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@article{ART001975980},
author={Jun,Do-Hong and 김형래},
title={Predicting Interesting Web Pages by SVM and Logit-regression},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2015},
volume={20},
number={3},
pages={47-56}

TY - JOUR
AU - Jun,Do-Hong
AU - 김형래
TI - Predicting Interesting Web Pages by SVM and Logit-regression
JO - Journal of The Korea Society of Computer and Information
PY - 2015
VL - 20
IS - 3
PB - The Korean Society Of Computer And Information
SP - 47
EP - 56
SN - 1598-849X
AB - Automated detection of interesting web pages could be used in many different application domains. Determining a user’s interesting web pages can be performed implicitly by observing the user’s behavior. The task of distinguishing interesting web pages belongs to a classification problem, and we choose whitebox learning methods (fixed effect logit regression and support vector machine) to test empirically. Theresult indicated that (1) fixed effect logit regression, fixed effect SVMs with both polynomial and radialbasis kernels showed higher performance than the linear kernel model, (2) a personalization is a criticalissue for improving the performance of a model, (3) when asking a user explicit grading of web pages, the scale could be as simple as yes/no answer, (4) every second the duration in a web page increases, theratio of the probability to be interesting increased 1.004 times, but the number of scrollbar clicks (p=0.56)and the number of mouse clicks (p=0.36) did not have statistically significant relations with the interest.
KW - machine learning;Implicit indicator;Web pages;Interest
DO -
UR -
ER -

Jun,Do-Hong and 김형래. (2015). Predicting Interesting Web Pages by SVM and Logit-regression. Journal of The Korea Society of Computer and Information, 20(3), 47-56.

Jun,Do-Hong and 김형래. 2015, "Predicting Interesting Web Pages by SVM and Logit-regression", Journal of The Korea Society of Computer and Information, vol.20, no.3 pp.47-56.

Jun,Do-Hong, 김형래 "Predicting Interesting Web Pages by SVM and Logit-regression" Journal of The Korea Society of Computer and Information 20.3 pp.47-56 (2015) : 47.

Jun,Do-Hong, 김형래. Predicting Interesting Web Pages by SVM and Logit-regression. 2015; 20(3), 47-56.

Jun,Do-Hong and 김형래. "Predicting Interesting Web Pages by SVM and Logit-regression" Journal of The Korea Society of Computer and Information 20, no.3 (2015) : 47-56.

Jun,Do-Hong; 김형래. Predicting Interesting Web Pages by SVM and Logit-regression. Journal of The Korea Society of Computer and Information, 20(3), 47-56.

Jun,Do-Hong; 김형래. Predicting Interesting Web Pages by SVM and Logit-regression. Journal of The Korea Society of Computer and Information. 2015; 20(3) 47-56.

Jun,Do-Hong, 김형래. Predicting Interesting Web Pages by SVM and Logit-regression. 2015; 20(3), 47-56.

Jun,Do-Hong and 김형래. "Predicting Interesting Web Pages by SVM and Logit-regression" Journal of The Korea Society of Computer and Information 20, no.3 (2015) : 47-56.