Pub Date : 2023-01-01DOI: 10.1504/ijbra.2023.10056890
Subhasis Mohapatra, Suneeta Satpathy, Dr. Bijay Paikaray
{"title":"A Machine Learning Approach to Assisted Prediction of Alzheimer's Disease with Convolutional Neural Network","authors":"Subhasis Mohapatra, Suneeta Satpathy, Dr. Bijay Paikaray","doi":"10.1504/ijbra.2023.10056890","DOIUrl":"https://doi.org/10.1504/ijbra.2023.10056890","url":null,"abstract":"","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66702849","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/ijbra.2023.10057044
R. Regin, Shynu T, Suman Rajest George, M. Bhattacharya, D. Datta, S. Priscila
{"title":"Development of Predictive Model of Diabetic Using Supervised Machine Learning Classification Algorithm of Ensemble Voting","authors":"R. Regin, Shynu T, Suman Rajest George, M. Bhattacharya, D. Datta, S. Priscila","doi":"10.1504/ijbra.2023.10057044","DOIUrl":"https://doi.org/10.1504/ijbra.2023.10057044","url":null,"abstract":"","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66702858","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/ijbra.2023.10059898
Shaik Riyazbanu, Bijay Paikaray, Mohammed Siddique, Subhasish Mohapatra
{"title":"Automated Invasive Cervical Cancer Disease Detection at Early Stage Through Deep Learning","authors":"Shaik Riyazbanu, Bijay Paikaray, Mohammed Siddique, Subhasish Mohapatra","doi":"10.1504/ijbra.2023.10059898","DOIUrl":"https://doi.org/10.1504/ijbra.2023.10059898","url":null,"abstract":"","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136373935","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/ijbra.2023.10058215
B. P. Jain, Shweta Pandey, R. Priya, Masufa Tarannum
{"title":"Bioinformatics analysis of Geo datasets for identifying pathways and hub genes in Psoriasis","authors":"B. P. Jain, Shweta Pandey, R. Priya, Masufa Tarannum","doi":"10.1504/ijbra.2023.10058215","DOIUrl":"https://doi.org/10.1504/ijbra.2023.10058215","url":null,"abstract":"","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66702928","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}
Dysgraphia, a writing disorder in which any human may have difficulty in his writing at any level such as unrecognised letters/numbers or slow writing. This handwriting disorder is mainly observed among 10%-40% of school children. In present scenario, dysgraphia is diagnosed by the medical practitioners by analysing the person's written document and staff's impressions. Such diagnosis mechanism is very time consuming and may result in the undiagnosed dysgraphia when a child is having mild symptoms. Many researches have been conducted for the early diagnosis of the dysgraphia using various machine learning algorithms such as decision tree, random forest and support vector machine, etc. In this work, a novel framework using the concept of convolutional neural network is proposed for the accurate detection of dysgraphia. Further, the proposed model is tested on a self-created dataset including hundreds of handwriting images and performs well in terms of accuracy, recall, precision and F1-score.
{"title":"A framework for dysgraphia detection in children using convolutional neural network","authors":"Richa Gupta, N.A. Gunjan, Rakesh Garg, Sidhanth Karwal, Abhishek Goyal, Neetu Singla","doi":"10.1504/ijbra.2023.133697","DOIUrl":"https://doi.org/10.1504/ijbra.2023.133697","url":null,"abstract":"Dysgraphia, a writing disorder in which any human may have difficulty in his writing at any level such as unrecognised letters/numbers or slow writing. This handwriting disorder is mainly observed among 10%-40% of school children. In present scenario, dysgraphia is diagnosed by the medical practitioners by analysing the person's written document and staff's impressions. Such diagnosis mechanism is very time consuming and may result in the undiagnosed dysgraphia when a child is having mild symptoms. Many researches have been conducted for the early diagnosis of the dysgraphia using various machine learning algorithms such as decision tree, random forest and support vector machine, etc. In this work, a novel framework using the concept of convolutional neural network is proposed for the accurate detection of dysgraphia. Further, the proposed model is tested on a self-created dataset including hundreds of handwriting images and performs well in terms of accuracy, recall, precision and F1-score.","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135844998","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/ijbra.2023.133705
Mayukh Mitra, Ajoy Mallik
{"title":"Identification of potent bioactive molecules to prevent white spot syndrome virus infection in shrimps (<i>Penaeus monodon</i>) through computational analysis","authors":"Mayukh Mitra, Ajoy Mallik","doi":"10.1504/ijbra.2023.133705","DOIUrl":"https://doi.org/10.1504/ijbra.2023.133705","url":null,"abstract":"","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135845007","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/ijbra.2023.10056423
Khaleda Afroaz, T. A. Tunga, Faroza Shamsheem
{"title":"Prediction of ncRNA from RNA-Seq Data using Machine Learning Techniques","authors":"Khaleda Afroaz, T. A. Tunga, Faroza Shamsheem","doi":"10.1504/ijbra.2023.10056423","DOIUrl":"https://doi.org/10.1504/ijbra.2023.10056423","url":null,"abstract":"","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66702833","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 Framework for Dysgraphia Detection in children using Convolutional Neural Network","authors":"Abhishek Goyal, Neetu Singla, Sidhanth Karwal, Rakesh Garg, Gunjan Goyal, Richa Gupta","doi":"10.1504/ijbra.2023.10057804","DOIUrl":"https://doi.org/10.1504/ijbra.2023.10057804","url":null,"abstract":"","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"66702918","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/ijbra.2023.10059166
Ajoy Mallik, Mayukh Mitra
{"title":"Identification of potent bioactive molecules to prevent white spot syndrome virus infection in shrimps (Penaeus monodon) through computational analysis","authors":"Ajoy Mallik, Mayukh Mitra","doi":"10.1504/ijbra.2023.10059166","DOIUrl":"https://doi.org/10.1504/ijbra.2023.10059166","url":null,"abstract":"","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135496703","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":"Bioinformatics analysis of geo datasets for identifying pathways and hub genes in psoriasis","authors":"Masufa Tarannum, Ratna Priya, Shweta Pandey, Buddhi Prakash Jain","doi":"10.1504/ijbra.2023.133703","DOIUrl":"https://doi.org/10.1504/ijbra.2023.133703","url":null,"abstract":"","PeriodicalId":35444,"journal":{"name":"International Journal of Bioinformatics Research and Applications","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135844965","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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