TY - GEN
T1 - Detection of cervical myelopathy with Leap Motion Sensor by random forests
AU - Watanabe, Masaru
AU - Sugiura, Yuta
AU - Saito, Hideo
AU - Koyama, Takafumi
AU - Fujita, Koji
N1 - Funding Information:
ACKNOWLEDGEMENTS This work was supported by JST AIP-PRISM GrantNumber JPMJCR18Y2.
Publisher Copyright:
© 2020 IEEE.
PY - 2020/3
Y1 - 2020/3
N2 - This paper presents a method for automatic detection of cervical myelopathy by using Leap Motion Sensor for sensing hand motion to apply a method called the 10-s grip and release test. Leap Motion data is analyzed for computing feature of hand motion, which is used for automatic detection of patient or healthy people by random forests algorithm for machine learning. For evaluating automatic detection performance, we collect real data of hand motion 54 of patient and healthy people, which is used for validating accuracy of detection.
AB - This paper presents a method for automatic detection of cervical myelopathy by using Leap Motion Sensor for sensing hand motion to apply a method called the 10-s grip and release test. Leap Motion data is analyzed for computing feature of hand motion, which is used for automatic detection of patient or healthy people by random forests algorithm for machine learning. For evaluating automatic detection performance, we collect real data of hand motion 54 of patient and healthy people, which is used for validating accuracy of detection.
KW - Detection algorithms
KW - Machine learning
KW - Motion Detection
KW - Neurological disorders
UR - http://www.scopus.com/inward/record.url?scp=85085181932&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85085181932&partnerID=8YFLogxK
U2 - 10.1109/LifeTech48969.2020.1570620097
DO - 10.1109/LifeTech48969.2020.1570620097
M3 - Conference contribution
AN - SCOPUS:85085181932
T3 - LifeTech 2020 - 2020 IEEE 2nd Global Conference on Life Sciences and Technologies
SP - 214
EP - 216
BT - LifeTech 2020 - 2020 IEEE 2nd Global Conference on Life Sciences and Technologies
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd IEEE Global Conference on Life Sciences and Technologies, LifeTech 2020
Y2 - 10 March 2020 through 12 March 2020
ER -