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副研究員  |  楊奕軒  
 
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Publications
 
Journal Articles
 
1. Eva Zangerle, Chih-Ming Chen, Ming-Feng Tsai and Yi-Hsuan Yang, "Leveraging affective hashtags for ranking music recommendations," to appear in IEEE Transactions on Affective Computing.
2. Szu-Yu Chou, Jyh-Shing Roger Jang, and Yi-Hsuan Yang, "Fast tensor factorization for large-scale context-aware recommendation from implicit feedback," to appear in IEEE Transactions on Big Data.
3. Zhe-Cheng Fan, Tak-Shing T. Chan, Yi-Hsuan Yang, and Jyh-Shing R. Jang, "Backpropagation with N-D vector-valued neurons using arbitrary bilinear products," to appear in IEEE Transactions on Neural Networks and Learning Systems.
4. Ting-Wei Su, Yuan-Ping Chen, Li Su, and Yi-Hsuan Yang, "TENT: Technique-embedded note tracking for real-world guitar solo recordings," Transactions of the International Society for Music Information Retrieval, volume 2, number 1, pages 15-28, July 2019.
5. Jen-Yu Liu, Yi-Hsuan Yang, and Shyh-Kang Jeng, "Weakly-supervised visual instrument-playing action detection in videos," IEEE Transactions on Multimedia, volume 21, number 4, pages 887-901, April 2019.
6. Juhan Nam, Keunwoo Choi, Jongpil Lee, Szu-Yu Chou, and Yi-Hsuan Yang, "Deep learning for audio-based music classification and tagging," IEEE Signal Processing Magazine, volume 36, number 1, pages 41-51, January 2019.
7. Jen-Chun Lin, Wen-Li Wei, Tyng-Luh Liu, Yi-Hsuan Yang, Hsin-Min Wang, Hsiao-Rong Tyan, and Hong-Yuan Mark Liao, "Coherent deep-net fusion to classify shots in concert videos," IEEE Transactions on Multimedia, volume 20, number 11, pages 3123-3136, November 2018.
8. Yu-Hao Chin, Jia-Ching Wang, Ju-Chiang Wang, and Yi-Hsuan Yang, "Predicting the probability density function of music emotion using emotion space mapping," IEEE Transactions on Affective Computing, volume 9, number 4, pages 541-549, October 2018.
9. Y.-S. Huang, S.-Y. Chou and Y.-H. Yang, "Pop music highlighter: Marking the emotion keypoints," Transactions of the International Society for Music Information Retrieval, volume 1, number 1, pages 68-78, September 2018.
10. Yuan-Pin Lin, Ping-Keng Jao, and Yi-Hsuan Yang, "Improving cross-day EEG-based emotion classification using robust principal component analysis," Frontiers in Computational Neuroscience, July 2017.
11. Yu-An Chen, Ju-Chiang Wang, Yi-Hsuan Yang, Homer Chen, "Component tying for mixture model adaptation in personalization of music emotion recognition," IEEE/ACM Transactions on Audio, Speech, and Language Processing, volume 25, number 7, pages 1409-1420, July 2017.
12. X. Hu and Y.-H. Yang, "The mood of Chinese pop music: Representation and recognition," Journal of the Association for Information Science and Technology, volume 68, number 8, pages 1899-1910, June 2017.
13. Xiao Hu and Yi-Hsuan Yang, "Cross-dataset and cross-cultural music mood prediction: A case on Western and Chinese pop songs," IEEE Transactions on Affective Computing, volume 8, number 2, pages 228-240, April 2017.
14. Anna Aljanaki, Yi-Hsuan Yang, and Mohammad Soleymani, "Developing a benchmark for emotional analysis of music," PLOS ONE, volume 12, number 3, March 2017.
15. Tak-Shing Chan and Yi-Hsuan Yang, "Informed group-sparse representation for singing voice separation," IEEE Signal Processing Letters, volume 24, number 2, pages 156-160, February 2017.
16. M. Schedl, Y.-H. Yang, and P. Herrera, "Introduction to intelligent music systems and applications," ACM Transactions on Intelligent Systems and Technology, volume 8, number 2, pages 1-8, December 2016.
17. T.-S. Chan and Y.-H. Yang, "Polar n-complex and n-bicomplex singular value decomposition and principal component pursuit," IEEE Transactions on Signal Processing, volume 64, number 24, pages 6533-6544, December 2016.
18. P.-K. Jao, L. Su, Y.-H. Yang and B. Wohlberg, "Monaural music source separation using convolutional sparse coding," IEEE/ACM Transactions on Audio, Speech, and Language Processing, volume 24, number 11, pages 2158-2170, November 2016.
19. Tak-Shing Chan and Yi-Hsuan Yang, "Complex and quaternionic principal component pursuit and its application to audio separation," IEEE Signal Processing Letters, volume 23, number 2, pages 287-291, February 2016.
20. C.-Y. Liang, L. Su and Y.-H. Yang, "Musical onset detection using constrained linear reconstruction," IEEE Signal Processing Letters, volume 22, number 11, pages 2142-2146, November 2015.
21. P.-K. Jao and Y.-H. Yang, "Music annotation and retrieval using unlabeled exemplars: correlation and sparse codes," IEEE Signal Processing Letters, volume 22, number 10, pages 1771-1775, October 2015.
22. Li Su and Yi-Hsuan Yang, "Combining Spectral and Temporal Representations for Multipitch Estimation of Polyphonic Music," IEEE/ACM Transactions on Audio, Speech, and Language Processing, volume 23, number 10, pages 1600-1612, October 2015.
23. Y.-H. Yang and Y.-C. Teng, "Quantitative study of music listening behavior in a smartphone context," ACM Transactions on Interactive Intelligent Systems, volume 5, number 3, pages ., August 2015.
24. Mohammad Soleymani, Yi-Hsuan Yang, Go Irie, and Alan Hanjalic, "Challenges and Perspectives for Affective Analysis in Multimedia," IEEE Transactions on Affective Computing, volume 6, number 3, pages 206-208, July 2015.
25. J.-C. Wang, Y.-H. Yang, H.-M. Wang, and S.-K. Jeng, "Modeling the affective content of music with a Gaussian mixture model," IEEE Transactions on Affective Computing, volume 6, number 1, pages 56-68, February 2015.
26. L. Su, H.-M. Lin, and Y.-H. Yang, "Sparse modeling of magnitude and phase-derived spectra for playing technique classification," IEEE/ACM Transactions on Audio, Speech, and Language Processing, volume 22, number 12, pages 2122-2132, December 2014.
27. L. Su, C.-C. M. Yeh, J.-Y. Liu, J.-C. Wang, and Y.-H. Yang, "A systematic evaluation of the bag-of-frames representation for music information retrieval," IEEE Transactions on Multimedia, volume 16, number 5, pages 1188-1200, August 2014.
28. Yuan-Pin Lin, Yi-Hsuan Yang, and Tzyy-Ping Jung, "Fusion of Electroencephalogram dynamics and musical contents for estimating emotional responses in music listening," Frontiers in Neuroscience, volume 8, number 94, pages 1-14, May 2014.
29. K.-S. Lin, A. Lee, Y.-H. Yang, C.-T. Lee, and H. H. Chen, "Automatic highlights extraction for drama video using music emotion and human face features," Neurocomputing, volume 119, pages 11-17, November 2013.
30. Y.-H. Yang and J.-Y. Liu, "Quantitative study of music listening behavior in a social and affective context," IEEE Transactions on Multimedia, volume 15, number 6, pages 1304-1315, October 2013, Special Issue on Social Media as Sensors
31. C.-T. Lee, Y.-H. Yang and H.-H. Chen, "Multipitch estimation of piano music by exemplar-based sparse representation," IEEE Transactions on Multimedia, volume 14, number 3, pages 608-618, June 2012, (第二屆美律電聲論文獎 - 銅質獎)
32. Y.-H. Yang and H.-H. Chen, "Machine recognition of music emotion: A review," ACM Transactions on Intelligent Systems and Technology, volume 3, number 3, May 2012, Article No. 40
33. Y.-C. Lin, Y.-H. Yang, and H.-H. Chen, "Exploiting online tags for music emotion classification," ACM Trans. Multimedia Computing, Communications, and Applications, volume 7S, number 1, pages ., October 2011, Special Issue on Social Media
34. Y.-H. Yang and H.-H. Chen, "Prediction of the distribution of perceived music emotions using discrete samples," IEEE Transactions on Audio, Speech, and Language Processing, volume 19, number 7, pages 2184-2196, September 2011.
35. Y.-H. Yang and H.-H. Chen, "Ranking-based emotion recognition for music organization and retrieval," IEEE Transactions on Audio, Speech, and Language Processing, volume 19, number 4, pages 762-774, May 2011.
36. Y.-H. Yang, W.-H. Hsu, and H.-H. Chen, "Online reranking via ordinal informative concepts for context fusion in concept detection and video search," IEEE Transactions on Circuits and Systems for Video Technology, volume 19, number 12, pages 1880-1890, December 2009.
37. Y.-F. Su, Y.-H. Yang, M.-T. Lu, and H.-H. Chen, "Smooth control of adaptive media playout for video streaming," IEEE Transactions on Multimedia, volume 11, number 7, pages 1331-1339, November 2009.
38. Y.-H. Yang and H.-H. Chen, "Searching music in the emotion plane," IEEE MMTC E-Letter, volume 4, number 10, pages 13-16, November 2009, Invited position paper
39. Y.-H. Yang, Y.-C. Lin, Y.-F Su, and H.-H. Chen, "A regression approach to music emotion recognition," IEEE Transactions on Audio, Speech, and Language Processing, volume 16, number 2, pages 448-457, February 2008, (IEEE 信號處理學會 2011 SPS 年輕學者最佳論文獎 Young Author Best Paper Award)
 
 
Conference Papers
 
1. Hsiao-Tzu Hung, Chung-Yang Wang, Yi-Hsuan Yang, and Hsin-Min Wang, "Improving automatic Jazz melody generation by transfer learning techniques," Proc. Asia Pacific Signal and Information Processing Association Annual Summit and Conf. (APSIPA ASC), November 2019.
2. Eva Zangerle, Michael Vötter, Ramona Huber and Yi-Hsuan Yang, "Hit song prediction: Leveraging low- and high-level audio features," Proc. Int. Society of Music Information Retrieval Conf. (ISMIR), November 2019.
3. Frederic Tamagnan and Yi-Hsuan Yang, "Drum fills detection and generation," Proc. Int. Symp. Computer Music Multidisciplinary Research (CMMR), October 2019.
4. Kai-Hsiang Cheng, Szu-Yu Chou, and Yi-Hsuan Yang, "Multi-label few-shot learning for sound event recognition," Proc. IEEE Int. Workshop on Multimedia Signal Processing (MMSP), September 2019.
5. Yu-Hua Chen, Bryan Wang and Yi-Hsuan Yang, "Demonstration of PerformanceNet: A convolutional neural network model for score-to-audio music generation," Proc. Int. Joint Conf. Artificial Intelligence (IJCAI), August 2019, demo paper
6. Jen-Yu Liu and Yi-Hsuan Yang, "Dilated convolution with dilated GRU for music source separation," Proc. Int. Joint Conf. Artificial Intelligence (IJCAI), August 2019.
7. Yun-Ning Hung, I-Tung Chiang, Yi-An Chen, and Yi-Hsuan Yang, "Musical composition style transfer via disentangled timbre representations," Proc. Int. Joint Conf. Artificial Intelligence (IJCAI), August 2019.
8. Zhe-Cheng Fan, Tak-Shing Chan, Yi-Hsuan Yang and Jyh-Shing Jang, "Deep cyclic group networks," Proc. Int. Joint Conf. Neural Networks, July 2019.
9. Szu-Yu Chou, Kai-Hsiang Cheng, Jyh-Shing Roger Jang, and Yi-Hsuan Yang, "Learning to match transient sound events using attentional similarity for few-shot sound recognition," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2019.
10. Tsung-Han Hsieh, Li Su, and Yi-Hsuan Yang, "A streamlined encoder/decoder architecture for melody extraction," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2019.
11. Yun-Ning Hung, Yian Chen and Yi-Hsuan Yang, "Multitask learning for frame-level instrument recognition," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2019.
12. Chih-Ming Chen, Chuan-Ju Wang, Ming-Feng Tsai and Yi-Hsuan Yang, "Collaborative similarity embedding for recommender systems," The Web Conference 2019 (WWW), May 2019, (short paper, acceptance rate: 20%)
13. Vibert Thio, Hao-Min Liu, Yin-Cheng Yeh, and Yi-Hsuan Yang, "A minimal template for interactive web-based demonstrations of musical machine learning," Proc. Workshop on Intelligent Music Interfaces for Listening and Creation, March 2019.
14. Bryan Wang and Yi-Hsuan Yang, "PerformanceNet: Score-to-audio music generation with multi-band convolutional residual network," AAAI Conference on Artificial Intelligence, January 2019.
15. "Computational methods for melody and voice processing in music recordings," Report from Dagstuhl Seminar 19052, Meinard Müller, Emilia Gómez and and Yi-Hsuan Yang, editors, 2019.
16. Jen-Yu Liu and Yi-Hsuan Yang, "Denoising auto-encoder with recurrent skip connections and residual regression for music source separation," Proc. IEEE Int. Conf. Machine Learning and Applications (ICMLA), December 2018.
17. Yi-Wei Chen, Yi-Hsuan Yang, and Homer H. Chen, "Cross-cultural music emotion recognition by adversarial discriminative domain adaptation," Proc. IEEE Int. Conf. Machine Learning and Applications (ICMLA), December 2018.
18. Hao-Min Liu and Yi-Hsuan Yang, "Lead sheet generation and arrangement by conditional generative adversarial network," Proc. IEEE Int. Conf. Machine Learning and Applications (ICMLA), December 2018.
19. Chia-An Yu, Ching-Lun Tai, Tak-Shing Chan and Yi-Hsuan Yang, "Modeling multi-way relations with hypergraph embedding," Proc. ACM International Conference on Information and Knowledge Management (CIKM), October 2018, short paper
20. Yun-Ning Hung and Yi-Hsuan Yang, "Frame-level instrument recognition by timbre and pitch," Proc. Int. Society of Music Information Retrieval Conf. (ISMIR), September 2018.
21. Hao-Wen Dong and Yi-Hsuan Yang, "Convolutional generative adversarial networks with binary neurons for polyphonic music generation," Proc. Int. Society of Music Information Retrieval Conf. (ISMIR), September 2018.
22. Szu-Yu Chou, Jyh-Shing Roger Jang, and Yi-Hsuan Yang, "Learning to recognize transient sound events using attentional supervision," Proc. Int. Joint Conf. Artificial Intelligence (IJCAI), July 2018.
23. Cheng-Wei Wu, Jen-Yu Liu, Yi-Hsuan Yang, Jyh-Shing R. Jang, "Singing style transfer using cycle-consistent boundary equilibrium generative adversarial networks," Proc. Joint Workshop on Machine Learning for Music, July 2018, extended abstract
24. Asmita Poddar, Eva Zangerle, and Yi-Hsuan Yang, "#nowplaying-RS: A new benchmark dataset for building context-aware music recommender systems," Proc. Sound and Music Computing Conf. (SMC), July 2018.
25. Wen-Li Wei, Jen-Chun Lin, Tyng-Luh Liu, Yi-Hsuan Yang, Hsin-Min Wang, Hsiao-Rong Tyan, and Hong-Yuan Mark Liao, "SeetheVoice: Learning from music to visual storytelling of shots," Proc. IEEE Int. Conf. Multimedia and Expo. (ICME), July 2018.
26. Y.-S. Huang, S.-Y. Chou and Y.-H. Yang, "Generating music medleys via playing music puzzle games," AAAI Conference on Artificial Intelligence, February 2018.
27. Hao-Wen Dong, Wen-Yi Hsiao, Li-Chia Yang, Yi-Hsuan Yang, "MuseGAN: Multi-track sequential generative adversarial networks for symbolic music generation and accompaniment," AAAI Conference on Artificial Intelligence, February 2018.
28. Y.-S. Huang, S.-Y. Chou and Y.-H. Yang, "Music thumbnailing via neural attention modeling of music emotion," Proc. Asia Pacific Signal and Information Processing Association Annual Summit and Conf. (APSIPA ASC), December 2017.
29. Chia-An Yu, Tak-Shing Chan and Yi-Hsuan Yang, "Low-rank matrix completion over finite Abelian group algebras for context-aware recommendation," ACM International Conference on Information and Knowledge Management (CIKM), November 2017, short paper
30. S.-Y. Chou, J.-S. R Jang, and Y.-H. Yang, "FrameCNN: A weakly-supervised learning framework for frame-wise acoustic event detection and classification," Proc. Detection and Classification of Acoustic Scenes and Events Workshop (DCASE), November 2017, extended abstract
31. Li-Chia Yang, Szu-Yu Chou, Yi-Hsuan Yang,, "MidiNet: A convolutional generative adversarial network for symbolic-domain music generation," Proc. Int. Society of Music Information Retrieval Conf. (ISMIR), pages 324-331, October 2017.
32. Chi-Ching Shih, Pei-Ching Li, Yi-Ju Lin, Alvin W. Y. Su, Li Su and Yi-Hsuan Yang, "Analysis and synthesis of the violin playing style of Heifetz and Oistrakh," Int. Conf. Digital Audio Effects (DAFx), September 2017.
33. Szu-Yu Chou, Li-Chia Yang, Yi-Hsuan Yang, Jyh-Shing Roger Jang, "Conditional preference nets for user and item cold start problems in music recommendation," IEEE International Conference on Multimedia and Expo (ICME), July 2017.
34. Z.-C. Fan, T.-S. T. Chan, Y.-H. Yang, and J.-S. R Jang, "Music signal processing using vector product neural networks," Proc. IJCNN Workshop Deep Learning for Music, pages 26-30, May 2017.
35. T.-W. Su, J.-Y. Liu, and Y.-H. Yang, "Weakly-supervised audio event detection using event-specific gaussian filters and fully convolutional networks," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 791-795, March 2017.
36. Wen-Li Wei, Jen-Chun Lin, Tyng-Luh Liu, Yi-Hsuan Yang, Hsin-Min Wang, Hsiao-Rong Tyan, and Hong-Yuan Mark Liao, "Deep-net fusion to classify shots in concert videos," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 1383-1387, March 2017.
37. S.-Y. Su, C.-K. Chiu, L. Su, and Y.-H. Yang, "Automatic conversion of pop music into chiptunes for 8-bit pixel art," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 411-415, March 2017.
38. L. Gao, L. Su, Y.-H. Yang, and T. Lee, "Polyphonic piano note transcription with non-negative matrix factorization of differential spectrogram," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 291-295, March 2017.
39. Li-Chia Yang, Szu-Yu Chou, Jen-Yu Liu, Yi-Hsuan Yang, and Yi-An Chen, "Revisiting the problem of audio-based hit song prediction using convolutional neural networks," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), pages 621-625, March 2017.
40. M.-H. Yang, L. Su and Y.-H. Yang, "Highlighting root notes in chord recognition using cepstral features and multi-task learning," Proc. Asia Pacific Signal and Infor. Proc. Asso. Annual Summit and Conf. (APSIPA ASC), December 2016.
41. J.-Y. Liu and Y.-H. Yang, "Event localization in music auto-tagging," ACM Multimedia (full paper), pages 1048-1057, October 2016.
42. S.-Y. Chou, Y.-H. Yang, J.-S. Jang and Y.-C. Lin, "Addressing cold start for next-song recommendation," Proc. ACM Recommender Systems (RecSys), pages 115-118, September 2016.
43. C.-M. Chen, M.-F. Tsai, Y.-C. Lin and Y.-H. Yang, "Query-based music recommendations via preference embedding," Proc. ACM Recommender Systems (RecSys), pages 79-82, September 2016.
44. C.-H. Yang, P.-C. Li, A. W. Y. Su, L. Su, and Y.-H. Yang, "Automatic violin synthesis using expressive musical term features," Proc. Int. Conf. Digital Audio Effects, September 2016.
45. Li Su, Tsung-Ying Chuang and Yi-Hsuan Yang, "Exploiting frequency, periodicity and harmonicity using advanced time-frequency concentration techniques for multipitch estimation of choir and symphony," Int. Society of Music Information Retrieval Conf. (ISMIR), pages 393-399, August 2016.
46. J.-W. Peng, S.-W. Sun, W.-H. Cheng, and Y.-H. Yang, "eMosic: Mobile media pushing through social emotion sensing," Proc. ACM Multimedia (MM), October 2015, demo paper
47. C.-Y. Liang, L. Su, H.-M. Lin and Y.-H. Yang, "Musical offset detection of pitched instruments: the case of violin," Int. Society of Music Information Retrieval Conf. (ISMIR), pages 281-287, October 2015.
48. Y.-P. Chen, L. Su and Y.-H. Yang, "Electric guitar playing technique detection in real-world recording based on F0 sequence pattern recognition," Int. Society of Music Information Retrieval Conf. (ISMIR), pages 708-714, October 2015.
49. P.-C. Li, L. Su, Y.-H. Yang and A. W. Y. Su, "Analysis of expressive musical terms in violin using score-informed and expression-based audio features," Int. Society of Music Information Retrieval Conf. (ISMIR), pages 809-815, October 2015.
50. Y.-J. Luo, L. Su, Y.-H. Yang and T.-S. Chi, "Detection of common mistakes in novice violin playing," Int. Society of Music Information Retrieval Conf. (ISMIR), pages 316-322, October 2015.
51. C.-M. Chen, P.-C. Chien, M.-F. Tsai, Y.-H. Yang and Y.-C. Lin, "Exploiting latent social listening representations for music recommendations," ACM International Conference on Recommender Systems (RecSys), September 2015.
52. P.-K. Jao, Y.-P. Lin, Y.-H. Yang, T.-P. Jung, "Using robust principal component analysis to alleviate day-to-day variability in eeg based emotion classification," Proc. Int. Conf. IEEE Engineering in Medicine and Biology (EMBC), August 2015.
53. P.-I. Chen, J.-Y. Liu, and Y.-H. Yang, "Personal factors in music preference and similarity: User study on the role of personality traits," Proc. Int. Symp. Computer Music Multidisciplinary Research (CMMR), June 2015.
54. L. Su and Y.-H. Yang, "Escaping from the Abyss of Manual Annotation: New Methodology of Building Polyphonic Datasets for Automatic Music Transcription," Proc. Int. Symp. Computer Music Multidisciplinary Research (CMMR), June 2015.
55. P.-K. Jao, P.-I. Chen, and Y.-H. Yang, "Disk jockey in brain - A prototype for volume control of tracked instrument during playback," Proc. Int. Works. Brain-Computer Music Interfacing (BCMI), June 2015.
56. S.-Y. Chou, Y.-H. Yang, and Y.-C. Lin, "Evaluating music recommendation in a real-world setting: On data splitting and evaluation metrics," IEEE International Conference on Multimedia and Expo (ICME), June 2015.
57. T.-S. Chan, T.-C. Yeh, Z.-C. Fan, H.-W. Chen, L. Su, Y.-H. Yang, and J.-S. Jang, "Vocal activity informed singing voice separation with the IKALA dataset," IEEE International Conference on Acoustics, Speech and Signal Processing, April 2015.
58. Y.-A. Chen, Y.-H. Yang, J.-C. Wang, H. H. Chen, "The AMG1608 dataset for music emotion recognition," IEEE International Conference on Acoustics, Speech and Signal Processing, April 2015.
59. P.-K. Jao, Y.-H. Yang, and B. Wohlberg, "Informed monaural source separation of music based on convolutional sparse coding," IEEE International Conference on Acoustics, Speech and Signal Processing, April 2015.
60. C.-M. Chen, H.-P. Chen, M.-F. Tsai, and Y.-H. Yang, "Leverage item popularity and recommendation quality via cost-sensitive factorization machines," IEEE Int. Conf. Data Mining (ICDM), December 2014, Ph.D. forum paper
61. C.-H. Yeh, Y.-H. Yang, M.-H. Chang, and H.-Y. M. Liao, "Music driven human motion manipulation for characters in a video," IEEE Int. Symp. Multimedia, December 2014.
62. C.-C. M. Yeh, P.-K. Jao, and Y.-H. Yang, "AWtoolbox: Characterizing audio information using audio words," Proc. ACM Multimedia (MM), November 2014, short paper
63. M. Soleymani, A. Aljanaki, Y.-H. Yang, M. N. Caro, F. Eyben, K. Markov, B. Schuller, R. Veltkamp, F. Weninger, and F. Wiering, "Emotional analysis of music: A comparison of methods," Proc. ACM Multimedia (MM), November 2014, short paper
64. A. Aljanaki, Y.-H. Yang, and M. Soleymani, "Emotion in Music Task at MediaEval 2014," MediaEval Workshop, October 2014.
65. L. Su, L.-F. Yu, and Y.-H. Yang, "Sparse cepstral and phase codes for guitar playing technique classification," Int. Society of Music Information Retrieval Conf. (ISMIR), October 2014.
66. J.-C. Wang, M.-C. Yan, Y.-H. Yang and H.-M. Wang, "Automatic set list identification and song segmentation of full-length concert videos," Int. Society of Music Information Retrieval Conf. (ISMIR), October 2014.
67. Xiao Hu and Yi-Hsuan Yang, "A study on cross-cultural and cross-dataset generalizability of music mood regression models," Sound and Music Computing Conference (SMC), September 2014.
68. Li Su and Yi-Hsuan Yang, "Power-scaled spectral flux and peak-valley group-delay methods for robust musical onset detection," Sound and Music Computing Conference (SMC), September 2014.
69. X. Hu and Y.-H. Yang, "Cross-cultural mood regression for music digital libraries," Digital Libraries, September 2014.
70. Li Su, Li-Fan Yu, Yi-Hsuan Yang, and Hsin-Yu Lai, "Resolving octave ambiguities: A cross-dataset Investigation," Sound and Music Computing Conference (SMC), September 2014.
71. J.-Y. Liu, S.-Y. Liu and Y.-H. Yang, "LJ2M Dataset: Toward better understanding of music listening behavior and user mood," IEEE Int. Conf. Multimedia and Expo. (ICME), July 2014.
72. S.-Y. Wang, J.-C. Wang, Y.-H. Yang and H.-M. Wang, "Towards time-varying music auto-tagging based on CAL500 Expansion," IEEE Int. Conf. Multimedia and Expo. (ICME), July 2014.
73. W.-C. Lin, S.-W. Sun, W.-. Cheng, Y.-H. Yang, K.-L. Hua, F.-J. Wang, and J.-J. Wang, "Attaching-Music: an interactive music delivery system for private listening as wherever you go," IEEE Int. Conf. Multimedia and Expo. (ICME), July 2014, Technical Demo
74. Yu-An Chen, Ju-Chiang Wang, Yi-Hsuan Yang and Homer Chen, "Linear regression-based adaptation of music emotion recognition models for personalization," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2014.
75. Chin-Chia Michael Yeh, Ju-Chiang Wang, Yi-Hsuan Yang and Hsin-Min Wang, "Improving music auto-tagging by intra-song instance bagging," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2014.
76. Ping-Keng Jao, Chin-Chia Michael Yeh and Yi-Hsuan Yang, "Modified LASSO screening for audio word-based music classification using large-scale dictionary," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2014.
77. Li-Fan Yu, Li Su and Yi-Hsuan Yang, "Sparse cepstral codes and power scale for instrument identification," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2014.
78. "International Society for Music Information Retrieval Conference, Proceedings, ISMIR, Taipei, Taiwan," Hsin-Min Wang, Yi-Hsuan Yang and and Jin Ha Lee, editors, 2014.
79. Mohammad Soleymani, Michael N. Caro, Erik Schmidt, Cheng-Ya Sha and Yi-Husan Yang, "1000 Songs for Emotional Analysis of Music," Workshop on Crowdsourcing for Multimedia (CrowdMM), in conjunction with ACM MM, November 2013.
80. Li Su and Yi-Hsuan Yang, "Sparse modeling for artist identification: Exploiting phase information and vocal separation," International Society for Music Information Retrieval Conference (ISMIR), November 2013.
81. Yi-Hsuan Yang, "Low-rank representation of both singing voice and music accompaniment via learned dictionaries," International Society for Music Information Retrieval Conference (ISMIR), November 2013.
82. Chin-Ming Chen, Ming-Feng Tsai, Jen-Yu Liu, and Yi-Hsuan Yang, "Music recommendation based on multiple contextual similarity information," IEEE/WIC/ACM Int. Conf. Web Intelligence (WI), November 2013.
83. Mohammad Soleymani, Michael N. Caro, Erik Schmidt, Cheng-Ya Sha and Yi-Husan Yang, "The MediaEval 2013 Brave New Task: Emotion in Music," MediaEval Workshop, October 2013.
84. Chin-Ming Chen, Ming-Feng Tsai, Jen-Yu Liu, and Yi-Hsuan Yang, "Using Emotional Context from Article for Contextual Music Recommendation," ACM Int. Conf. Multimedia (MM), October 2013, short paper
85. C.-C. Yeh and Y.-H. Yang, "Towards a more efficient sparse coding based audio-word feature extraction system," Proc. Asia Pacific Signal and Information Processing Association Annual Summit and Conf. (APSIPA ASC), October 2013.
86. P.-K. Jao, L. Su, and Y.-H. Yang,, "Analyzing the dictionary properties and sparsity constraints for a dictionary-based music genre classification system," Proc. Asia Pacific Signal and Information Processing Association Annual Summit and Conf. (APSIPA ASC), October 2013.
87. Yuan-Ching Teng, Ying-Shu Kuo, and Yi-Hsuan Yang, "A large in-situ dataset for context-aware music recommendation on smartphones," IEEE Int. Conf. Multimedia and Expo., July 2013.
88. Yi-Hsuan Yang, "Towards real-time music auto-tagging using sparse features," IEEE Int. Conf. Multimedia and Expo. (ICME), July 2013, (top 15% oral paper; best paper award candidate)
89. Cheng-Ya Sha, Yi-Hsuan Yang, Yu-Ching Lin, and Homer H. Chen, "Singing voice timbre classification of Chinese popular music," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2013.
90. Chin-Chia Yeh, Li Su, and Yi-Hsuan Yang, "Dual-layer bag-of-frames model for music genre classification," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2013.
91. Ju-Chiang Wang, Yi-Hsuan Yang, Hsin-Min Wang, and Shyh-Kang Jeng, "Personalized Music Emotion Recognition via Model Adaptation," Proc. Asia Pacific Signal and Information Processing Association Annual Summit and Conf. (APSIPA ASC), December 2012.
92. Ju-Chiang Wang, Yi-Hsuan Yang, I-Hong Jhuo, Yen-Yu Lin, and Hsin-Min Wang, "The Acousticvisual Emotion Gaussians model for automatic generation of music video," ACM Int. Conf. Multimedia (MM), November 2012, Grand Challenge solution paper (First Prize)
93. Jen-Yu Liu, Ching-Chia Yeh, Yuan-Ching Teng, and Yi-Hsuan Yang, "Bilingual analysis of song lyrics and audio words," ACM Int. Conf. Multimedia (MM), November 2012, short paper
94. Yi-Hsuan Yang, "On sparse and low-rank matrix decomposition for singing voice separation," ACM Int. Conf. Multimedia (MM), November 2012, short paper
95. Jen-Yu Liu and Yi-Hsuan Yang, "Inferring personal traits from music listening history," Int. Workshop on Music Information Retrieval with User-Centered and Multimodal Strategies (MIRUM), in conjunction with ACM Multimedia (MM), November 2012.
96. Ju-Chiang Wang, Yi-Hsuan Yang, Kaichun Chang, Hsin-Min Wang, and Shyh-Kang Jeng, "Exploring the relationship between categorical and dimensional emotion semantics of music," Int. Workshop on Music Information Retrieval with User-Centered and Multimodal Strategies (MIRUM), in conjunction with ACM Multimedia (MM), November 2012.
97. Ju-Chiang Wang, Yi-Hsuan Yang, Hsin-Min Wang, and Shyh-Kang Jeng, "The Acoustic Emotion Gaussians model for emotion-based music annotation and retrieval," ACM Int. Conf. Multimedia (MM), November 2012, full paper
98. Yi-Hsuan Yang and Xiao Hu, "Cross-cultural music mood classification: A comparison of English and Chinese songs," International Society for Music Information Retrieval Conference (ISMIR), October 2012.
99. Chin-Chia Yeh and Yi-Hsuan Yang, "Supervised dictionary learning for music genre classification," ACM International Conference on Multimedia Retrieval (ICMR), June 2012.
100. Yi-Hsuan Yang, Dmitry Bogdanov, Perfecto Herrera, and Mohamed Sordo, "Music retagging using label propagation and robust principal component analysis," Int. Workshop on Advances in Music Information Research (AdMIRe), in conjunction with Int. World Wide Web Conference (WWW), April 2012.
101. K.-S. Lin, A. Lee, Y.-H. Yang, C.-T. Lee and H.-H. Chen, "Automatic highlights extraction for drama video using music emotion and human face features," IEEE Int. Workshop on Multimedia Signal Processing (MMSP), October 2011.
102. C.-D. Lee, Y.-H. Yang, and H.-H. Chen, "Automatic transcription of piano music by sparse representation of magnitude spectra," IEEE Int. Conf. Multimedia and Expo. (ICME), July 2011.
103. Y.-H. Kuo, H.-T. Lin, W.-H. Cheng, Y.-H. Yang, and W.-H. Hsu, "Unsupervised auxiliary visual words discovery for large-scale image object retrieval," IEEE Int. Conf. Computer Vision and Pattern Recognition (CVPR), June 2011.
104. Y.-H. Kuo, Y.-L. Wu, K.-T. Chen, Y.-H. Yang, T.-H. Chiu, and W.-H. Hsu, "A technical demonstration of large-scale image object retrieval by efficient query evaluation and effective auxiliary visual feature discovery," ACM Int. Conf. Multimedia (MM), October 2010.
105. M.-Y. Su, Y.-H. Yang, Y.-C. Lin, and H.-H. Chen, "An integrated approach to music boundary detection," International Society for Music Information Retrieval Conference (ISMIR), October 2009.
106. L.-C. Hsieh, K.-T. Chen, C.-H. Chiang, Y.-H. Yang, G.-L. Wu, C.-S. Ferng, H.-W. Hsueh, C.-R. Tsia, and W.-H. Hsu, "Canonical image selection and efficient image graph construction for large-scale Flickr photos," ACM Int. Conf. Multimedia (MM), October 2009, Grand Challenge solution paper
107. Y.-H. Yang, Y.-C. Lin, A. Lee, and H.-H. Chen, "Improving musical concept detection by ordinal regression and context fusion," International Society for Music Information Retrieval Conference (ISMIR), October 2009.
108. Y.-H. Yang, Y.-C. Lin, and H.-H. Chen, "Personalized music emotion retrieval," ACM SIGIR Conference on Information Retrieval (SIGIR), July 2009.
109. Y.-H. Yang and H.-H. Chen, "Music emotion ranking," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), April 2009.
110. H.-T. Cheng, Y.-H. Yang, Y.-C. Lin, and H.-H. Chen, "Multimodal structure segmentation and analysis of music using audio and textual information," IEEE Int. Symp. Circuits and Systems (ISCAS), 2009.
111. Y.-H. Yang and H.-H. Chen, "iMR: Interactive music recommendation via active interactive genetic algorithm," Workshop on Computer Music and Audio Technology (WOCMAT), 2009.
112. Y.-C. Lin, Y.-H. Yang, and H.-H. Chen, "Exploiting genre for music emotion classification," IEEE Int. Conf. Multimedia and Expo (ICME), 2009.
113. Y.-H. Yang, Y.-C. Lin, and H.-H. Chen, "Clustering for music search results," IEEE Int. Conf. Multimedia and Expo (ICME), 2009.
114. Y.-H. Yang, P.-T. Wu, C.-W. Lee, K.-H. Lin, W.-H. Hsu, and H.-H. Chen, "ContextSeer: Context search and recommendation at query time for shared consumer photos," ACM Multimedia, pages 199-208, October 2008.
115. Y.-H. Yang and W.-H. Hsu, "Video search reranking via online ordinal reranking," IEEE International Conference on Multimedia and Expo (ICME), June 2008.
116. T.-L. Wu, H.-K. Wang, C.-C. Ho, Y.-P. Lin, T.-T. Hu, M.-F. Weng, L.-W. Chan, C.-H. Yang, Y.-H. Yang, Y.-P. Hung, Y.-Y. Chuang, H.-H. Chen, H.-H. Chen, J.-H. Chen, and S.-K. Jeng, "Interactive content presenter based on expressed emotion and physiological feedback," ACM MM (SIGMM), 2008.
117. P.-T. Wu, Y.-H. Yang, and W.-H. Hsu, "Keyword-based concept search on consumer photos by web-based kernel function," ACM MM (SIGMM), 2008.
118. H.-T. Cheng, Y.-H. Yang, Y.-C. Lin, I.-B. Liao, and H.-H. Chen, "Automatic chord recognition for music classification and retrieval," IEEE Int. Conf. Multimedia and Expo (ICME), 2008.
119. Y.-H. Yang, Y.-C. Lin, H.-T. Cheng, I.-B. Liao, Y.-C. Ho, and H.-H. Chen, "Toward multi-modal music emotion classification," Pacific-Rim Conf. Multimedia (PCM), 2008.
120. Y.-H. Yang, Y.-C. Lin, H.-T. Cheng, and H.-H. Chen, "Mr. Emo: Music retrieval in the emotion plane," ACM Multimedia, 2008.
121. Y.-H. Yang, Y.-F. Su, Y.-C. Lin, and H.-H. Chen, "Music emotion recognition: The role of individuality," ACM Int. Workshop on Human-centered Multimedia (ACM HCM), 2007.
122. M.-F. Weng, C.-K. Chen, Y.-H. Yang, R.-E. Fan, Y.-T. Hsieh, Y.-Y. Chunag, W.-H. Hsu, and C.-J. Lin, "The NTU toolkit and framework for high-level feature detection at TRECVID 2007," NIST TRECVID Workshop, 2007.
123. C.-C. Ma, Y.-H. Yang, and W. Hsu, "Image thumbnailing via multi-view face detection and saliency analysis," Conf. Visual Information Processing, 2007.
124. Y.-H. Yang, Y.-C. Lin, Y.-F Su, and H.-H. Chen, "Music emotion classification: A regression approach," IEEE Int. Conf. Multimedia and Expo (ICME), 2007.
125. C.-C. Liu, Y.-H. Yang, P.-H. Wu, and H.-H. Chen, "Detecting and classifying emotion in popular music," Joint Int. Conf. Information Sciences / Int. Conf. Computer Vision, Pattern Recognition and Image Processing (JCIS/CVPRIP), 2006.
126. Y.-H. Yang, M.-T Lu, and H.-H. Chen, "Smooth playout control for video streaming over error-prone channels," IEEE Int. Symp. Multimedia (ISM), 2006.
127. Y.-H. Yang, C.-C Liu, and H.-H. Chen, "Music emotion classification: A fuzzy approach," ACM Multimedia, 2006.
 
 
Technical Reports
 
1. Hao-Wen Dong and Yi-Hsuan Yang, "Towards a deeper understanding of adversarial losses," ArXiv e-prints January 2019, abs/1901.08753
2. Y.-N. Hung, Y.-A. Chen and Y.-H. Yang, "Learning disentangled representations for timber and pitch in music audio," ArXiv e-prints, abs/1811.03271 November 2018.
3. Hao-Wen Dong and Yi-Hsuan Yang, "Training generative adversarial networks with binary neurons by end-to-end backpropagation," ArXiv e-prints, abs/1810.04714 October 2018.
4. C.-M. Chen, Y.-H. Yang, Y.-A. Chen, M.-F. Tsai, "Vertex-context sampling for weighted network embedding," ArXiv e-prints, abs/1711.00227 November 2017.
5. L.-C. Yu, Y.-H. Yang, Y.-N. Hung, Y.-A. Chen, "Hit song prediction for pop music by Siamese CNN with ranking loss," ArXiv e-prints, abs/1710.10814 October 2017.
6. L.-C. Yang, S.-Y. Chou, Y.-H. Yang, "MidiNet: A convolutional generative adversarial network for symbolic-domain music generation using 1D and 2D conditions," ArXiv e-prints, abs/1703.10847 March 2017.
7. J.-Y. Liu, S.-K. Jeng and Y.-H. Yang, "Applying topological persistence in convolutional neural network for music audio signals," ArXiv e-prints, abs/1608.07373 August 2016.
8. C.-C. M. Yeh, P.-K. Jao, and Y.-H. Yang, "The AWtoolbox for Characterizing Audio Information," number TR-CITI-15-001, Research Center for IT Innovation, Academia Sinica March 2015.
 
 
Book & Book Chapters
 
1. Y.-H. Yang, J.-C. Wang, Y.-A. Chen, and H. H. Chen,, chapter "Model Adaptation for Personalized Music Emotion Recognition," "Handbook of Pattern Recognition and Computer Vision," C.-H. Chen, editor, pages ., World Scientific Publishing, February 2016.
2. J.-C. Wang, Y.-H. Yang and H.-M. Wang,, chapter "Affective music information retrieval," "Emotions and Personality in Personalized Services," M. Tkalčič et al., editor, pages ., Springer, 2016.
3. Y.-H. Yang and H.-H. Chen, "Music Emotion Recognition," CRC Press, Boca Raton, Florida, USA, February 2011, 261 pages
 
 
Others
 
1. Hao-Wen Dong, Wen-Yi Hsiao and Yi-Hsuan Yang, "Pypianoroll: Open source Python package for handling multitrack pianorolls,", Int. Society of Music Information Retrieval Conf. (ISMIR) non peer-reviewed demo paper September 2018.
2. Hao-Min Liu, Meng-Hsuan Wu and Yi-Hsuan Yang, "Lead sheet generation and arrangement via a hybrid generative model,", Int. Society of Music Information Retrieval Conf. (ISMIR) non peer-reviewed demo paper September 2018.
3. Yu-Siang Huang, Szu-Yu Chou, and Yi-Hsuan Yang, "DJnet: A Dream for Making An Automatic DJ,", Int. Society of Music Information Retrieval Conf. (ISMIR) non peer-reviewed demo paper October 2017.
4. Hao-Wen Dong, Wen-Yi Hsiao, Li-Chia Yang, Yi-Hsuan Yang, "MuseGAN: Demonstration of A Convolutional GAN based Model for Generating Multi-track Piano-Rolls,", Int. Society of Music Information Retrieval Conf. (ISMIR) non peer-reviewed demo paper October 2017.
5. Y.-H. Yang, "音樂中的喜怒哀愁─淺談「音樂情緒辨識」,", 科學月刊 February 2012.
 
 
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