Federated learning for multi-center imaging diagnostics: a simulation study in cardiovascular diseaseArticle Published on 2022-03-032022-10-04 Journal: Scientific Reports [Category] 진단, [키워드] alleviate cardiovascular disease datasets deep Diagnosis Disease diagnosis domain Effects Generalizability heterogeneity hypertrophic cardiomyopathy information Mathematics and computing Medical research shown single-center subject subset trained model [DOI] 10.1038/s41598-022-07186-4 PMC 바로가기 [Article Type] Article
Transfer learning based novel ensemble classifier for COVID-19 detection from chest CT-scans흉부 CT 스캔에서 COVID-19 검출을 위한 전이 학습 기반 새로운 앙상블 분류기Article Published on 2022-02-012022-09-11 Journal: Computers in biology and medicine [Category] COVID19(2023년), SARS, 치료기술, [키워드] acute respiratory syndrome coronavirus Affect affecting aggregate animals approach chest CT-scan Classifier Computerized tomography Computerized tomography (CT) Conducting coronavirus disease Coronavirus disease 2019 COVID-19 COVID-19 infection deep learning disease Ensemble classifier experiment Final fine-tune globe Human individual Infection lung CT scan organ pandemic Pre-trained models Rapid test respiratory Severe acute respiratory syndrome severe acute respiratory syndrome Coronavirus severe acute respiratory syndrome coronavirus 2 severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) Spread strength tomography trained model transfer learning virus [DOI] 10.1016/j.compbiomed.2021.105127 PMC 바로가기 [Article Type] Article
Inverted bell-curve-based ensemble of deep learning models for detection of COVID-19 from chest X-raysS.I.: AI-based e-diagnosis Published on 2022-01-052022-10-29 Journal: Neural Computing & Applications [Category] COVID-19, [키워드] abnormality Accuracy acute respiratory syndrome assigned assist AUC average Bell-shape function can be used caused chest X-ray Classifier Combination Convolutional neural network coronavirus COVID COVID-19 COVID-19 detection CXR dataset datasets deep learning detect diagnosis of COVID-19 disease Ensemble learning evaluate Experimental result Final identify Inverted Lungs novel Radiography researcher ROC SARS-CoV-2 Spread the disease trained model transfer viral disease X-ray [DOI] 10.1007/s00521-021-06737-6 PMC 바로가기 [Article Type] S.I.: AI-based e-diagnosis
CovNet: A Transfer Learning Framework for Automatic COVID-19 Detection From Crowd-Sourced Cough SoundsDigital Health Published on 2022-01-032022-10-31 Journal: Frontiers in Digital Health [Category] COVID-19, [키워드] applied approach Automatic average baseline build CCS characteristic CNNs cough COUGHVID COVID-19 COVID-19 negative database dataset datasets detect detection diagnostic Effectiveness FluSense framework help knowledge learning outbreak parameter positive individuals recall robust ROC AUC sound Topic trained model training data transfer transfer learning utilised [DOI] 10.3389/fdgth.2021.799067 PMC 바로가기 [Article Type] Digital Health
Computer-aided COVID-19 diagnosis and a comparison of deep learners using augmented CXRs컴퓨터 지원 COVID-19 진단 및 증강 CXR을 사용한 심층 학습기의 비교Article Published on 2022-01-012022-09-11 Journal: Journal of X-ray science and technology [Category] SARS, 치료기술, [키워드] Accuracy augmentation CAD caused characteristic chest X-rays Chest X-Rays (CXRs) classification CNN computer-aided diagnosis (CAD) contagious Convolution convolution neural network (CNN) coronavirus coronavirus disease Coronavirus disease 2019 COVID COVID-19 COVID-19 diagnosis CXR datasets death develop Diagnosis diagnosis of COVID-19 dry cough Early detection early diagnosis evaluated experiment False negative false-negative False-positive fatigue feature Fever Final help IMPROVE injection Long long short-term memory network (LSTM) manifested Medical imaging memory mortality rate network Neural positive rate producing Radiographic receiver operating characteristic Recurrent Recurrent Neural Network reduce respiratory tract infection ROC sensitivity Short-Term Memory specificity Symptom the disease TPR trained model variety [DOI] 10.3233/XST-211047 PMC 바로가기 [Article Type] Article
A deep learning approach for predicting severity of COVID-19 patients using a parsimonious set of laboratory markersArticle Published on 2021-11-272022-10-04 Journal: iScience [Category] 진단, [키워드] 30-Day mortality Abstract Accuracy age Algorithm approach artificial artificial intelligence assist AUC caused classification Classification Description: Virology clinical outcomes clinician COVID-19 patient deep learning develop diagnostics disease healthcare Healthcare systems In-hospital Laboratory likelihood machine machine learning marker Model Mortality multicenter Negative predictive value nine NPV Patient patients with COVID-19 predict Predictive provide risk SARS-CoV-2 virus severity severity of COVID-19 tested trained model Treatment utility ventilator [DOI] 10.1016/j.isci.2021.103523 PMC 바로가기 [Article Type] Article
Recognition of COVID-19 from CT Scans Using Two-Stage Deep-Learning-Based Approach: CNR-IEMN †Article Published on 2021-08-312022-10-29 Journal: Sensors (Basel, Switzerland) [Category] COVID-19, MERS, SARS, [키워드] Accuracy addition approach CAP Classifier Community community-acquired pneumonia COVID-19 COVID-19 pandemic CT scan CT scans deep learning first stage multi-tasks strategy Recognition Research sensitivity slice-level classification stages test dataset Topic trained model volumetric Wuhan, China [DOI] 10.3390/s21175878 PMC 바로가기 [Article Type] Article
Choquet fuzzy integral-based classifier ensemble technique for COVID-19 detectionResearch article Published on 2021-08-012022-10-05 Journal: Computers in biology and medicine [Category] 치료기술, [키워드] Accuracy Analysis average base classifiers Chest X-ray image Choquet integral Classifier CNN Community competent computer scientist COVID-19 COVID-19 case COVID-19 outbreak dataset datasets death deep learning determine Ensemble method evaluated f-score feature Final Github global pandemic healthy infected patient Kaggle Lungs machine learning Patient Precision predicted provide quarantine recall Repository Spread trained model transfer transfer learning vaccination X-ray image [DOI] 10.1016/j.compbiomed.2021.104585 [Article Type] Research article
Analyzing Twitter Data to Evaluate People’s Attitudes towards Public Health Policies and Events in the Era of COVID-19Article Published on 2021-06-102022-10-29 Journal: International Journal of Environmental Research an [Category] COVID-19, MERS, SARS, [키워드] Analysis analyzed approach Attitude build changes in conducted correlation COVID-19 COVID-19 pandemic event events feasibility IMPROVE MONITOR pandemic Policy Public public health public health authority sentiment analysis social media suggested Surveillance trained model [DOI] 10.3390/ijerph18126272 PMC 바로가기 [Article Type] Article
Learning vector quantization as an interpretable classifier for the detection of SARS-CoV-2 types based on their RNA sequencesS.i. : Wsom 2019 Published on 2021-04-272022-10-29 Journal: Neural Computing & Applications [Category] COVID-19, [키워드] Analysis analyzed approach Atypical Classifier Clustering coronavirus correlation dataset description dissimilarity Evidence genomic sequence analysis GISAID IMPROVE Interpretable models knowledge Last learning Learning vector quantization measure molecular Mutation new virus nucleotide Phylogenetic tree Population provide Reject options rejection resulting RNA sequence SARS-CoV-2 SARS-CoV-2 virus sequence supplementary material These data trained model variant vector viral sequences virus [DOI] 10.1007/s00521-021-06018-2 PMC 바로가기 [Article Type] S.i. : Wsom 2019