Comparison of Data Classification Results in Serious Gaming for Rehabilitation of Rheumatoid Arthritis...European Federation for Medical Informatics (EFMI) Special Topic Conference, October 25-27, 2023, Turin, Italy.
Rheumatoid arthritis is a common disease which affects the joints of the wrist, fingers, feet and in the end the daily activities. Nowadays, gestures and virtual reality are used in many activities supporting recovery, games, learning as technology is present more and more in different fields. This...
| Published in: | Studies in Health Technology & Informatics Vol. 309; pp. 63 - 68 |
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| Main Authors: | , , |
| Format: | pictorial proceedings research tables/charts Journal Article |
| Published: |
Sage Publications Inc.
2023
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| Online Access: | View this record in EBSCOhost |
| fields | @attributes: recordID: 1 pdfLink: plink: https://search.ebscohost.com/login.aspx?direct=true&db=ccm&AN=173212654&site=ehost-live header: @attributes: shortDbName: ccm uiTerm: 173212654 longDbName: CINAHL Complete uiTag: AN controlInfo: bkinfo: dissinfo: jinfo: jid: 09269630 U1V jtl: Studies in Health Technology & Informatics issn: 09269630 maglogo: N pubinfo: dt: 2023 vid: 309 pid: 344 pub: Sage Publications Inc. place: Thousand Oaks, California artinfo: ui: 173212654 173212654 173212654 10.3233/SHTI230740 173212654 ppf: 63 ppct: 5 formats: tig: atl: Comparison of Data Classification Results in Serious Gaming for Rehabilitation of Rheumatoid Arthritis...European Federation for Medical Informatics (EFMI) Special Topic Conference, October 25-27, 2023, Turin, Italy. aug: au: VARGA, Gabriela STOICU-TIVADAR, Lăcrămioara NICOLA, Stelian affil: Politehnica University Timișoara, Department of Automation and Applied Informatics, 2, Vasile Pârvan Blvd., 300223, Timișoara, România sug: subj: Exergames Arthritis, Rheumatoid Rehabilitation Hand Physiopathology Movement Evaluation Motion Analysis Systems Machine Learning Algorithms Random Forest Models, Statistical Congresses and Conferences Italy Italy Human Comparative Studies Rehabilitation Patients Sensitivity and Specificity Precision Descriptive Statistics Models, Structural Data Analysis Software ab: Rheumatoid arthritis is a common disease which affects the joints of the wrist, fingers, feet and in the end the daily activities. Nowadays, gestures and virtual reality are used in many activities supporting recovery, games, learning as technology is present more and more in different fields. This paper presents results related to the grip movement detected by a Leap Motion device using binary classification and machine learning algorithms. We used 2 models to compare the results: Naïve Bayes and Random Forest Classifier. The metrics for comparison were: accuracy, precision, recall and f1-score. Also, we create a confusion matrix for a clear visualization of the results. We used 5000 data to train the algorithm and 1500 data to test. The accuracy and the precision were bigger than 97% in all the cases. pubtype: Academic Journal doctype: pictorial proceedings research tables/charts Journal Article ougenre: Article language: English refInfo: holdings: @attributes: islocal: N |
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