Pub Date : 2023-01-01DOI: 10.1504/ijmei.2023.133091
C. R. Nagarathna, Kusuma Mohanchandra
{"title":"An overview of early detection of Alzheimer's disease","authors":"C. R. Nagarathna, Kusuma Mohanchandra","doi":"10.1504/ijmei.2023.133091","DOIUrl":"https://doi.org/10.1504/ijmei.2023.133091","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"15 1","pages":"442-457"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66719959","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/ijmei.2023.10058455
Nalini K. Mohan, K. Rajalakshmi, G.R. Mahendra Babu, S. Bharathi, B. Divya
{"title":"Hybrid brain computer interface structures to control drone in 3D","authors":"Nalini K. Mohan, K. Rajalakshmi, G.R. Mahendra Babu, S. Bharathi, B. Divya","doi":"10.1504/ijmei.2023.10058455","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10058455","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","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":"66720037","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}
{"title":"A novel deep learning approach for b-value optimisation in intravoxel incoherent motion magnetic resonance imaging on simulated data","authors":"Ansamma John, Jini Raju, C. Ushadevi Amma, Jerome Francis, Abin Shoby","doi":"10.1504/ijmei.2023.10058833","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10058833","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","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":"66720109","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/ijmei.2023.133083
Abdulwahhab O. Alshammari, Noorah Atiyah, Hanoof Alaboodi, Riyad Alshammari
{"title":"Identification of stroke using deepnet machine learning algorithm","authors":"Abdulwahhab O. Alshammari, Noorah Atiyah, Hanoof Alaboodi, Riyad Alshammari","doi":"10.1504/ijmei.2023.133083","DOIUrl":"https://doi.org/10.1504/ijmei.2023.133083","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"15 1","pages":"416-429"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66720238","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/ijmei.2023.127257
Himani S. Deshpande, Leena Ragha
Every woman's body is unique and will have some features playing a vital role contributing towards a healthy pregnancy and manually it is difficult to decide the important features to be observed to prevent the pregnancy complications. In this proposal we have consider 21 physical features of 903 women of varied age groups, economy status and health conditions. Variation and information-based random forest (VIBRF) hybrid model using mutual information and F-score is applied to evaluate each feature looking into the variation within the feature and mutual information across the features. We experimented using various classifiers, and it is observed that Gaussian NB has shown most significant improvement in terms of prediction accuracy, from 31% with all features to 80% with our feature selection process. Though SVM prediction accuracy is 84% it is observed AUC drastically improved for GNB by 10%. As it is a medical application, it is important to achieve higher AUC and so through this experiment it is concluded that GNB performs better with proposed model.
{"title":"A hybrid random forest-based feature selection model using mutual information and F-score for preterm birth classification","authors":"Himani S. Deshpande, Leena Ragha","doi":"10.1504/ijmei.2023.127257","DOIUrl":"https://doi.org/10.1504/ijmei.2023.127257","url":null,"abstract":"Every woman's body is unique and will have some features playing a vital role contributing towards a healthy pregnancy and manually it is difficult to decide the important features to be observed to prevent the pregnancy complications. In this proposal we have consider 21 physical features of 903 women of varied age groups, economy status and health conditions. Variation and information-based random forest (VIBRF) hybrid model using mutual information and F-score is applied to evaluate each feature looking into the variation within the feature and mutual information across the features. We experimented using various classifiers, and it is observed that Gaussian NB has shown most significant improvement in terms of prediction accuracy, from 31% with all features to 80% with our feature selection process. Though SVM prediction accuracy is 84% it is observed AUC drastically improved for GNB by 10%. As it is a medical application, it is important to achieve higher AUC and so through this experiment it is concluded that GNB performs better with proposed model.","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","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":"134955169","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/ijmei.2023.134540
Rekha Rajagopal, V. Shyam Kumar
{"title":"Analysis on effect of resampling techniques on cardiac arrhythmia classification using convolutional neural networks","authors":"Rekha Rajagopal, V. Shyam Kumar","doi":"10.1504/ijmei.2023.134540","DOIUrl":"https://doi.org/10.1504/ijmei.2023.134540","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","volume":"303 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":"134883371","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/ijmei.2023.10057778
K. Baleswamy, Hafizah Che Hassan, Selvaraj Antoniraj
{"title":"Forward neck posture on cervical pain among university students: effect of smartphone addiction","authors":"K. Baleswamy, Hafizah Che Hassan, Selvaraj Antoniraj","doi":"10.1504/ijmei.2023.10057778","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10057778","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","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":"66719647","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/ijmei.2023.10058004
B. Nithyasundari
{"title":"Classification of cardiac arrhythmia disease using deep learning auto encoder algorithm","authors":"B. Nithyasundari","doi":"10.1504/ijmei.2023.10058004","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10058004","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","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":"66719731","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/ijmei.2023.10055646
C. Sivakumaran, Lourdu Jennifer J.R., P. V. Baby, K. Sivakumar
{"title":"Pneumonia detection using modified VGG 19 net architecture: application of deep convolutional neural network","authors":"C. Sivakumaran, Lourdu Jennifer J.R., P. V. Baby, K. Sivakumar","doi":"10.1504/ijmei.2023.10055646","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10055646","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","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":"66719761","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/ijmei.2023.10055831
B. Thomas, C. Kesavadas, A. John, A. Shyna, A. Ushadevi
{"title":"Effects of various phases and errors on partial volume estimation in the analysis of PV correction in ASL MRI","authors":"B. Thomas, C. Kesavadas, A. John, A. Shyna, A. Ushadevi","doi":"10.1504/ijmei.2023.10055831","DOIUrl":"https://doi.org/10.1504/ijmei.2023.10055831","url":null,"abstract":"","PeriodicalId":39126,"journal":{"name":"International Journal of Medical Engineering and Informatics","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":"66719801","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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