scholarly journals Prediction of Antisense Oligonucleotide Efficacy Using Local and Global Structure Information with Support Vector Machines

2006 ◽  
Author(s):  
Roger Craig ◽  
Li Liao
Keyword(s):  
Support Vector Machines ◽  
Antisense Oligonucleotide ◽  
Global Structure ◽  
Support Vector ◽  
Structure Information ◽  
Vector Machines

FUZZY TRANSDUCTIVE SUPPORT VECTOR MACHINES FOR HYPERTEXT CLASSIFICATION

2004 ◽  
Vol 12 (01) ◽  
pp. 21-36 ◽  
Author(s):  
HONG LIU ◽  
SHANG-TENG HUANG
Keyword(s):  
Support Vector Machines ◽  
Classification Performance ◽  
Decision Function ◽  
Experimental Results ◽  
Support Vector ◽  
Structure Information ◽  
Plain Text ◽  
Vector Machines ◽  
Text Information ◽  
Fuzzy Labels

A method to assign fuzzy labels to unlabeled hypertext documents based on hyperlink structure information is first proposed. Then, the construction of the fuzzy transductive support vector machines is described. Also, an algorithm to train the fuzzy transductive support vector machines is presented. While in the transductive support vector machines all the test examples are treated equally, in the fuzzy transductive support vector machines, test examples are treated discriminatively according to their fuzzy labels, hence a more reliable decision function. Experimental results on the WebKB corpus show that, by fusing the plain text information and the hyperlink structure information, much better classification performance can be achieved.

Soft Biometrics Classification Using Denoising Convolutional Autoencoders and Support Vector Machines

2018 ◽  
Author(s):  
Nelson Marcelo Romero Aquino ◽  
Matheus Gutoski ◽  
Leandro Takeshi Hattori ◽  
Heitor Silvério Lopes
Keyword(s):  
Support Vector Machines ◽  
Support Vector ◽  
Soft Biometrics ◽  
Vector Machines
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