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2016

Quantifying Parkinson’s disease finger-tapping severity by extracting and synthesizing finger motion properties

Sano, Y., Kandori, A., Shima, K., Yamaguchi, Y., Tsuji, T., Noda, M., Higashikawa, F., Yokoe, M. & Sakoda, S. 2016 Mar 31 In : Medical and Biological Engineering and Computing. p. 1-13 13 p.

Research output: Contribution to journalArticle

Linear regression
Mean square error
Principal component analysis
Magnetic sensors
Deterioration

Simplified standing function evaluation system for fall prevention

Sakata, M., Shima, K., Shimatani, K. & Izumi, H. 2016 Intelligent Robotics and Applications - 9th International Conference, ICIRA 2016, Proceedings. Springer Verlag, Vol. 9835, p. 48-57 10 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9835)

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Function evaluation
Experiments
2015
1 Citations

A recurrent probabilistic neural network with dimensionality reduction based on time-series discriminant component analysis

Hayashi, H., Shibanoki, T., Shima, K., Kurita, Y. & Tsuji, T. 2015 Dec 1 In : IEEE Transactions on Neural Networks and Learning Systems. 26, 12, p. 3021-3033 13 p., 7045517

Research output: Contribution to journalArticle

Time series
Network components
Neural networks
Lagrange multipliers
Hidden Markov models

A standing-function evaluation method based on virtual light touch contact

Sakata, M., Shima, K. & Shimatani, K. 2015 Dec 4 IEEE Biomedical Circuits and Systems Conference: Engineering for Healthy Minds and Able Bodies, BioCAS 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., 7348316

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Function evaluation
Experiments

Electromyographic prosthetic hand using grasping-force-magnification mechanism with five independently driven fingers

Takaki, T., Shima, K., Mukaidani, N., Tsuji, T., Otsuka, A. & Chin, T. 2015 Sep 19 In : Advanced Robotics.

Research output: Contribution to journalArticle

Prosthetics
Muscle
Control systems

Operation assistance for the Bio-Remote environmental control system using a Bayesian Network-based prediction model

Shibanoki, T., Nakamura, G., Shima, K., Chin, T. & Tsuji, T. 2015 Nov 4 Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. Institute of Electrical and Electronics Engineers Inc., Vol. 2015-November, p. 1160-1163 4 p. 7318572

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Bayesian networks
Control systems
Experiments
2014

A novel classification method with unlearned-class detection based on a Gaussian mixture model

Shima, K. & Aoki, T. 2014 Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics. January ed. Institute of Electrical and Electronics Engineers Inc., Vol. 2014-January, p. 3726-3731 6 p. 6974510

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Classifiers
Gaussian distribution
Prosthetics
Muscle
Neural networks

EMG-based control of a multi-joint robot for operating a glovebox

Tsuji, T., Shibanoki, T. & Shima, K. 2014 Dec 31 Handbook of Research on Advancements in Robotics and Mechatronics. IGI Global, p. 36-52 17 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Manipulators
Robotics
Robots
Neural networks
Experiments
2013
6 Citations

A quasi-optimal channel selection method for bioelectric signal classification using a partial Kullback-Leibler information measure.

Shibanoki, T., Shima, K., Tsuji, T., Otsuka, A. & Chin, T. 2013 Mar 1 In : IEEE transactions on bio-medical engineering. 60, 3, p. 853-861 9 p.

Research output: Contribution to journalArticle

Information theory
Probability density function
Neural networks
Experiments

A training system for the MyoBock hand in a virtual reality environment

Nakamura, G., Shibanoki, T., Shima, K., Kurita, Y., Hasegawa, M., Otsuka, A., Honda, Y., Chin, T. & Tsuji, T. 2013 Dec 1 2013 IEEE Biomedical Circuits and Systems Conference, BioCAS 2013. p. 61-64 4 p. 6679640

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Virtual reality
Experiments
Prosthetics
2 Citations

Bioelectric signal classification using a recurrent probabilistic neural network with time-series discriminant component analysis

Hayashi, H., Shima, K., Shibanoki, T., Kurita, Y. & Tsuji, T. 2013 Oct 31 Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. p. 5394-5397 4 p. 6610768

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Time series
Neural networks
Hidden Markov models
Electroencephalography
Backpropagation

Novel method for mitigation of body sway and preliminary results for tandem standing

Shima, K., Shimatani, K., Kurita, Y. & Tsuji, T. 2013 Jan 1 2013 International Symposium on Micro-NanoMechatronics and Human Science, MHS 2013. IEEE Computer Society, 6710475

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Experiments
4 Citations

Virtual light touch contact: A novel concept for mitigation of body sway

Shima, K., Shimatani, K., Sugie, A., Kurita, Y., Kohno, R. & Tsuji, T. 2013 Aug 15 International Symposium on Medical Information and Communication Technology, ISMICT. p. 108-111 4 p. 6521710

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Partitions (building)
Feedback
Experiments
2012
2 Citations

EMG-based control for a feeding support robot using a probabilistic neural network

Shima, K., Fukuda, O., Tsuji, T., Otsuka, A. & Yoshizumi, M. 2012 Oct 18 Proceedings of the IEEE RAS and EMBS International Conference on Biomedical Robotics and Biomechatronics. p. 1788-1793 6 p. 6290876

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Manipulators
Neural networks
Robots
Display devices
Feedback
2 Citations

Multi-channel surface EMG classification based on a quasi-optimal selection of motions and channels

Shibanoki, T., Shima, K., Takaki, T., Kurita, Y., Otsuka, A., Chin, T. & Tsuji, T. 2012 Oct 24 2012 ICME International Conference on Complex Medical Engineering, CME 2012 Proceedings. p. 276-279 4 p. 6275609

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Information theory
Probability density function
Neural networks
Experiments

Severity estimation of finger-tapping caused by Parkinson's disease by using linear discriminant regression analysis

Sano, Y., Kandori, A., Miyoshi, T., Tsuji, T., Shima, K., Yokoe, M. & Sakoda, S. 2012 Dec 14 Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. p. 4315-4318 4 p. 6346921

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Regression analysis
Mean square error
Function evaluation
Discriminant analysis
Regression analysis
Mean square error
Function evaluation
Discriminant analysis
14 Citations

The cybernetic rehabilitation aid: Preliminary results for wrist and elbow motions in healthy subjects

Akdogan, E., Shima, K., Kataoka, H., Hasegawa, M., Otsuka, A. & Tsuji, T. 2012 Sep 17 In : IEEE Transactions on Neural Systems and Rehabilitation Engineering. 20, 5, p. 697-707 11 p., 6213558

Research output: Contribution to journalArticle

Patient rehabilitation
Cybernetics
Electromyography
Teaching
Feedback
2011
1 Citations

A CPG synergy model for evaluation of human finger tapping movements

Shima, K., Tamura, Y., Tsuji, T., Kandori, A. & Sakoda, S. 2011 Dec 26 Proceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS. p. 4443-4448 6 p. 6091102

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Biomimetics
Muscle
Experiments
3 Citations
Biomimetics
Muscle
Experiments
1 Citations

A novel dual-arm motion discrimination method using recurrent probability neural networks for automatic gesture recognition

Hiramatsu, Y., Shibanoki, T., Shima, K. & Tsuji, T. 2011 Dec 1 2011 IEEE/SICE International Symposium on System Integration, SII 2011. p. 1346-1351 6 p. 6147644

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Gesture recognition
Neural networks
Experiments

Reliability of finger tapping test used in diagnosis of movement disorders

Sano, Y., Kandori, A., Shima, K., Tamura, Y., Takagi, H., Tsuji, T., Noda, M., Higashikawa, F., Yokoe, M. & Sakoda, S. 2011 Jul 14 5th International Conference on Bioinformatics and Biomedical Engineering, iCBBE 2011. 5780409

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Magnetic sensors
Analysis of variance (ANOVA)
2010
1 Citations

A class selection method based on a partial Kullback-Leibler information measure for biological signal classification

Shibanoki, T., Shima, K., Takaki, T., Tsuji, T., Otsuka, A. & Chin, T. 2010 Dec 1 2010 IEEE/SICE International Symposium on System Integration: SI International 2010 - The 3rd Symposium on System Integration, SII 2010, Proceedings. p. 317-322 6 p. 5708345

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Information theory
Prosthetics
Probability density function
Neural networks
Experiments

Changes in autonomic movement of infants with cerebral paralysis elucidated by video analysis

Shimatani, K., Osawa, Y., Shima, K., Tsuji, T., Oki, S. & Otsuka, A. 2010 Aug 27 In : Rigakuryoho Kagaku. 25, 2, p. 171-175 5 p.

Research output: Contribution to journalArticle

Paralysis
Extremities
Cerebral Cortex
Myelin Sheath
Synapses
2 Citations

Classification of combined motions in human joints through learning of individual motions based on muscle synergy theory

Shima, K. & Tsuji, T. 2010 Dec 1 2010 IEEE/SICE International Symposium on System Integration: SI International 2010 - The 3rd Symposium on System Integration, SII 2010, Proceedings. p. 323-328 6 p. 5708346

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Prosthetics
Muscle
Recurrent neural networks
Pattern recognition
Experiments

EEG discrimination using wavelet packet transform and a reduced-dimensional recurrent neural network

Bu, N., Shima, K. & Tsuji, T. 2010 Dec 1 Proceedings of the IEEE/EMBS Region 8 International Conference on Information Technology Applications in Biomedicine, ITAB. 5687668

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Electroencephalography
Recurrent neural networks
Neural networks
Experiments
6 Citations

Estimation method of finger tapping dynamics using simple magnetic detection system

Kandori, A., Sano, Y., Miyashita, T., Okada, Y., Irokawa, M., Shima, K., Tsuji, T., Yokoe, M. & Sakoda, S. 2010 May 1 In : Review of Scientific Instruments. 81, 5, 054303

Research output: Contribution to journalArticle

Muscle
Dynamic models
Stiffness
Friction
Frequency response
2009

A Diagnosis Support System for Finger Tapping Movements Using Magnetic Sensors and Probabilistic Neural Networks

Shima, K., Tsuji, T., Kandori, A., Yokoe, M. & Sakoda, S. 2009 Dec 1 IFMBE Proceedings. Vol. 23, p. 682-686 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Magnetic sensors
Classifiers
Entropy
Experiments

A Motion-based System to Evaluate Infant Movements Using Real-time Video Analysis

Osawa, Y., Shima, K., Bu, N., Tsuji, T., Tsuji, T., Ishii, I., Matsuda, H., Orito, K., Ikeda, T. & Noda, S. 2009 Dec 1 IFMBE Proceedings. Vol. 23, p. 2043-2047 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Video cameras
2 Citations

An MMG-based human-assisting manipulator using acceleration sensors

Shima, K. & Tsuji, T. 2009 Dec 1 Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics. p. 2433-2438 6 p. 5346384

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Manipulators
Sensors
Prosthetics
Neural networks
Experiments
2 Citations

A Novel Channel Selection Method Based on Partial KL Information Measure for EMG-based Motion Classification

Shibanoki, T., Shima, K., Tsuji, T., Otsuka, A. & Chin, T. 2009 Dec 1 IFMBE Proceedings. Vol. 23, p. 694-698 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Neural networks
Experiments
6 Citations

EMG pattern classification using hierarchical network based on boosting approach

Okamoto, M., Matsubara, Y., Shima, K. & Tsuji, T. 2009 Dec 1 In : International Journal of Innovative Computing, Information and Control. 5, 12, p. 4935-4943 9 p.

Research output: Contribution to journalArticle

Pattern recognition
Experiments
Muscle
1 Citations

Estimation of human finger tapping forces based on a fingerpad-stiffness model

Shima, K., Tamura, Y., Tsuji, T., Kandori, A., Yokoe, M. & Sakoda, S. 2009 Dec 1 Proceedings of the 31st Annual International Conference of the IEEE Engineering in Medicine and Biology Society: Engineering the Future of Biomedicine, EMBC 2009. p. 2663-2667 5 p. 5332864

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Stiffness
Sensors
Exponential functions
Elasticity
Experiments
Stiffness
Sensors
Exponential functions
Elasticity
Experiments
11 Citations

Measurement and evaluation of finger tapping movements using log-linearized gaussian mixture networks

Shima, K., Tsuji, T., Kandori, A., Yokoe, M. & Sakoda, S. 2009 Mar In : Sensors. 9, 3, p. 2187-2201 15 p.

Research output: Contribution to journalArticle

Magnetic sensors
Classifiers
Entropy
Experiments
2008
1 Citations

A tapping interface for finger movement training using magnetic sensors

Shima, K., Tsuji, T., Kandori, A., Yokoe, M. & Sakoda, S. 2008 Conference Proceedings - IEEE International Conference on Systems, Man and Cybernetics. p. 2597-2602 6 p. 4811687

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Magnetic sensors
Domestic appliances
Neural networks
11 Citations

Measurement and evaluation of finger tapping movements using magnetic sensors

Shima, K., Tsuji, T., Kan, E., Kandori, A., Yokoe, M. & Sakoda, S. 2008 Dec 1 Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology". p. 5628-5631 4 p. 4650490

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Magnetic sensors
Bearings (structural)
Electromagnetic induction
Radar
Trajectories
3 Citations
Magnetic sensors
Bearings (structural)
Electromagnetic induction
Radar
Trajectories
3 Citations

Measuring muscle movements for human interfaces using a flexible piezoelectric thin film sensor

Bu, N., Tsukamoto, J., Ueno, N., Shima, K. & Tsuji, T. 2008 Dec 1 Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS'08 - "Personalized Healthcare through Technology". p. 112-116 5 p. 4649103

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Sensors
Muscle
Skin
Thin films
Experiments
1 Citations
Sensors
Muscle
Aluminum nitride
Skin
Thin films
3 Citations

Pattern discrimination method with a boosting approach using hierarchical neural trees

Okamoto, M., Shima, K., Matsubara, Y. & Tsuji, T. 2008 Oct 30 In : Proceedings of the Institution of Mechanical Engineers. Part I: Journal of Systems and Control Engineering. 222, 7, p. 701-710 10 p.

Research output: Contribution to journalArticle

Electric appliances
Pattern recognition
Classifiers
Neural networks
1 Citations

The cybernetic rehabilitation aid: A novel concept for direct rehabilitation

Akdogan, E., Shima, K., Kataoka, H., Hasegawa, M., Otsuka, A. & Tsuji, T. 2008 Dec 1 2008 IEEE International Conference on Robotics and Biomimetics, ROBIO 2008. p. 852-858 7 p. 4913111

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Patient rehabilitation
Cybernetics
Robots
Electromyography
Teaching