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Publications
 
Journal Articles
 
1. C.-T. Wang, F.-C. Lin, J.-Y. Chen, M.-J. Hsiao, S.-H. Fang, Y.-H. Lai, Y. Tsao, "Detection of Pathological Voice Using Cepstrum Vectors: A Deep Learning Approach," to appear in Journal of Voice. :::icon
2. S.-H. Fang, C.-T. Wang, J.-Y. Chen, Y. Tsao and F.-C. Lin, "Combining Acoustic Signals and Medical Records to Improve Pathological Voice Classification," APSIPA Transactions on Signal and Information Processing, volume 8, pages 1-11, June 2019. :::icon
3. C.-W. Lee et al.,, "Bioimaging: New Templated Ostwald Ripening Process of Mesostructured FeOOH for Third‐Harmonic Generation Bioimaging," Small, volume 15, number 20, pages 1-11, May 2019. :::icon
4. Y.-C. Chu, Y.-F. Cheng, Y.-H. Lai, Y. Tsao, T.-Y. Tu, S. T. Young, T.-S. Chen, Y.-F. Chung, F. Lai, W.-H. Liao, "A Mobile Phone–Based Approach for Hearing Screening of School-Age Children: Cross-Sectional Validation Study," JMIR Mhealth Uhealth, volume 1, pages 1-13, April 2019. :::icon
5. H.-T. Chiang, Y.-Y. Hsieh, S.-W. Fu, K.-H. Hung, Y. Tsao, S.-Y. Chien, "Noise Reduction in ECG Signals Using Fully Convolutional Denoising Autoencoders," IEEE Access, volume 7, pages 60806-60813, April 2019. :::icon
6. Y. Tsao, T.-H. Lin, F. Chen, Y.-F. Chang, C.-H. Cheng, and K.-H. Tsai, "Robust S1 and S2 heart sound recognition based on spectral restoration and multi-style training," Biomedical Signal Processing and Control, volume 49, pages 173-180, March 2019. :::icon
7. H.-L. S. Wanga , N. Y.-H. Wang , I-C. Chen, and Y. Tsao, "Auditory Identification of Frequency-Modulated Sweeps and Reading Difficulties in Chinese," Research in Developmental Disabilities, volume 86, pages 53-61, January 2019. :::icon
8. C.-T. Liu, T.-W. Lin, Y.-H. Wu, Y.-S. Lin, H. Lee, Y. Tsao, and S.-Y. Chien, "Computation-Performance Optimization of Convolutional Neural Networks with Redundant Filter Removal," IEEE Transactions on Circuits and Systems I, volume 66, pages 1908-1921, December 2018. :::icon
9. H.-P. Liu, Y. Tsao, and C.-S. Fuh, "Bone Conducted Speech Enhancement Using Deep Denoising Autoencoder," Speech Communication, volume 104, pages 106-112, November 2018. :::icon :::icon
10. H.-T. Hwang, Y.-C. Wu, S.-S. Wang, C.-C. Hsu, Y. Tsao, H.-M. Wang, Y.-R. Wang, and S.-H. Chen, "Locally linear Embedding Based Post-filtering for Speech Enhancement," Journal of Information Science and Engineering, volume 34, number 6, pages 1469-1491, October 2018. :::icon
11. S.-Y. Tsui, Y. Tsao, C.-W. Lin, S.-H. Fang, and C.-T. Wang, "Demographic and Symptomatic Features of Voice Disorders and Their Potential Application in Classification using Machine Learning Algorithms," Folia Phoniatrica et Logopaedica, volume 70, pages 174-182, September 2018.
12. S.-W. Fu, T.-W. Wang, Y. Tsao, X. Lu, and H. Kawai, "End-to-End Waveform Utterance Enhancement for Direct Evaluation Metrics Optimization by Fully Convolutional Neural Networks," IEEE Transactions on Audio, Speech and Language Processing, volume 26, number 9, pages 1570-1584, September 2018. :::icon
13. Y.-H. Lai, Y. Tsao, X. Lu, F. Chen, Y.-T. Su, K.-C. Chen, Y.-H. Chen, L.-C. Chen, P.-H. Li, and C.-H. Lee, "Deep Learning based Noise Reduction Approach to Improve Speech Intelligibility for Cochlear Implant Recipients," Ear and Hearing, volume 39(4), number 4, pages 795-809, July 2018, This work receives the National Innovation Award 2018 (2018年國家新創獎) :::icon :::icon
14. J.-C. Hou, S.-S. Wang, Y.-H. Lai, Y. Tsao, H.-W. Chang, and H.-M. Wang, "Audio-visual Speech Enhancement using Multimodal Deep Convolutional Neural Networks," IEEE Transactions on Emerging Topics in Computational Intelligence, volume 2, number 2, pages 117-128, April 2018. :::icon
15. Y. Tsao, H.-C. Chu, S.-H. Fang, J. Lee, and C.-M. Lin, "Adaptive Noise Cancellation using Deep Cerebellar Model Articulation Controller," IEEE Access, volume 6, pages 37395-37402, April 2018. :::icon :::icon
16. T.-H. Lin, T. Akamatsu, and Y, Tsao, "Comparison of passive acoustic soniferous fish monitoring with supervised and unsupervised approaches," Journal of the Acoustical Society of America (JASA), volume 143, number 4, pages published onlione, April 2018. :::icon
17. S.-S. Wang, P. Lin, Y. Tsao, J.-W. Hung, and B. Su, "Suppression by Selecting Wavelets for Feature Compression in Distributed Speech Recognition," IEEE Transactions on Audio, Speech and Language Processing, volume 26, number 3, pages 564-579, March 2018. :::icon
18. J. Torres-Sospedra et al., "Off-Line Evaluation of Mobile-Centric Indoor Positioning Systems: The Experiences from the 2017 IPIN Competition," Sensors, volume 18, number 2, pages 487, February 2018. :::icon
19. H.-T. Hwang, Y.-C. Wu, Y.-H. Peng, C.-C. Hsu, Y. Tsao, H.-M. Wang, Y.-R. Wang, and S.-H. Chen, "Voice Conversion based on Locally Linear Embedding," Journal of Information Science and Engineering, volume 34, number 6, pages 1493-1516, January 2018. :::icon
20. P. Lin, D. Lyu, F. Chen, S.-S. Wang, and Y. Tsao, "Multi-style Learning with Denoising Autoencoders for Acoustic Modeling in the Internet of Things (IoT)," Computer Speech and Language, volume 46, pages 481-495, November 2017. :::icon
21. S.-W. Fu, P.-C. Li, Y.-H. Lai, C.-C. Yang, L.-C. Hsieh, and Y. Tsao, "Joint Dictionary Learning-based Non-Negative Matrix Factorization for Voice Conversion to Improve Speech Intelligibility After Oral Surgery," IEEE Transactions on Biomedical Engineering, volume 64, number 11, pages 2584 - 2594, November 2017. :::icon
22. T. Hussain, S. M. Siniscalchi, C.-C. Lee, S.-S. Wang, Y. Tsao and W.-H. Liao, "Experimental Study on Extreme Learning Machine Applications for Speech Enhancement," IEEE Access, volume 99, number 99, pages 1-1, October 2017. :::icon
23. F. Chen, D. Zheng, Y. Tsao, "Effects of Noise Suppression and Envelope Dynamic Range Compression on the Intelligibility of Vocoded Sentences for a Tonal Language," Journal of the Acoustical Society of America (JASA), volume 142, number 3, pages 1157-1166, September 2017. :::icon
24. S.-H. Fang, Y.-X. Fei, Z. Xu, and Y. Tsao, "Learning Transportation Modes from Smartphone Sensors Based on Deep Neural Network," IEEE Sensors Journal, volume 17, pages 6111 - 6118, September 2017. :::icon
25. S.-W. Hsiao, H.-C. Sun, M.-C. Hsieh, M.-H. Tsai, Y. Tsao, and C.-C. Lee, "Toward Automating Oral Presentation Scoring during Principal Certification Program using Audio-Video Low-level Behavior Profiles," IEEE Transactions on Affective Computing, volume PP, number PP, pages PP, September 2017.
26. X. Lu, P. Shen, Y. Tsao, and H. Kawai, "Regularization of Neural Network Model with Distance Metric Learning for I-vector based Spoken Language Identification," Computer Speech and Language, volume 44, pages 48-60, July 2017. :::icon
27. Y.-H. Lai, F. Chen, S.-S. Wang, X. Lu, Y. Tsao, and C.-H. Lee, "A Deep Denoising Autoencoder Approach to Improving the Intelligibility of Vocoded Speech in Cochlear Implant Simulation," IEEE Transactions on Biomedical Engineering, volume 64, number 7, pages 1568 - 1578, July 2017. :::icon
28. T.-H. Lin, S.-H. Fang, and Y, Tsao, "Improving Biodiversity Assessment via Unsupervised Separation of Biological Sounds from Long-duration Recordings," Scientific Reports, volume 7, number 4547, pages 1, July 2017. :::icon :::icon
29. A. Chern, Y.-H. Lai, Y.-p. Chang, Y. Tsao, R. Y. Chang, and H.-W. Chang, "A Smartphone-Based Multi-Functional Hearing Assistive System to Facilitate Speech Recognition in the Classroom," IEEE Access, volume 5, pages 10339 - 10351, June 2017, This paper has been selected as a Featured Article (http://ieeeaccess.ieee.org/special-sections/featured-articles/smartphone-based-multi-functional-hearing-assistive-system-facilitate-speech-recognition-classroom/) :::icon
30. T.-E. Chen, S.-I Yang, L.-T. Ho, K.-H. Tsai, Y.-H. Chen, Y.-F. Chang, Y.-H. Lai, S.-S. Wang, Y. Tsao*, and C.-C. Wu, "S1 and S2 Heart Sound Recognition using Deep Neural Networks," IEEE Transactions on Biomedical Engineering, volume 64, number 2, pages 372 - 380, February 2017. :::icon
31. H.-y. Lee, B.-H. Tseng, T.-H. Wen, and Y. Tsao, "Personalizing Recurrent Neural Network based Language Model by Social Network," IEEE Transactions on Audio, Speech and Language Processing, volume 25, number 3, pages 519 - 530, December 2016. :::icon
32. T. Guan, G.-x. Chu, Y. Tsao, F. Chen, "Assessing the Perceptual Contributions of Level-dependent Segments to Sentence Intelligibility," Journal of the Acoustical Society of America (JASA), volume 140, number 5, pages 3745-3754, November 2016. :::icon
33. S.-H. Fang, W.-H. Chang, Y. Tsao, H.-C. Shih, and C. Wang, "Channel State Reconstruction Using Multilevel Discrete Wavelet Transform for Improved Fingerprinting-Based Indoor Localization," IEEE Sensors Journal, volume 16, number 21, pages 7784 - 7791, November 2016. :::icon
34. H.-L. S. Wang, I-C. Chen, C.-H. Chiang, Y.-H. Lai, and Y. Tsao, "Auditory Perception, Suprasegmental Speech Processing, and Vocabulary Development in Chinese Preschoolers," Perceptual and Motor Skills, volume 123, number 2, pages 365-382, October 2016. :::icon
35. S.-S. Wang, A. Chern, Y. Tsao, J.-w. Hung, X. Lu, Y.-H. Lai, B. Su, "Wavelet Speech Enhancement based on Nonnegative Matrix Factorization," IEEE Signal Processing Letters, volume 23, number 8, pages 1101-1105, August 2016. :::icon
36. S.-H. Fang , H.-H. Liao , Y.-X. Fei , K.-H. Chen , J.- W. Huang , Y.-D. Lu and Y. Tsao, "Transportation Modes Classification Using Sensors on Smartphones," Sensors, volume 19;16, number 8, pages 1324, August 2016. :::icon
37. P. Lin, S.-W. Fu, S.-S.Wang, Y.-H. Lai, and Y. Tsao, "Maximum Entropy Learning with Deep Belief Networks," Entropy, volume 18, number 7, pages 251, July 2016. :::icon
38. F. Chen, Y. Tsao, and Y.-H. Lai, "Modeling Speech Intelligibility with Recovered Envelope from Temporal Fine Structure Stimulus," Speech Communication, volume 81, pages 120–128, July 2016. :::icon
39. Y. Tsao and Y.-H. Lai, "Generalized Maximum a Posteriori Spectral Amplitude Estimation for Speech Enhancement," Speech Communication, volume 76, pages 112–126, February 2016. :::icon :::icon
40. S.-H. Fang, C.-H. Wang, and Y. Tsao, "Compensating for Orientation Mismatch in Robust WiFi Localization Using Histogram Equalization," IEEE Transactions on Vehicular Technology, volume 64, number 11, pages 5210-5220, November 2015. :::icon
41. Y.-C. Lin, Y.-H. Lai, H.-W. Chang, Y. Tsao, Y.-p. Chang, and R. Y. Chang,, "A Smartphone-Based Remote Microphone Hearing Assistive System Using Wireless Technologies," IEEE Systems Journal, volume PP, pages 1-10, October 2015, Smarthear Demo: https://www.youtube.com/watch?v=e9HqIj09QJs :::icon
42. C.-C. Hsu, K.-M. Cheong, T.-S. Chi, and Y. Tsao, "Robust Voice Activity Detection Algorithm Based on Feature of Frequency Modulation of Harmonics and Its DSP Implementation," IEICE Transactions on Information and Systems, volume E98-D, number 10, pages 1808-1817, October 2015. :::icon
43. Y.-J, Lee, Y.-R. Chien, and Y. Tsao, "Rapid Converging M-max Partial Update Least Mean Square Algorithms with New Variable Step-size Methods," IEICE Transaction on Communications, volume Vol.E98-A, number No.12, pages 2650-2657, August 2015.
44. Y.-H. Lai, Y. Tsao, F. Chen, "Effects of Adaptation Rate and Noise Suppression on the Intelligibility of Compressed-Envelope Based Speech," PLoS ONE, volume 10.1371, pages journal.pone.0133519, July 2015. :::icon
45. Y. Tsao, P. Lin, T.-y. Hu, and X. Lu, "Ensemble Environment Modeling using Affine Transform Group," Speech Communication, volume 68, pages 55–68, April 2015. :::icon
46. Y. Tsao, S.-H. Fang, and Y. Hsiao, "Acoustic Echo Cancellation Using a Vector-Space-Based Adaptive Filtering Algorithm," IEEE Signal Processing Letters, volume 22, pages 351-355, March 2015. :::icon :::icon
47. Y. Tsao, T.-y. Hu, S. Sakti, S. Nakamura, and L.-s. Lee, "Variable Selection Linear Regression for Robust Speech Recognition," IEICE Transactions on Information and Systems, volume E97-D, number 6, pages 1477-1487, June 2014. :::icon
48. Y. Tsao, X. Lu, P. Dixon, T.-y. Hu, S. Matsuda, and C. Hori, "Incorporating Local Information of the Acoustic Environments to MAP-based Feature Compensation and Acoustic Model Adaptation," Computer Speech and Language, volume 28, number 3, pages 709-726, May 2014. :::icon
49. Y. Tsao, S. Matsuda, C. Hori, H. Kashioka, and C.-H. Lee, "A MAP-based Online Estimation Approach to Ensemble Speaker and Speaking Environment," IEEE Transactions on Audio, Speech and Language Processing, volume 22, number 2, pages 403-416, February 2014. :::icon
50. Y.-H. Lai, Y. Tsao, and F. Chen, "A Study of Adaptive WDRC in Hearing Aids under Noisy Conditions,," International Journal of Speech & Language Pathology and Audiology, volume 1, number 2, pages 43-51, December 2013, (invited paper) :::icon
51. Y. Tsao and C.-H. Lee, "An Ensemble Speaker and Speaking Environment Modeling Approach to Robust Speech Recognition," IEEE Transactions on Audio, Speech and Language Processing, volume 17, pages 1025 - 1037, June 2009. :::icon
52. Y. Tsao, S.-M. Lee, and L.-S. Lee, "Segmental Eigenvoice with Delicate Eigenspace for Improved Speaker Adaptation," IEEE Transactions on Speech and Audio Processing, volume 13, pages 399 - 411, April 2005. :::icon
 
 
Conference Papers
 
1. W.-C. Huang, Y.-C. Wu, H.-T. Hwang, P. L. Tobing, T. Hayashiy, K. Kobayashi, T. Toda, Y. Tsao, H.-M. Wang, "Refined WaveNet Vocoder for Variational Autoencoder Based Voice Conversion," to appear in EUSIPCO 2019,. :::icon
2. C.-C. Lo, S.-w. Fu, W. C. Huang, X. Wang, J. Yamagishi, Y. Tsao and H.-M. Wang, "MOSNet: Deep Learning based Objective Assessment for Voice Conversion," to appear in Interspeech 2019,. :::icon
3. Y.-C. Lin, Y.-T. Hsu, S.-W. Fu, Y. Tsao, and T.-W. Kuo, "IA-NET: Acceleration and Compression of Speech Enhancement using Integer-adder Deep Neural Network," to appear in Interspeech 2019,. :::icon
4. L.-W. Chen, H.-Y. Lee, and Y. Tsao, "Generative Adversarial Networks for Unpaired Voice Transformation on Impaired Speech," to appear in Interspeech 2019,. :::icon
5. W.-C. Huang, Y.-C. Wu, C.-C. Lo, P. L. Tobing, T. Hayashi, K. Kobayashi, T. Toda, Y. Tsao and H.-M. Wang, "Investigation of F0 conditioning and Fully Convolutional Networks in Variational Autoencoder based Voice Conversion," to appear in Interspeech 2019,, (with ISCA Travel Grant) :::icon
6. R. E. Zezario, S.-W. Fu, X. Lu, H.-M. Wang, and Y. Tsao, "Specialized Speech Enhancement Model Selection Based on Learned Non-Intrusive Quality Assessment Metric," to appear in Interspeech 2019,. :::icon
7. F.-K. Chuang, S.-S. Wang, J.-w. Hung, Y. Tsao, and S.-H. Fang, "Speaker-aware Deep Denoising Autoencoder with Embedded Speaker Identity for Speech Enhancement," to appear in Interspeech 2019,. :::icon
8. S.-W. Fu, C.-F. Liao, Y. Tsao, S.-D. Lin, "MetricGAN: Generative Adversarial Networks based Black-box Metric Scores Optimization for Speech Enhancement," to appear in ICML 2018,, Long Oral with ICML Travel Grant; Codes: https://github.com/JasonSWFu/MetricGAN :::icon
9. X. Lu, P. Shen, S. Li, Y. Tsao, and H. Kawai, "Class-wise Centroid Distance Metric Learning for Acoustic Event Detection," to appear in Interspeech 2019,. :::icon
10. C.-F. Liao, Y. Tsao, X. Lu and H. Kawai, "Incorporating Symbolic Sequential Modeling for Speech Enhancement," to appear in Interspeech 2019,, (with ISCA Travel Grant) :::icon
11. K.-Y. Liu, S.-k. Lee, S.-S. Wang, Y. Tsao, J.-w. Hung, "Reducing noise and reverberation in speech signals via the integration of denoising autoencoder and temporal lowpass filtering," to appear in ICASI 2019,. :::icon
12. C.-F. Liao, Y. Tsao, H.-y. Lee and H.-M. Wang, "Noise Adaptive Speech Enhancement using Domain Adversarial Training," to appear in Interspeech 2019,, (with ISCA Travel Grant) :::icon
13. T. Hussain, Y. Tsao, H.-M. Wang, J.-C. Wang, S. M. Siniscalchi, W.-H. Liao, "Audio-Visual Speech Enhancement Using Hierarchical Extreme Learning Machine," to appear in EUSIPCO 2019,. :::icon
14. P.-T. Huang, H.-S. Lee, S.-S. Wang, K.-Y. Chen, Y. Tsao and H.-M. Wang, "Exploring the Encoder Layers of Discriminative Autoencoders for LVCSR," to appear in Interspeech 2019,, (with ISCA Travel Grant) :::icon
15. W.-C. Huang et al.,, "Generalization of Spectrum Differential based Direct Waveform Modification for Voice Conversion," to appear in ISCA SSW 10,. :::icon
16. T. Hussain, Y. Tsao, S. M. Sinicalchi, J.-C. Wang, H.-M. Wang, and W.-H. Liao, "Bone-conducted Speech Enhancement using Hierarchical Extreme Learning Machine," to appear in IWSDS 2019,. :::icon
17. Y.-L. Shen, C.-Y. Huang, S.-S. Wang, Y. Tsao, H.-M. Wang, and T.-S. Chi, "Reinforcement Learning Based Speech Enhancement for Robust Speech Recognition," ICASSP 2019, May 2019. :::icon
18. R. E. Zezario, J.-W. Huang, X. Lu, Y. Tsao, H.-T. Hwang, H.-M. Wang, "Deep Denoising Autoencoder Based Post Filtering for Speech Enhancement," APSIPA 2018, December 2018. :::icon
19. Shang-Chih Lin, Yu Tsao, Shun-Feng Su, Yennun Huang, and Zi-Qing Zhong, "An Abnormal Detection Strategy of Rotating Electric Machine based on Frequency Distribution," The 39th Symposium on Electrical Power Engineering, December 2018.
20. Y.-T. Hsu, Y.-C. Lin, S.-W. Fu, Y. Tsao, T.-W. Kuo, "A study on speech enhancement using exponent-only floating point quantized neural network (EOFP-QNN)," SLT 2018, November 2018. :::icon
21. Y.-T. Hsu, Z. Zhu, C.-T. Wang, S.-H. Fang, F. Rudzicz, and Y. Tsao, "Robustness against the channel effect in pathological voice detection," NeurIPS 2018, Machine Learning for Health (ML4H) Workshop, November 2018. :::icon
22. W.-C. Huang, H.-T. Hwang, Y.-H. Peng, Y. Tsao, H.-M. Wang, "Voice Conversion Based on Cross-Domain Features Using Variational Auto Encoders," ISCSLP 2018, November 2018, Best Student Paper Award :::icon
23. S.-k. Lee, S.-S. Wang, Y. Tsao, J.-w. Hung, "Speech Enhancement based on Reducing the Detail Portion of Speech Spectrograms in Modulation Domain via Discrete Wavelet Transform," ISCSLP 2018, November 2018. :::icon
24. Shang-Chih Lin, Yu Tsao, Shun-Feng Su, and Yennun Huang, "An Industrial IoT Analysis System Based on Machining Data of Metal Materials," International Conference on Fuzzy Theory and Its Applications, November 2018.
25. Hung-Chung Li, Shang-Chih Lin, Yu Tsao, Shun-Feng Su, Pei-Li Sun and Yennun Huang, "A Supervised Learning Algorithm Considering Light Conditions for Visual Inspection of Metal Objects," The 54th Annual Conference of Chinese Society for Quality 2018 International Symposium of Quality Management, November 2018, (Makalot Industry-Academic Collaboration Award) (獲推薦轉投EI期刊, 擴充研究修改中)
26. Shang-Chih Lin, Chuan-Hsiang Su, Yu Tsao, Shun-Feng Su, Hong-Yuan Mark Liao, and Yennun Huang, "FIS-based Domestic Milling Machine PHM System Considering Multi-speed Frequency Variation," IEEE International Conference on Advanced Manufacturing, November 2018, (獲推薦轉投SCI期刊, 擴充研究修改中)
27. B.-S. Yu, Y. Tsao, S.-W. Yang, Y.-K. Chen, and S.Y. Chien, "Architecture Design of Convolutional Neural Networks for Face Detection on an FPGA Platform," IEEE SiPS 2018, September 2018.
28. X. Lu, P. Shen, S. Li, Y. Tsao, H. Kawai, "Temporal Attentive Pooling for Acoustic Event Detection," Interspeech 2018, September 2018. :::icon
29. S.-W. Fu, Y. Tsao, H.-T. Hwang, H.-M. Wang, "Quality-Net: An End-to-End Non-intrusive Speech Quality Assessment Model based on BLSTM," Interspeech 2018, September 2018. :::icon
30. Y.-H. Peng, H.-T. Hwang, Y.-C. Wu, Y. Tsao, H.-M. Wang, "Exemplar-Based Spectral Detail Compensation for Voice Conversion," Interspeech 2018, September 2018. :::icon
31. W.-J. Lee, S.-S. Wang, F. Chen, X. Lu, S.-Y. Chien, and Y. Tsao,, "Speech Dereverberation Based on Integrated Deep and Ensemble Learning Algorithm," ICASSP, April 2018. :::icon
32. Y.-H. Lai, W.-Z. Zheng, S.-T. Tang, S.-H. Fang, W.-H. Liao, and Y. Tsao, "Improving the Performance of Hearing Aids in Noisy Environments based on Deep Learning Technology," EMBC 2018, April 2018. :::icon
33. N. Ryant et al., "Enhancement and Analysis of Conversational Speech: JSALT 2017," ICASSP, April 2018. :::icon
34. L. Sun, J. Du, T. Gao, Y.-D. Lu, Y. Tsao, C.-H. Lee, N. Ryant, "A Novel LSTM-based Speech Preprocessor For Speaker Diarization in Realistic Mismatch Conditions," ICASSP, April 2018. :::icon
35. T.-H. Lin, Y.-H. Wang, S.-S. Lu, H.-W. Yen, and Y. Tsao, "Computing Biodiversity Change via a Soundscape Monitoring Network," PNC 2017 Annual Conference and Joint Meetings, November 2017. :::icon
36. Y.-H. Peng, C.-C. Hsu, Y.-C. Wu, H.-T. Hwang, Y.-W. Liu, Y. Tsao, and H.-M. Wang, "Fast Locally Linear Embedding Algorithm for Exemplar-based Voice Conversion," APSIPA 2017, November 2017, (Poster Presentation Award) :::icon
37. S.-S. Wang, Y. Tsao, H.-L. S. Wang, Y.-H. Lai*, and L. P.-H. Li, "A Deep Learning based Noise Reduction Approach to Improve Speech Intelligibility for Cochlear Implant Recipients in the Presence of Competing Speech Noise," APSIPA 2017, November 2017. :::icon
38. S.-W. Fu, Y. Tsao, X. Lu, and H. Kawai, "Raw Waveform-based Speech Enhancement by Fully Convolutional Networks," APSIPA 2017, November 2017. :::icon
39. S.-W. Fu, T.-y. Hu, Y. Tsao, X. Lu, "Complex Spectrogram Enhancement by Convolutional Neural Network with Multi-metrics Learning," IEEE MLSP 2017, September 2017. :::icon
40. T.-H. Lin and Y. Tsao, "Deblending of Simultaneous-source Seismic Data via Periodicity-coded Nonnegative Matrix Factorization," IEEE Dataport, September 2017. :::icon
41. M.-H. Yang, H.-S. Lee, Y.-D. Lu, K.-Y. Chen, Y. Tsao, B. Chen, and H.-M. Wang, "Discriminative Autoencoders for Acoustic Modeling," Interspeech2017, August 2017. :::icon
42. C.-C. Hsu, H.-T. Hwang, Y.-C. Wu, Y. Tsao, and H.-M. Wang, "Voice Conversion from Unaligned Corpora Using Variational Autoencoding Wasserstein Generative Adversarial Networks," Interspeech2017, August 2017. :::icon
43. C.-L. Wu, H.-P. Hsu, S.-S. Wang, J.-W. Hung, Y.-H. Lai, H.-M. Wang, and Y. Tsao, "Wavelet Speech Enhancement Based on Robust Principal Component Analysis," Interspeech2017, August 2017. :::icon
44. Y.-C. Wu, H.-T. Hwang, S.-S. Wang, C.-C. Hsu, Y. Tsao, and H.-M. Wang, "A Post-filtering Approach Based on Locally Linear Embedding Difference Compensation for Speech Enhancement," Interspeech2017, August 2017. :::icon
45. S.-T. Lin, Y.-H. Liao, Y. Tsao, and S.-Y. Chien,, "Object-based on-line video summarization for internet of video things," EEE ISCAS, May 2017. :::icon
46. Y.-C. Wu, H.-T. Hwang, S.-S. Wang, C.-C. Hsu, Y.-H. Lai, Y. Tsao, and H.-M. Wang, "A Locally Linear Embbeding Based Postfiltering Approach for Speech Enhancement," IEEE ICASSP, March 2017. :::icon
47. H.-S. Lee, Y.-D. Lu, C.-C. Hsu, Y. Tsao, H.-M. Wang, and S.-K. Jeng, "Discriminative Autoencoders for Speaker Verification," IEEE ICASSP, March 2017. :::icon
48. C.-C. Hsu, H.-T. Hwang, Y.-C. Wu, Y. Tsao and H.-M. Wang, "Voice Conversion from Non-parallel Corpora Using Variational Auto-encoder," APSIPA ASC, December 2016. :::icon
49. J.-C. Hou, S.-S. Wang, Y.-H. Lai, J.-C. Lin, Y. Tsao, H.-W. Chang, and H.-M. Wang, "Audio-Visual Speech Enhancement using Deep Neural Networks," APSIPA 2016, December 2016. :::icon
50. C.-C. Hsu, H.-T. Hwang, Y.-C. Wu, Y. Tsao, and H.-M. Wang, "Dictionary Update for NMF-based Voice Conversion Using an Encoder-Decoder Network," ISCSLP, November 2016. :::icon
51. C.-Y. Hsu, R. E. Zezario, J.-C. Wang, X. Lu, and Y. Tsao, "Incorporating Local Environment Information with Ensemble Neural Networks to Robust Automatic Speech Recognition," ISCSLP 2016, October 2016. :::icon
52. Y.-Y. Hsieh, C.-D. Wu, Y. Tsao, and S.-S. Lu, "A Linear Regression Model with Dynamic Pulse Transit Time Features for Noninvasive Blood Pressure Prediction," BioCAS, October 2016. :::icon
53. Y.-H. Lai, S.-S. Wang, Y.-T. Su, H.-C. Cheng, F. K. Fu, and Y. Tsao, "Improving the Performance of Speech Perception in Noisy Environment based on a FAME Strategy," ISCSLP 2016, October 2016. :::icon
54. X. Lu, P. Shen, Y. Tsao, H. Kawai, "Pair-wise Distance Metric Learning of Neural Network Model for Spoken Language Identification," Interspeech, September 2016. :::icon
55. S.-W. Fu, Y. Tsao, X. Lu, "SNR-Aware Convolutional Neural Network Modeling for Speech Enhancement," Interspeech, September 2016. :::icon
56. H.-S. Lee, Y. Tsao, C.-C. Lee, H.-M. Wang, W.-C. Lin, W.-C. Chen, S.-W. Hsiao, S.-K. Jeng, "Minimization of Regression and Ranking Losses with Shallow Neural Networks on Automatic Sincerity Evaluation," Interspeech, September 2016. :::icon
57. Y.-C. Wu, H.-T. Hwang, C.-C. Hsu, Y. Tsao, H.-M. Wang, "Locally Linear Embedding for Exemplar-Based Spectral Conversion," Interspeech, September 2016. :::icon
58. Y.-H. Lai, C.-H. Wang, S.-Y. Hou, B.-Y. Chen, Y. Tsao, and Y.-W. Liu, "DCASE Report for Task 3: Sound Event Detection in Real Life Audio," DCASE 2016 workshop, September 2016. :::icon
59. C.-W. Wu, M.-T. Zhong, Y. Tsao, S.-W. Yang, Y.-K. Chen, and S.-Y. Chien, "Track-clustering Error Evaluation for Track-based Multi-camera Tracking System Employing Human Re-identification," CVPR workshop, August 2016, Codes: https://github.com/cw1204772/ClustTMCT :::icon
60. Jeremy Chiaming Yang, Syu-Siang Wang, Yu Tsao, and Jeih-weih Hung, "Speech Enhancement via Ensemble Modeling NMF Adaptation," IEEE ICCE-Taiwan 2016, May 2016. :::icon
61. Syu-Siang Wang, Jeremy Chiaming Yang, Yu Tsao, and Jeih-weih Hung, "Leveraging Nonnegative Matrix Factorization in Processing the Temporal Modulation Spectrum for Speech Enhancement," IEEE ICCE-Taiwan 2016, May 2016. :::icon
62. Y.-T. Liu, Y. Tsao, R. Y. Chang:, "Nonnegative Matrix Factorization-based Frequency Lowering Technology for Mandarin-speaking Hearing Aid Users," IEEE ICASSP2016, pages 5905-5909, May 2016. :::icon
63. S.-S. Wang and Y. Tsao, "Temporal Modulation Spectral Restoration for Robust Speech Recognition," IEEE International Conference on Multimedia Big Data, April 2016. :::icon
64. Ying-Hui Lai, Chien-Hsun Chen, Shih-Tsang Tang, Zong-Mu Yeh, and Yu Tsao, "Improving the Performance of Noise Reduction in Hearing Aids Based on the Genetic Algorithm," IFMBE Proceedings 57, March 2016.
65. P. Lin, D.-C. Lyu, Y.-F. Chang, and Y. Tsao, "Temporal Alignment for Deep Neural Networks," GlobalSIP 2015, December 2015. :::icon
66. S.-S. Wang, H.-T. Hwang, Y.-H. Lai, Y. Tsao, X. Lu, H.-M. Wang, and B. Su, "Improving Denoising Auto-encoder Based Speech Enhancement With the Speech Parameter Generation Algorithm," APSIPA 2015, December 2015. :::icon
67. H.-T. Hwang, Y. Tsao, H.-M. Wang, Y.-R. Wang, and S.-H. Chen, "A Probabilistic Interpretation for Artificial Neural Network-based Voice Conversion," APSIPA 2015, December 2015. :::icon
68. Y.-T. Liu, R. Y. Chang, Y. Tsao, and Y.-p. Chang, "A New Frequency Lowering Technique for Mandarin-Speaking Hearing Aid Users," GlobalSIP 2015, December 2015. :::icon
69. P. Lin, D.-C. Lyu, Y.-F. Chang, and Y. Tsao, "Speech Recognition with Temporal Neural Networks," Interspeech 2015, ISCA, editor, pages 21–25, September 2015. :::icon
70. X. Lu, P. Shen, Y. Tsao, C. Hori, H. Kawai, "Sparse Representation with Temporal Max-Smoothing for Acoustic Event Detection," Interspeech 2015, ISCA, editor, pages 1176-1180, September 2015. :::icon
71. P. Lin, S.-S. Wang, and Y. Tsao, "Temporal Information in Tone Recognition," IEEE ICCE 2015, June 2015. :::icon
72. Y.-H. Lai, S.-S. Wang, P.-C. Li, and Yu Tsao, "A Discriminative Post-filter for Speech Enhancement in Hearing Aids," ICASSP 2015, April 2015. :::icon
73. W.-C. Chen, P.-T. Lai, Y. Tsao, and C.-C. Lee, "Multimodal Arousal Rating using Unsupervised Fusion Technique," ICASSP 2015, April 2015. :::icon
74. H. Jing, A.-C. Liang, S.-D. Lin, and Y. Tsao, "A Transfer Probabilistic Collective Factorization Model to Handle Sparse Data in Collaborative Filtering," ICDM 2014, December 2014, accepted as a regular paper (acceptance rate=9.5%) :::icon
75. Y.-F. Chang, P. Lin, S.-H. Cheng, K.-H. Chan, Y.-C. Zeng, C.-W. Liao, W.-T. Chang, Y.-C. Wang, Y. Tsao, "Robust Anchorperson Detection Based on Audio Streams using a Hybrid I-vector and DNN System," APSIPA 2014, December 2014. :::icon
76. Y.-H. Lai, F. Chen, and Y. Tsao, "Effect of Adaptive Envelope Compression in Simulated Electric Hearing in Reverberation," ISIC 2014, December 2014. :::icon
77. H.-S. Lee, Y. Tsao, H.-M. Wang and S.-K. Jen, "Clustering-Based I-Vector Formulation for Speaker Recognition," Interspeech 2014, September 2014. :::icon
78. X. Lu, Y. Tsao, P. Shen, and C. Hori, "Spectral Patch Based Sparse Coding for Acoustic Event Detection," ISCSLP 2014, September 2014. :::icon
79. Y. H. Lai, F. Chen, and Y. Tsao, "An Adaptive Envelope Compression Strategy for Speech Processing in Cochlear Implants," Interspeech 2014, September 2014. :::icon
80. P. Lin, F. Chen, S.-S. Wang, Y. Tsao and Y. H. Lai, "Automatic Speech Recognition with Primarily Temporal Envelope Information," Interspeech 2014, September 2014. :::icon
81. H. Jing, T.-Y. Hu, H.-S. Lee, W.-C. Chen, C.-C. Lee, Y. Tsao and H.-M. Wang, "Ensemble of Machine Learning Algorithms for Cognitive and Physical Speaker Load Detection," Interspeech 2014, September 2014. :::icon
82. X. Lu, Y. Tsao, S. Matsuda, and C. Hori, "Ensemble Modeling of Denoising Autoencoder for Speech Spectrum Restoration," Interspeech 2014, September 2014. :::icon
83. S.-S. Wang, P. Lin, D.-C. Lyu, Y. Tsao, H.-T. Hwang, B. Su and H.-M. Wang, "Acoustic Feature Conversion using a Polynomial based Feature Transferring Algorithm," ISCSLP 2014, September 2014. :::icon
84. H.-S. Lee, Y. Tsao, Y.-F. Chang, H.-M. Wang, and S.-K. Jeng, "Speaker Verification Using Kernel-Based Binary Classifiers with Binary Operation Derived Features," ICASSP 2014, May 2014. :::icon
85. X. Lu, Yu Tsao, S. Matsuda, and C. Hori, "Sparse Representation Based on a Bag of Spectral Exemplars for Acoustic Event Detection," ICASSP 2014, May 2014. :::icon
86. H.-t. Fan, J.-w. Hung, X. Lu, S.-S. Wang, Yu Tsao, "Speech Enhancement using Segmental Nonnegative Matrix Factorization," ICASSP 2014, May 2014. :::icon
87. H. Jing, Y. Tsao, K.-Y. Chen and H.-M. Wang, "Semantic Naïve Bayes Classifier for Document Classification," IJCNLP, December 2013. :::icon
88. H.-T. Hwang, Y. Tsao, H.-M. Wang, Y.-R. Wang, S.-H. Chen, "Incorporating Global Variance in the Training Phase of GMM-based Voice Conversion," APSIPA 2013, October 2013. :::icon
89. C.-H. Wang, T.-W. Kao, S.-H. Fang, Y. Tsao, L.-C. Kuo, S.-W. Kao, and N.-C. Lin, "Robust Wi-Fi Location Fingerprinting Against Device Diversity based on Spatial Mean Normalization," APSIPA 2013, October 2013. :::icon
90. Xugang Lu, Yu Tsao, Shigeki Matsuda and Chiori Hori, "Speech Enhancement Based on Deep Denoising Autoencoder," Interspeech 2013, August 2013, Codes: Tensor Flow: https://github.com/jonlu0602/DeepDenoisingAutoencoder; Keras: https://github.com/jerrygood0703/DDAE; Matlab: https://drive.google.com/open?id=0B8ZEsMh6ITIlNVZ1VmROdTdQNUU :::icon :::icon
91. Hsin-Te Hwang, Yu Tsao, Hsin-Min Wang, Yih-Ru Wang and Sin-Horng Chen, "Alleviating the Over-Smoothing Problem in GMM-Based Voice Conversion with Discriminative Training," Interspeech 2013, August 2013. :::icon
92. Bo Li, Yu Tsao and Khe Chai Sim, "An Investigation of Spectral Restoration Algorithms for Deep Neural Networks based Noise Robust Speech Recognition," Interspeech 2013, August 2013. :::icon
93. Hung-yi Lee, Ting-yao Hu, How Jing, Yun-Fan Chang, Yu Tsao, Yu-Cheng Kao and Tsang-Long Pao, "Ensemble of Machine Learning and Acoustic Segment Model Techniques for Speech Emotion and Autism Spectrum Disorders Recognition," Interspeech 2013, August 2013, (Second Place In the Autism Sub-Challenge) :::icon
94. Tsung-Hsien Wen, Aaron Heidel, Hung-yi Lee, Yu Tsao and Lin-Shan Lee, "Recurrent Neural Network Based Language Model Personalization by Social Network Crowdsourcing," Interspeech 2013, August 2013, (Best Student Paper Award Nomination) :::icon
95. Ying-Hui Lai, Yu-Cheng Su, Yu Tsao, Shuenn-Tsong Young, "Evaluation of Generalized Maximum a Posteriori Spectral Amplitude (GMAPA) Speech Enhancement Algorithm in Hearing Aids," ISCE 2013, June 2013. :::icon
96. Syu-Siang Wang, Yu Tsao, Jeih-weih Hung, "Filtering on the Temporal Probability Sequence in Histogram Equalization for Robust Speech Recognition," ICASSP 2013, IEEE, May 2013. :::icon
97. Yu-Cheng Su, Yu Tsao, Jung-En Wu, Fu-Rong Jean, "Speech Enhancement using Generalized Maximum a Posteriori Spectral Amplitude Estimator," ICASSP 2013, IEEE, May 2013. :::icon
98. How Jing and Yu Tsao, "Sparse Maximum Entropy Deep Belief Nets," IJCNN 2013, IEEE, April 2013. :::icon
99. X. Lu, Yu Tsao, S. Matsuda, C. Hori, and H. Kashioka, "Acoustic Space Partition based on Broad Phonetic Class for Ensemble Acoustic Modeling," ISCSLP 2012, IEEE, December 2012. :::icon
100. S.-S. Wang, J.-W. Hung, and Yu Tsao, "A Study on Cepstral Subband Normalization for Robust ASR," ISCSLP 2012, IEEE, December 2012. :::icon
101. H.-T. Hwang, Yu Tsao, H.-M. Wang, Y.-R. Wang, and S.-H. Chen, "Exploring Mutual Information for GMM-Based Spectral Conversion," ISCSLP 2012, IEEE, December 2012. :::icon
102. H.-T. Hwang, Yu Tsao, H.-M. Wang, Y.-R. Wang, and S.-H. Chen, "A Study of Mutual Information for GMM-Based Spectral Conversion," Interspeech 2012, ISCA, September 2012. :::icon
103. T.-Y. Hu, Yu Tsao, and L.-S. Lee, "Discriminative Fuzzy Clustering Maximum a Posterior Linear Regression for Speaker Adaptation," Interspeech 2012, ISCA, September 2012. :::icon
104. Yu Tsao, C.-L. Huang, S. Matsuda, C. Hori, and H. Kashioka, "A Linear Projection Approach to Environment Modeling for Robust Speech Recognition," ICASSP 2012, IEEE, April 2012. :::icon
105. C.-L. Huang, Yu Tsao, and C. Hori, "Feature Normalization and Selection for Robust Speaker State Recognition," COCOSDA 2011, IEEE, October 2011. :::icon
106. Yu Tsao, P. R. Dixon, C. Hori, and H. Kawai, "Incorporating Regional Information to Enhance MAP-based Stochastic Feature Compensation for Robust Speech Recognition," Interspeech, ISCA, August 2011. :::icon
107. Yu Tsao, R. Isotani, H. Kawai, and S. Nakamura, "Increasing Discriminative Capability on Map-based Mapping Function Estimation for Acoustic Model Adaptation," ICASSP, IEEE, May 2011. :::icon
108. Y. Tsao, S. Matsuda, S. Sakai, R. Isotani, H. Kawai, and S. Nakamura, "A Sampling-based Environment Population Projection Approach for Rapid Acoustic Model Adaptation," ICASSP, IEEE, May 2011. :::icon
109. A. Mushtaq, Y. Tsao, and C.-H. Lee, "A Particle Filter Feature Compensation Approach to Robust Speech Recognition," Interspeech, ISCA, September 2010. :::icon
110. J. Li, Y. Tsao, and C.-H. Lee, "Shrinkage Model Adaptation in Automatic Speech Recognition," Interspeech, ISCA, September 2010. :::icon
111. Yu Tsao, H. Sun, H. Li, and C.-H. Lee, "An Acoustic Segment Model Approach to Incorporating Temporal Information into Speaker Modeling for Text-Independent Speaker Recognition," ICASSP, IEEE, May 2010. :::icon
112. S. Matsuda, Y. Tsao, J. Li, S. Nakamura, and C.-H. Lee, "A Study on Soft Margin Estimation of Linear Regression Parameters for Speaker Adaptation," Interspeech, ISCA, December 2009. :::icon
113. Y. Tsao, S. Matsuda, S. Nakamura, and C.-H. Lee, "MAP Estimation of Online Mapping Parameters in Ensemble Speaker and Speaking Environment Modeling," ASRU, IEEE, December 2009. :::icon
114. Y. Tsao, J. Li, C.-H. Lee, and S. Nakamura, "Soft Margin Estimation on Improving Environment Structures for Ensemble Speaker and Speaking Environment Modeling," IUCS, ACM, December 2009. :::icon
115. Y. Tsao, J. Li, and C.-H. Lee, "Ensemble Speaker and Speaking Environment Modeling Approach with Advanced Online Estimation Process," ICASSP, IEEE, May 2009. :::icon
116. S.-Y. Peng, Y. Tsao, P. E. Hasler, and D. V. Anderson, "A Programmable Analog Radial-Basis-Function Based Classifier," ICASSP, IEEE, December 2008. :::icon
117. Y. Tsao and C.-H. Lee, "Improving the Ensemble Speaker and Speaking Environment Modeling Approach by Enhancing the Precision of the Online Estimation Process," Interspeech, ISCA, September 2008. :::icon
118. Y. Tsao and C.-H. Lee, "Two Extensions to Ensemble Speaker and Speaking Environment Modeling for Robust Automatic Speech Recognition," ASRU, IEEE, December 2007. :::icon
119. I. Bromberg, Q. Fu, J. Hou, J. Li, C. Ma, B. Mattews, A. Moreno-Daniel, J. Morris, S. M. Siniscalchi, Y. Tsao, and Y. Wang, "Detection-based ASR In the Automatic Speech Attribute Transcription Project," Interspeech, ISCA, September 2007. :::icon
120. Y. Tsao and C.-H. Lee, "An Ensemble Modeling Approach to Joint Characterization of Speaker and Speaking Environments," Interspeech, ISCA, September 2007. :::icon
121. C. Ma, Y. Tsao, and C.-H. Lee, "A Study on Detection Based Automatic Speech Recognition," Interspeech, ISCA, September 2006. :::icon
122. Y. Tsao and C.-H. Lee, "A Vector Space Approach to Environment Modeling for Robust Speech Recognition," Interspeech, ISCA, September 2006. :::icon
123. Y. Tsao, J. Li, and C.-H. Lee, "A Study on Separation between Acoustic Models and Its Applications," Eurospeech, ISCA, September 2005. :::icon
124. J. Li, Y. Tsao, and C.-H. Lee, "A Study on Knowledge Source Integration for Candidate Rescoring in Automatic Speech Recognition," ICASSP, IEEE, April 2005. :::icon
125. Y. Tsao, S.-M. Lee, and L.-S. Lee, "Segmental Eigenvoice for Rapid Speaker Adaptation," Eurospeech, ISCA, September 2001. :::icon
 
 
Technical Reports
 
1. 王豫煌、林誠謙、嚴漢偉、林子皓、陸聲山、曹昱、端木茂甯、黃俊嘉、莊庭瑞, "亞洲聲景長期監測網," 臺灣生態學會、中央研究院、日本國立研究開發法人海洋研究開發機構、林業試驗所森林保護組. :::icon
2. 張佑榕、曹昱, "研之有物(智慧聽)," 中央研究院 2019. :::icon
3. 曹昱, "基於人工智慧之語音溝通輔具," 中研院 | 數理科學, 漫步科研, 科普專欄 2019-06-20 2019. :::icon
4. 端木茂甯, "研之有物(蝙蝠的超音波,藏了什麼訊息?)," 中央研究院 2018. :::icon
 
 
Book & Book Chapters
 
1. P. Lin, Y. Tsao, and L.-W. Kuo,, chapter "Controlling the Biocompatibility and Mechanical Effects of Implantable Microelectrodes to Improve Chronic Neural Recordings in the Auditory Nervous System," "An Excursus into Hearing Loss," S. Hatzopoulos and A. Ciorba, editor, pages 173-195, IntechOpen, May 2018. :::icon
2. Y.-H. Lai, Fe. Chen, and Y. Tsao,, chapter "Adaptive Dynamic Range Compression for Improving Envelope-Based Speech Perception: Implications for Cochlear Implants," "Emerging Technology and Architecture for Big-data Analytics," A. Chattopadhyay and Y. Hao, editor, pages 191-214, Springer, April 2017. :::icon
 
 
Others
 
1. "Improving biodiversity monitoring through soundscape information retrieval," May 2018. :::icon
2. Hung-iy Lee and Yu Tsao, "Generative Adversarial Network and its Applications to Speech Signal Processing and Natural Language Processing,", Tutorial in ICASSP 2018 April 2018. :::icon
3. Y.-C. Lin, Y.-H. Lai, H.-W. Chang, Y. Tsao, Y.-p. Chang, and R. Y. Chang, "PAD-MMRT," August 2014, Original corpus is prepared by K.-S. Tsai, L.-H. Tseng, C.-J.Wu, and S.-T. Young: “Development of a Mandarin monosyllable recognition test,” Ear and Hearing, vol. 30, no. 1, pp. 90–99, 2009. :::icon :::icon
4. 曹昱,蘇煜程,王緒翔, "線性映射轉換函數於聲學模型調適之強健式語音辨識,", 計算語言學學會通訊 第 23 卷第 2 期 (2012 年 6 月 ) June 2012. :::icon
 
 
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