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Orasa Patsadu.. A comparison of classification methods of hypothyroid disease prediction. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2568.
A comparison of classification methods of hypothyroid disease prediction
Name: Kulchaya Pongsawaeng.
Organization :
Rajamangala University of Technology Krungthep. Faculty of Science and Technology
Name: Ausron Binmaduereh.
Organization :
Rajamangala University of Technology Krungthep. Faculty of Science and Technology
Name: Panuphong Jenrotphondet.
Organization :
Rajamangala University of Technology Krungthep. Faculty of Science and Technology
Name: Orasa Patsadu.
Organization :
Rajamangala University of Technology Krungthep. Faculty of Science and Technology
Email :
orasa.p@mail.rmutk.ac.th
LCSH:
Data mining.
LCSH:
Hypothyroidism
-- Prognosis.
LCSH:
Prognosis
-- Data processing.
LCSH:
Prognosis
-- Classification.
Abstract:
This paper proposes a comparison of classification methods of hypothyroid disease prediction using data mining techniques. A dataset from the UCI repository with the thyroid disease dataset is used to prepare data with missing value handling, imbalance class handling, and suitable attribute selection. Then, the dataset is used to build the model by comparing the performance of classification methods such as Multilayer Perceptron, Support Vector Machine, and Decision Tree. The result shows that the Decision Tree achieves high performance with an accuracy of 99.61 percent, which is higher than the Multilayer Perceptron and Support Vector Machine with an accuracy of 96.46 percent and 92.93 percent, respectively. In addition, we compared the result with state-of-the-art, which uses a similar technique to our proposed method. The result shows that our proposed method also outperforms previous research. Therefore, we decided to use Decision tree model for the prototype system development in hypothyroid disease prediction to support physicians' decision-making for diagnosis and treatment. Furthermore, this paper proposes data visualization to help users for primary risk assessment of a chance of hypothyroid disease to acknowledge risk before deciding to meet physicians using demographic information. Therefore, it will reduce the cost of medical and death rates."
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2568
Modified:
2568-07-30
Issued:
2025-07-30
บทความ/Article
application/pdf
BibliograpyCitation :
วารสารเทคโนโลยีสารสนเทศ. ปีที่ 21, ฉบับที่ 2 (ก.ค.-ธ.ค. 68), หน้า 11-18.
eng
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ใช้เวลา
0.019155 วินาที
Kulchaya Pongsawaeng.
| Title | Contributor | Type |
|---|---|---|
| A comparison of classification methods of hypothyroid disease prediction
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Kulchaya Pongsawaeng.;Ausron Binmaduereh.;Panuphong Jenrotphondet.;Orasa Patsadu. | บทความ/Article |
Ausron Binmaduereh.
| Title | Contributor | Type |
|---|---|---|
| A comparison of classification methods of hypothyroid disease prediction
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Kulchaya Pongsawaeng.;Ausron Binmaduereh.;Panuphong Jenrotphondet.;Orasa Patsadu. | บทความ/Article |
Panuphong Jenrotphondet.
| Title | Contributor | Type |
|---|---|---|
| A comparison of classification methods of hypothyroid disease prediction
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Kulchaya Pongsawaeng.;Ausron Binmaduereh.;Panuphong Jenrotphondet.;Orasa Patsadu. | บทความ/Article |
Orasa Patsadu.
| Title | Contributor | Type |
|---|---|---|
| The development of game to develop the cognitive skill for autistic children via virtual reality
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Orasa Patsadu.;Yanee Muchchimwong.;Nattaburud Narudkun. | บทความ/Article | |
| Abnormal gait pattern recognition of stroke patient in initial stage using smartphone and hybrid classification methods
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Orasa Patsadu.;Kittipat Thepmee.;Kantapong Phuengliam.;Monrada Sirimongkol. | บทความ/Article | |
| A comparison of classification methods of hypothyroid disease prediction
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Kulchaya Pongsawaeng.;Ausron Binmaduereh.;Panuphong Jenrotphondet.;Orasa Patsadu. | บทความ/Article |