"185 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134980238","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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