The Potential of a Classification-based Algorithm to Calculate Calories in Real-Time Via Pattern Recognition
Calories refer to a unit of energy that people should consume based on total energy needed. Thus, a system for health monitoring applications that can measure calories and nutrition can be very useful. This research is mainly focused on creating a new algorithm based on classification technique to...
Saved in:
| Main Authors: | , |
|---|---|
| Format: | Conference or Workshop Item |
| Language: | en en |
| Published: |
2016
|
| Subjects: | |
| Online Access: | http://umpir.ump.edu.my/id/eprint/8335/1/The%20Potential%20of%20a%20Classification-based%20Algorithm%20to%20Calculate%20Calories%20in%20Real-Time%20Via%20Pattern%20Recognition.pdf http://umpir.ump.edu.my/id/eprint/8335/7/fskkp-2016-ariff-The%20Potential%20of%20a%20Classification.pdf http://umpir.ump.edu.my/id/eprint/8335/ |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| _version_ | 1831522411338530816 |
|---|---|
| author | M. A., Ameedeen Marhaini, M. S. |
| author_facet | M. A., Ameedeen Marhaini, M. S. |
| author_sort | M. A., Ameedeen |
| building | UMPSA Library |
| collection | Institutional Repository |
| content_provider | Universiti Malaysia Pahang Al-Sultan Abdullah |
| content_source | UMPSA Institutional Repository |
| continent | Asia |
| country | Malaysia |
| description | Calories refer to a unit of energy that people should consume based on total energy needed. Thus, a system for health monitoring applications that can measure calories and nutrition can be very useful. This research is mainly
focused on creating a new algorithm based on classification technique to calculate food calorie intake in real-time. Enhancement on Extreme Learning Machine (ELM) algorithm will be done to get better results in terms of accuracy and speed of calculating the food calorie. The ELM algorithm will be applied to an ultra-mobile Near Infrared (NIR) spectrometer. While the algorithm helped to classify different types of wavelengths produced from the sensor, a classification-based algorithm via Pattern Recognition Method will be used to classify and match the food components. The results will displayed the total amount of calories consumed per day, per week and per month with total amount of calories left in a mobile application. |
| format | Conference or Workshop Item |
| id | my.ump.umpir.8335 |
| institution | Universiti Malaysia Pahang |
| language | en en |
| publishDate | 2016 |
| record_format | eprints |
| spelling | my.ump.umpir.83352018-09-26T05:21:48Z http://umpir.ump.edu.my/id/eprint/8335/ The Potential of a Classification-based Algorithm to Calculate Calories in Real-Time Via Pattern Recognition M. A., Ameedeen Marhaini, M. S. QA76 Computer software Calories refer to a unit of energy that people should consume based on total energy needed. Thus, a system for health monitoring applications that can measure calories and nutrition can be very useful. This research is mainly focused on creating a new algorithm based on classification technique to calculate food calorie intake in real-time. Enhancement on Extreme Learning Machine (ELM) algorithm will be done to get better results in terms of accuracy and speed of calculating the food calorie. The ELM algorithm will be applied to an ultra-mobile Near Infrared (NIR) spectrometer. While the algorithm helped to classify different types of wavelengths produced from the sensor, a classification-based algorithm via Pattern Recognition Method will be used to classify and match the food components. The results will displayed the total amount of calories consumed per day, per week and per month with total amount of calories left in a mobile application. 2016 Conference or Workshop Item PeerReviewed application/pdf en http://umpir.ump.edu.my/id/eprint/8335/1/The%20Potential%20of%20a%20Classification-based%20Algorithm%20to%20Calculate%20Calories%20in%20Real-Time%20Via%20Pattern%20Recognition.pdf application/pdf en http://umpir.ump.edu.my/id/eprint/8335/7/fskkp-2016-ariff-The%20Potential%20of%20a%20Classification.pdf M. A., Ameedeen and Marhaini, M. S. (2016) The Potential of a Classification-based Algorithm to Calculate Calories in Real-Time Via Pattern Recognition. In: 3rd International Conference on Communication and Computer Engineering (ICOCOE 2016) , 15-17 March 2016 , Bandung, Indonesia. . (Unpublished) (Unpublished) DOI: 10.1016/j.cherd.2013.12.001 |
| spellingShingle | QA76 Computer software M. A., Ameedeen Marhaini, M. S. The Potential of a Classification-based Algorithm to Calculate Calories in Real-Time Via Pattern Recognition |
| title | The Potential of a Classification-based Algorithm to Calculate Calories in Real-Time Via Pattern Recognition |
| title_full | The Potential of a Classification-based Algorithm to Calculate Calories in Real-Time Via Pattern Recognition |
| title_fullStr | The Potential of a Classification-based Algorithm to Calculate Calories in Real-Time Via Pattern Recognition |
| title_full_unstemmed | The Potential of a Classification-based Algorithm to Calculate Calories in Real-Time Via Pattern Recognition |
| title_short | The Potential of a Classification-based Algorithm to Calculate Calories in Real-Time Via Pattern Recognition |
| title_sort | potential of a classification-based algorithm to calculate calories in real-time via pattern recognition |
| topic | QA76 Computer software |
| url | http://umpir.ump.edu.my/id/eprint/8335/1/The%20Potential%20of%20a%20Classification-based%20Algorithm%20to%20Calculate%20Calories%20in%20Real-Time%20Via%20Pattern%20Recognition.pdf http://umpir.ump.edu.my/id/eprint/8335/7/fskkp-2016-ariff-The%20Potential%20of%20a%20Classification.pdf http://umpir.ump.edu.my/id/eprint/8335/ |
| url_provider | http://umpir.ump.edu.my/ |