Hsuan-Tien Lin
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Awards
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Publications
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Presentations
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Programs
Talks
Label Space Coding for Multi-label Classification
. IIS Sinica Seminar, Taipei, Taiwan, April 2012.
Multi-label Active Learning with Auxiliary Learner
. ACML 2011, Taoyuan, Taiwan, November 2011.
(Paper)
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Cost-sensitive Multiclass Classification via Regression
. NCCU CS Seminar, Taipei, Taiwan, November 2011.
Research in the Computational Learning Laboratory: Ordinal Ranking, Cost-sensitive Classification and KDDCup 2011.
Plaxie
, Taipei, Taiwan, November 2011.
Solutions and Experiences from KDD Cup 2011: A Linear Ensemble of Individual and Blended Models for Music Rating Prediction
. CITI Sinica Seminar, Taipei, Taiwan, October 2011.
A Linear Ensemble of Individual and Blended Models for Music Rating Prediction
. KDDCup 2011, San Diego, CA, USA, August 2011.
(Paper)
Cost-sensitive Multiclass Classification via Regression
. NTNU CSIE Seminar, Taipei, Taiwan, December 2010.
Cost-sensitive Classification: Status and Beyond
. Machine Learning Research in Taiwan@TAAI 2010, Hsinchu, Taiwan, November 2010.
(Paper)
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An Ensemble Solution for Learning to Rank
. Yahoo! Learning to Rank Challenge@ICML 2010, Haifa, Israel, June 2010.
(Paper)
One-sided Support Vector Regression for Multiclass Cost-sensitive Classification
. ICML 2010, Haifa, Israel, June 2010.
(Paper)
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Cost-sensitive Multiclass Classification via Regression
. CITI Sinica Seminar, Taipei, Taiwan, May 2010.
Cost-sensitive Multiclass Classification Using One-versus-one Comparisons
. NTHU EE Seminar, Hsinchu, Taiwan, April 2010.
From Ordinal Ranking to Binary Classification
. NDHU AM Seminar, Hualian, Taiwan, February 2010.
Combining Ordinal Preferences by Boosting
. Preference Learning Workshop @ ECML/PKDD 2009, Bled, Slovenia, September 2009.
(Paper)
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From Ordinal Ranking to Binary Classification
. NTUST CS Seminar, Taipei, Taiwan, March 2009.
From Ordinal Ranking to Binary Classification
. Microsoft Research Asia, Beijing, China, February 2009.
A Simple Algorithm for Cost-Sensitive Classification
. NTU CSIE Seminar, Taipei, Taiwan, September 2008.
From Ordinal Ranking to Binary Classification
. NTHU CS Seminar, Hsinchu, Taiwan, March 2008.
From Ordinal Ranking to Binary Classification
. NCTU CS Seminar, Hsinchu, Taiwan, March 2008.
From Ordinal Ranking to Binary Classification
. NTU CSIE Seminar, Taipei, Taiwan, March 2008.
From Ordinal Ranking to Binary Classification
. Caltech CS/IST Lunch Bunch, Pasadena, CA, U.S.A., March 2008.
Perceptron Learning by Random Coordinate Descent
. IJCNN '07, Orlando, FL, U.S.A., August 2007.
(Paper)
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Automatic Ranking by Extended Binary Classification
. Institute of Information Science, Academia Sinica, Taipei, Taiwan, March 2007.
Ordinal Regression by Extended Binary Classification
. NIPS '06 Spotlight, Vancouver, Canada, December 2006.
(Poster)
,
(Paper)
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Automatic Ranking by Extended Binary Classification
. Caltech EE Fall '06 Seminar, Pasadena, CA, U.S.A., November 2006.
Large-Margin Thresholded Ensembles for Ordinal Regression
. ALT '06, Barcelona, Spain, October 2006.
(Paper)
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Large-Margin Thresholded Ensembles for Ordinal Regression
. MLSS '06 Workshop, Taipei, Taiwan, July 2006.
Distance Based SVM Kernels for Infinite Ensemble Learning
. ICONIP '05, Taipei, Taiwan, November 2005.
(Paper)
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Analysis of SAGE Results with Combined Learning Techniques
. ECML/PKDD Discovery Challenge Workshop '05, Porto, Portugal, October 2005.
(Paper)
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Infinite Ensemble Learning with Support Vector Machinery
. ECML '05, Porto, Portugal, October 2005.
(Paper)
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Infinite Ensemble Learning with Support Vector Machines
. Caltech Second Symposium on
Vision
and
Learning
, Pasadena, CA, U.S.A., September 2005.
Posters
Ordinal Regression by Extended Binary Classification
. NIPS '06, Vancouver, Canada, December 2006.
(Spotlight)
,
(Paper)
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Lectures
Brief Introduction to LEMGA
. Minitalk for Caltech
CS 156b (Winter '06)
: Learning Systems, Pasadena, CA, U.S.A., January 2006.
(Software)
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Introduction to Support Vector Machines
. Invited talk for
NTU Speech Processing Lab
, Taipei, Taiwan, November 2005.
Introduction to Boosting and Joint Boosting
. Guest lecture for Caltech
EE148 (Spring '05)
: Machine Learning for Computer Vision, Pasadena, CA, U.S.A., April 2005.
Last updated at CST 14:15, May 02, 2012
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