Data Mining and Machine Learning

1. Chia-Hsin Ting, Hung-Yi Lo, Shou-De Lin. Transfer-learning based model for reciprocal recommendation. Pacific-Asia Conference on Knowledge Discovery and Data Mining, Auckland, New Zealand, April 2016.
2. 盧政廷, 葉庭江, 王靖汶, 梁詠涵, 游均程, 薛元智, 駱宏毅. 利用多重訊號來源及機器學習做跌倒偵測. 2014 Conference on Technologies and Applications of Artificial Intelligence (TAAI 2014), Taipei, Taiwan, October 2014.
3. Cho-Yi Hsiao, Hung-Yi Lo, Tu-Chun Yin, and Shou-De Lin. Optimizing Specificity under Perfect Sensitivity for Medical Data Classification. International Conference on Data Science and Advanced Analytics, Shanghai, China, October 2014.
4. Hung-Yi Lo, Shou-De Lin, and Hsin-Min Wang, Generalized k-Labelsets Ensemble for Multi-Label and Cost-Sensitive Classification, Knowledge and Data Engineering, IEEE Transactions on , vol.26, no.7, pp.1679,1691, July 2014. (Link) (Draft)
5. Tsung-Hsien Chiang, Hung-Yi Lo, and Shou-de Lin, A Ranking-based KNN Approach for Multi-Label Classification, Asia Conference on Machine Learning (ACML 2012, JMLR W&CP 25:81-96), Singapore, Nov 2012. (Oral presentation, 27% acceptance rate.) (PDF)
6. Hung-Yi Lo, Shou-De Lin, and Hsin-Min Wang, Generalized k-Labelset Ensemble for Multi-label Classification, IEEE Int. Conf. Acoustics, Speech, and Signal Processing (ICASSP2012), Kyoto, Japan, March 2012. (PDF) (poster)
7. Hsiang-Fu Yu, Hung-Yi Lo, Hsun-Ping Hsieh, Jing-Kai Lou, Todd G. McKenzie, Jung-Wei Chou, Po-Han Chung, Chia-Hua Ho, Chun-Fu Chang, Yin-Hsuan Wei, Jui-Yu Weng, En-Syu Yan, Che-Wei Chang, Tsung-Ting Kuo, Yi-Chen Lo, Po Tzu Chang, Chieh Po, Chien-Yuan Wang, Yi-Hung Huang, Chen-Wei Hung, Yu-Xun Ruan, Yu-Shi Lin, Shou-de Lin, Hsuan-Tien Lin, Chih-Jen Lin, Feature Engineering and Classifier Ensemble for KDD Cup 2010, in Proceedings of the KDD Cup 2010 Workshop 2010. (PDF) (slides)
8. Hung-Yi Lo, Kai-Wei Chang, Shang-Tse Chen, Tsung-Hsien Chiang, Chun-Sung Ferng, Cho-Jui Hsieh, Yi-Kuang Ko, Tsung-Ting Kuo, Hung-Che Lai, Ken-Yi Lin, Chia-Hsuan Wang, Hsiang-Fu Yu, Chih-Jen Lin, Hsuan-Tien Lin and Shou-de Lin, An Ensemble of Three Classifiers for KDD Cup 2009: Expanded Linear Model, Heterogeneous Boosting, and Selective Naive Bayes, JMLR Workshop and Conference Proceedings, 7: 57-64, 2009. (PDF)
9. Hung-Yi Lo, Chun-Min Chang, Tsung-Hsien Chiang, Cho-Yi Hsiao, Anta Huang, Tsung-Ting Kuo, Wei-Chi Lai, Ming-Han Yang, Jung-Jung Yeh, Chun-Chao Yen and Shou-De Lin, Learning to Improve Area-Under-FROC for Imbalanced Medical Data Classification Using an Ensemble Method, SIGKDD Explorations, 10(2), pp.43-46, December 2008. (PDF)
10. Yuh-Jye Lee, Hung-Yi Lo and Su-Yung Huang, Incremental Reduced Support Vector Machines, International Conference on Informatics, Cybernetics and Systems (ICICS 2003), Kaohsiung, Taiwan, 2003. (PDF)

Audio and Speech Signal Processing

1. Hung-Yi Lo, Ju-Chiang Wang, Hsin-Min Wang, Shou-De Lin, Cost-Sensitive Stacking for Audio Tag Annotation and Retrieval, IEEE Int. Conf. Acoustics, Speech, and Signal Processing (ICASSP2011), Prague, Czech Republic, May 2011. (PDF) (slides)
2. Hung-Yi Lo, Ju-Chiang Wang, Hsin-Min Wang, and Shou-De Lin, Cost-sensitive Multi-label Learning for Audio Tag Annotation and Retrieval, IEEE Transaction on Multimedia, 18(3), pp. 518-529, June 2011. (Link) (Draft)
3. Hung-Yi Lo, Shou-De Lin, and Hsin-Min Wang, Audio Tag Annotation and Retrieval by Using Tag Count Information, international Conference on MultiMedia Modeling (MMM2011), Taipei, Taiwan, January 2011. (Oral presentation, 21% acceptance rate.) (PDF) (slides)
4. Ju-Chiang Wang, Hung-Yi Lo, Shyh-Kang Jeng, and Hsin-Min Wang, Audio Classification Using Semantic Transformation and Classifier Ensemble, Workshop on Computer Music and Audio Technology (WOCMAT 2010), November 2010. (Oral presentation) (PDF)
5. Hung-Yi Lo and Hsin-Min Wang, Phone Boundary Refinement Using Ranking Methods, International Symposium on Chinese Spoken Language Processing (ISCSLP2010), Tainan and Sun Moon Lake, November 2010. (Oral presentation, 29% acceptance rate.) (PDF) (slides)
6. Hung-Yi Lo, Ju-Chiang Wang and Hsin-Min Wang, Homogeneous Segmentation and Classifier Ensemble for Audio Tag Annotation and Retrieval, IEEE International Conference on Multimedia & Expo (ICME 2010), Singapore, July 2010. (Oral presentation, 15% acceptance rate.) (PDF) (slides)
7. Hsin-Min Wang, Jen-Wei Kuo and Hung-Yi Lo, Towards A Phoneme Labeled Mandarin Chinese Speech Corpus, International Conference on Speech Databases and Assessment (O-COCOSDA 2008), Kyoto, Japan, November 2008. (PDF)
8. Jen-Wei Kuo, Hung-Yi Lo and Hsin-Min Wang, Improved HMM/SVM Methods for Automatic Phoneme Segmentation, European Conference on Speech Communication and Technology (Interspeech 2007 - Eurospeech), Antwerp, Belgium, Aug 2007. (PDF)
9. Hung-Yi Lo and Hsin-Min Wang, Phonetic Boundary Refinement Using Support Vector Machine, IEEE International Conference on Acoustics, Speech, Signal processing (ICASSP 2007), Hawaii, USA, April 2007. (PDF)