Abstract:
Scientist since early 19th has discussed a lot about stress theories such as “Theory of Emotion”, “General Adaptation Syndrome Model”, and “Theory of Cognitive Appraisal”...Show MoreMetadata
Abstract:
Scientist since early 19th has discussed a lot about stress theories such as “Theory of Emotion”, “General Adaptation Syndrome Model”, and “Theory of Cognitive Appraisal”. Lately there are several studies about stress recognition by analyzing physical phenomenon. Beside the physically seen phenomenon, there is also multiple reliable markers to indicate stress used in medical environment for example HRV (Heart Rate Variability) which use heart beat data as input. There are three type of HRV analysis, which results in several parameters. In order to classify the subject condition based on HRV parameters, machine learning method such as SVM, decision tree, and random forest are being implemented. Right before doing the machine learning, several studies conduct feature selection phase by using several correlation method. Various researches about stress had been discussed, however as their research methods and environments differ, the result of the best parameter for stress identification also differ.
Date of Conference: 03-04 October 2016
Date Added to IEEE Xplore: 13 February 2017
ISBN Information:
Electronic ISSN: 2470-640X
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Heart Beat ,
- Heartbeat Data ,
- Machine Learning ,
- Research Methods ,
- Support Vector Machine ,
- Random Forest ,
- Decision Tree ,
- Machine Learning Methods ,
- Heart Rate Variability ,
- Physical Phenomena ,
- Stress Theory ,
- Theory Of Emotions ,
- Cognitive Appraisal ,
- Heart Rate Variability Analysis ,
- Heart Rate Variability Parameters ,
- Stress Conditions ,
- Mathematical Model ,
- Signed-rank Test ,
- Stress Levels ,
- Frequency Spectrum ,
- Time-domain Analysis ,
- Primary Appraisal ,
- Mean RR ,
- Frequency Domain Analysis ,
- Common Sensors ,
- Wearable Sensors ,
- Intelligent Systems
- Author Keywords
- Stress ,
- HRV ,
- Heart Beat
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Heart Beat ,
- Heartbeat Data ,
- Machine Learning ,
- Research Methods ,
- Support Vector Machine ,
- Random Forest ,
- Decision Tree ,
- Machine Learning Methods ,
- Heart Rate Variability ,
- Physical Phenomena ,
- Stress Theory ,
- Theory Of Emotions ,
- Cognitive Appraisal ,
- Heart Rate Variability Analysis ,
- Heart Rate Variability Parameters ,
- Stress Conditions ,
- Mathematical Model ,
- Signed-rank Test ,
- Stress Levels ,
- Frequency Spectrum ,
- Time-domain Analysis ,
- Primary Appraisal ,
- Mean RR ,
- Frequency Domain Analysis ,
- Common Sensors ,
- Wearable Sensors ,
- Intelligent Systems
- Author Keywords
- Stress ,
- HRV ,
- Heart Beat