TY - GEN
T1 - A study on using Python vs Weka on dialysis data analysis
AU - Mitrpanont, Jarernsri
AU - Sawangphol, Wudhichart
AU - Vithantirawat, Thanita
AU - Paengkaew, Sinattaya
AU - Suwannasing, Prameyuda
AU - Daramas, Atthapan
AU - Chen, Yi Cheng
N1 - Publisher Copyright:
© 2017 IEEE.
PY - 2017/7/1
Y1 - 2017/7/1
N2 - Health data has been drastically increasing in capacity and variety. Due to large and complex collection of datasets, it is difficult to process data using traditional data processing techniques. Machine Learning techniques, such as KNN and Naïve Bayes, have been used. Python and Weka are tools that are widely used in the field of data analytics. Therefore, this paper gives the comprehensive comparison between both tools together with some machine learning algorithms on data analytic of Dialysis Dataset. The results show that using Python provides the better performance in term of correct/incorrect instances, precision, and recall.
AB - Health data has been drastically increasing in capacity and variety. Due to large and complex collection of datasets, it is difficult to process data using traditional data processing techniques. Machine Learning techniques, such as KNN and Naïve Bayes, have been used. Python and Weka are tools that are widely used in the field of data analytics. Therefore, this paper gives the comprehensive comparison between both tools together with some machine learning algorithms on data analytic of Dialysis Dataset. The results show that using Python provides the better performance in term of correct/incorrect instances, precision, and recall.
KW - Data Analytics
KW - Dialysis
KW - Health
KW - Machine learning
KW - Python
KW - Weka
UR - http://www.scopus.com/inward/record.url?scp=85049463756&partnerID=8YFLogxK
U2 - 10.1109/INCIT.2017.8257883
DO - 10.1109/INCIT.2017.8257883
M3 - 會議論文篇章
AN - SCOPUS:85049463756
T3 - Proceeding of 2017 2nd International Conference on Information Technology, INCIT 2017
SP - 1
EP - 6
BT - Proceeding of 2017 2nd International Conference on Information Technology, INCIT 2017
A2 - Sawangphol, Wudhichart
A2 - Mitrpanont, Jarernsri L.
PB - Institute of Electrical and Electronics Engineers Inc.
T2 - 2nd International Conference on Information Technology, INCIT 2017
Y2 - 2 November 2017 through 3 November 2017
ER -