Search results

Journal Article (6)

1.
Journal Article
Shin, H.; Tsuda, K.; Schölkopf, B.: Protein Functional Class Prediction With a Combined Graph. Expert Systems with Applications 36 (2,2), pp. 3284 - 3292 (2008)
2.
Journal Article
Shin, H.; Lisewski, A.; Lichtarge, O.: Graph sharpening plus graph integration: a synergy that improves protein functional classification. Bioinformatics 23 (23), pp. 3217 - 3224 (2007)
3.
Journal Article
Shin, H.; Cho, S.: Neighborhood Property based Pattern Selection for Support Vector Machines. Neural computation 19 (3), pp. 816 - 855 (2007)
4.
Journal Article
Shin, H.; Cho, S.: Response Modeling with Support Vector Machines. Expert Systems with Applications 30 (4), pp. 746 - 760 (2006)
5.
Journal Article
Cho, S.; Shin, H.; Yu , E.; Ha, K.; MacLachlan, D.: Data mining problems and solutions for response modeling in CRM. Entrue Journal of Information Technology 5 (1), pp. 55 - 64 (2006)
6.
Journal Article
Shin, H.; Cho, S.: Invariance of Neighborhood Relation under Input Space to Feature Space Mapping. Pattern Recognition Letters 26 (6), pp. 707 - 718 (2005)

Book Chapter (1)

7.
Book Chapter
Shin, H.; Tsuda, K.: Prediction of Protein Function from Networks. In: Semi-Supervised Learning, 20, pp. 361 - 376 (Eds. Chapelle, O.; Schölkopf, B.; Zien, A.). MIT Press, Cambridge, MA, USA (2006)

Conference Paper (9)

8.
Conference Paper
Choi, I.; Shin, H.: Performance Stabilization and Improvement in Graph-based Semi-supervised Learning with Ensemble Method and Graph Sharpening. In: Korean Data Mining Society Conference 2007, pp. 257 - 262. Korean Data Mining Society Conference 2007, Seoul, Korea. Korean Data Mining Society, Seoul, Korea (2007)
9.
Conference Paper
Shin, H.: Machine Learning and Applications in Biology. In: ICH Quality Guidelines Workshop BioKorea 2007, pp. 337 - 366. ICH Quality Guidelines Workshop BioKorea 2007, Seoul, Korea, September 13, 2007 - September 14, 2007. (2007)
10.
Conference Paper
Shin, H.; Lisewski, A.; Lichtarge, O.: Graph-based Protein Functional Classification. In: International Conference on Bioinformatics and Computational Biology (BIOCOMP '07), pp. 738 - 744 (Eds. Arabnia, R.; Yang, M.; Yang, J.). International Conference on Bioinformatics and Computational Biology (BIOCOMP '07), Las Vegas, NV, USA, June 25, 2007 - June 28, 2007. CSREA Press, Las Vegas, NV, USA (2007)
11.
Conference Paper
Shin, H.; Hill, N.; Rätsch, G.: Graph Based Semi-Supervised Learning with Sharper Edges. In: Machine Learning: ECML 2006: 17th European Conference on Machine Learning Berlin, Germany, September 18-22, 2006, pp. 401 - 412 (Eds. Fürnkranz, J.; Scheffer, T.; Spiliopoulou, M.). 17th European Conference on Machine Learning (ECML 2006), Berlin, Germany, September 18, 2006 - September 22, 2006. Springer, Berlin, Germany (2006)
12.
Conference Paper
Tsuda, K.; Shin, H.; Schölkopf, B.: Fast Protein Classification with Multiple Networks. Fourth European Conference on Computational Biology / Sixth Meeting of the Spanish Bioinformatics Network (ECCB/JBI 2005), Madrid, Spain, September 28, 2005 - October 01, 2005. Bioinformatics 21 (Supplement 2), pp. 59 - 65 (2005)
13.
Conference Paper
Shin, H.; Cho, S.: How to Deal with Large Dataset, Class Imbalance and Binary Output in SVM based Response Model. In: Korean Data Mining Conference 2003, pp. 93 - 107. Korean Data Mining Conference 2003, Seoul, South Korea. (2003)
14.
Conference Paper
Shin, H.; Tsuda, K.; Schölkopf, B.: Protein Functional Class Prediction with a Combined Graph. In: Korean Data Mining Conference 2003, pp. 200 - 219. Korean Data Mining Conference 2003, Seoul, South Korea. (2003)
15.
Conference Paper
Shin, H.; Cho, S.: Fast Pattern Selection Algorithm for Support Vector Classifiers: "Time Complexity Analysis". In: Intelligent Data Engineering and Automated Learning: 4th International Conference, IDEAL 2003, Hong Kong, China, March 21-23, 2003, pp. 1008 - 1015 (Eds. Liu, J.; Cheung, Y.-M.; Yin, H.). 4th International Conference on Intelligent Data Engineering (IDEAL 2003), Hong Kong, China, March 21, 2003 - March 23, 2003. Springer, Berlin, Germany (2003)
16.
Conference Paper
Shin, H.; Cho, S.: Fast Pattern Selection for Support Vector Classifiers. In: Advances in Knowledge Discovery and Data Mining: 7th Pacific-Asia Conference, PAKDD 2003, Seoul, Korea, April 30 – May 2, pp. 376 - 387 (Eds. Whang, K.-Y.; Jeon, J.; Shim, K.; Srivastava, J.). 7th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2003), Seoul, South Korea, April 30, 2003 - May 02, 2003. Springer, Berlin, Germany (2003)

Talk (1)

17.
Talk
Shin, H.: Machine Learning and Applications in Biology. 6th Course in Bioinformatics for Molecular Biologists, Bertinoro di Romangna, Italy (2006)
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