|
|
|
题名
|
作者
|
年代
|
出处
|
被引量
|
| 1 | Automatic Classification of Cardiac Arrhythmias Based on Hybrid Features and Decision Tree Algorithm显示文摘Accurate classification of cardiac arrhythmias is a crucial task because of the non-stationary nature of electrocardiogram(ECG)signals.In a life-threatening situation,an automated system is necessary for early detection of beat abnormalities in order to reduce the mortality rate.In this paper,we propose an automatic classification system of ECG beats based on the multi-domain features derived from the ECG signals.The experimental study was evaluated on ECG signals obtained from the MIT-BIH Arrhythmia Database.The feature set comprises eight empirical mode decomposition(EMD)based features,three features from variational mode decomposition(VMD)and four features from RR intervals.In total,15 features are ranked according to a ranker search approach and then used as input to the support vector machine(SVM)and C4.5 decision tree classifiers for classifying six types of arrhythmia beats.The proposed method achieved best result in C4.5 decision tree classifier with an accuracy of 98.89%compared to cubic-SVM classifier which achieved an accuracy of 95.35%only.Besides accuracy measures,all other parameters such as sensitivity(Se),specificity(Sp)and precision rates of 95.68%,99.28%and 95.8%was achieved better in C4.5 classifier.Also the computational time of 0.65 s with an error rate of 0.11 was achieved which is very less compared to SVM.The multi-domain based features with decision tree classifier obtained the best results in classifying cardiac arrhythmias hence the system could be used efficiently in clinical practices. | Santanu Sahoo Asit Subudhi Manasa Dash Sukanta Sabut | 2020 | International Journal of Automation and computing2020，17，4： | 2 |
| 2 | Functional electrical stimula- tion of dorsiflexor muscle: effects on dorsiflexor strength, plan- tarflexor spasticity, and motor recovery in stroke patients 显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | Neuro Rehab2011，29，4： | 1 |
| 3 | Functional electrical stimula- tion of dorsiflexor muscle:effects on dorsiflexor strength,plan- tarflexor spasticity, and motor recovery in stroke patients显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | Neuro Rehabilitation2011，，39： | 1 |
| 4 | Functional electrical stimulation of dorsiflexor muscle effects on dorsiflexor strength plantarflexor spasticity,and motor recovery in stroke patients显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | Neuro Rehabili2011，29，4： | 1 |
| 5 | Effect of functional electrical stimulation on the effort and walking speed, sur- face electromyography activity, and metabolic responses in stroke subjects显示文摘 | Sabut SK Lenka PK Kumar R | 2010 | Journal of Electromyography and Kinesi- ology2010，20，6： | 1 |
| 6 | Restoration of gait and mo- tor recobery by functional electrical stimulation therapy in persons with stroke 显示文摘 | Sabut SK Sikdar C Mondal R | 2010 | Disabil Rehabil2010，32，19： | 1 |
| 7 | Improvement of gait & muscle strength with functional electrical stimulation in sub-acute & chronic stroke patients显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | Conf Proc IEEE Eng Med Biol Soc2011，2011，： | 1 |
| 8 | New contra old wavefront measurement concepts for interferometric optical testing 显示文摘 | JOYWICKI R KUJAWINSKA M SABUT L | 1992 | Opt Engng1992，31，3： | 1 |
| 9 | Restoration of gait and motor recovery by functional electrical stimulation therapy in persons with stroke显示文摘 | Sabut SK Sikdar C Mondal R | 2010 | Disabil Rehabil2010，32，19： | 1 |
| 10 | Functional electrical stimulation of dorsiflexor muscle: effects on dorsiflexor strength, plantarflexor spasticity, and motor recovery in stroke patients 显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | Neuro Rehabilitation2011，29，4： | 1 |
| 11 | Effect of functional electrical stimulation on the effort and walking speed, surface electromyography activity, and metabolic responses in stroke subjects显示文摘 | Sukanta K. Sabut Prasanna K. Lenka Ratnesh Kumar Manjunatha Mahadevappa | 2010 | Journal of Electromyography and Kinesiology2010，，6： | 1 |
| 12 | Functional electrical stimulation of dorsiflexor muscle:effects on dorsiflexor strength,plantarflexor spasticity,and motor recovery in stroke patients显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | NeuroRehabilitation2011，29，4： | 1 |
| 13 | Phenybutaniod-rich rhizome oil of Zingiber neesanum from Western Ghats, southern India显示文摘 | Sabutal B Dan M John A | 2007 | Flavour and Fragrance Journal2007，22，： | 1 |
| 14 | Improvement of gait muscle strength with functional electrical stimulation in sub-acute chronic stroke patients 显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | Conf Proc IEEE Eng Med Biol Soc2011，139，26： | 1 |
| 15 | Functional electrical stimulation of dorsiflexor muscle:effects on dorsiflexor strength,plantarflexor spasticity and motor recovery in stroke patients显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | Neuro Rehabilitation2011，29，4： | 1 |
| 16 | Restoration of gait and motor recovery by functional electrical stimulation therapy in persons with stroke显示文摘 | Sabut SK Sikdar C Mondal R | 2010 | Disabil Rehabil2010，32，19： | 1 |
| 17 | Functional electrical stimulation of dorsiflexor muscle:effects on dorsiflexor strength,plantarflexor spasticity,and motor recovery in stroke patients显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | NeuroRehabilitation2011，29，4： | 1 |
| 18 | Restoration of gait and motor recovery by functional electrical stimulation therapy in persons with stoke显示文摘 | Sabut SK Sikdar C Mondal R | 2010 | Disabil Rehabil2010，32，： | 1 |
| 19 | Restoration of gait and motor recovery by functional electrical stimulation therapy in persons with stroke 显示文摘 | Sabut SK Sikdar C Mondal R | 2010 | Disabil Rehabil2010，32，： | 1 |
| 20 | Functional electrical stimulation of dorsiflexor muscle:effects on dorsiflexor strength, plantarflexor spasticity, and motor recovery in stroke patients 显示文摘 | Sabut SK Sikdar C Kumar R | 2011 | NeuroRehabilitation2011，29，4： | 1 |
您所在的机构暂未开通此部分的功能，请联系管理员