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Chidchanok Lursinsap. Egg shape as a generalized radial basis shape for discard-after-learn method in streaming data. (). King Mongkut's University of Technology North Bangkok. Central Library. : , 2024.
Egg shape as a generalized radial basis shape for discard-after-learn method in streaming data
Name: Warawut Nualplaud
Organization :
Chulalongkorn University. Department of Mathematics and Computer Science
Name: Chidchanok Lursinsap
Organization :
Chulalongkorn University. Department of Mathematics and Computer Science
keyword:
Streaming data
LCSH:
Machine learning
Abstract:
Various density-based learning methods have pro-
posed learning algorithms which use symmetrical geometric
shapes to represent the decision boundaries such as circle, ellipse.
These shapes are incapable of handling non-symmetrical data
distribution such as skewed distribution. To cope with this type
of distribution, we proposed a new structure of the data capsule
derived from Yamamotos equation of egg shaped curve along
with a new evaluation metric for measuring the density of the
data capsule. This egg equation is a generic shape equation which
can be parametrically transformed into the equations of ellipse
and circle, which makes it feasible to represent both symmetrical
and non- symmetrical data distributions. The experiment showed
that the proposed method gives the highest density when the
distribution has a degree of skewness and still gives similar result
when the distribution of the data sets is symmetric compared to
traditional circular and elliptical data capsules.
King Mongkut's University of Technology North Bangkok. Central Library
Address:
BANGKOK
Email:
library@kmutnb.ac.th
Created:
2024
Modified:
2025-05-26
Issued:
2025-05-26
บทความ/Article
application/pdf
BibliograpyCitation :
In IEEE Thailand Section (IEEE Computer Society Thailand Chapter) and Prince of Songkla University. College of Computing. The 21st International Joint Conference on Computer Science and Software Engineering (JCSSE 2024)) (pp.268-274). Phuket : Prince of Songkla University
eng
©copyrights King Mongkut's University of Technology North Bangkok
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ใช้เวลา
0.023919 วินาที
Warawut Nualplaud
| Title | Contributor | Type |
|---|---|---|
| Egg shape as a generalized radial basis shape for discard-after-learn method in streaming data
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Warawut Nualplaud;Chidchanok Lursinsap | บทความ/Article |
Chidchanok Lursinsap
| Title | Contributor | Type |
|---|---|---|
| Detecting common unsafe gestures of grabbing wheel and distracting phone talk by appropriate convolutional neural network
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Bai, Yibei;Chidchanok Lursinsap | บทความ/Article | |
| A classification of biochemical compounds based on their primitive structures and graph kernels
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Peemapat Wongsriphisant;Chidchanok Lursinsap;Apichat Suratanee;Kitiporn Plaimas | บทความ/Article | |
| Egg shape as a generalized radial basis shape for discard-after-learn method in streaming data
มหาวิทยาลัยเทคโนโลยีพระจอมเกล้าพระนครเหนือ Warawut Nualplaud;Chidchanok Lursinsap | บทความ/Article |