Publications - Journal 

- 2021 -

2017    Journal

Ensemble and Multimodal Learning for Pathological Voice Classification

W. Ariyanti, T. Hussain, J.-C. Wang, C.-T. Wang, S.-H. Fang, and Y. Tsao
IEEE Sensors Journal, 2017

2021    Journal

Deep Learning Based Signal Enhancement of Low-Resolution Accelerometer for Fall Detection Systems

K.-C. Liu, K.-H. Hung, C.-Y. Hsieh, H.-Y. Huang, C.-T. Chan, and Y. Tsao
IEEE Transactions on Cognitive and Developmental Systems, 2021

2021    Journal

Domain-adaptive Fall Detection Using Deep Adversarial Training

K.-C. Liu, M. Chan, C.-Y. Hsieh, H.-Y. Huang, C.-T. Chan, and Y. Tsao
IEEE Transactions on Neural Systems & Rehabilitation Engineering, 2021

2021    Journal

Sensing ecosystem dynamics via audio source separation: A case study of marine soundscapes off northeastern Taiwan

T.-H. Lin ,T. Akamatsu, and Y. Tsao
PLOS Computational Biology, 2021

- 2020 -


2020    Journal

Multimodal Deep Learning Framework for Image Popularity Prediction on Social Media

F. S. Abousaleh, W.-H. Cheng, N.-H. Yu, and Y. Tsao
IEEE Transactions on Cognitive and Developmental Systems, 2020

2020    Journal

A Study of Joint Effect on Denoising Techniques and Visual Cues to Improve Speech Intelligibility in Cochlear Implant Simulation

R.-Y. Tseng, T.-W. Wang, S.-W. Fu, C.-Y. Lee, and Y. Tsao
IEEE Transactions on Cognitive and Developmental Systems, 2020

2020    Journal

Automatic recognition of murmurs of ventricular septal defect using convolutional recurrent neural networks with temporal attentive pooling

J.-K. Wang, Y.-F. Chang, K.-H. Tsai, W.-C. Wang, C.-Y. Tsai, C.-H. Cheng, and Y. Tsao
Scientific Reports, 2020

2020    Journal

Improving the Intelligibility of Speech for Simulated Electric and Acoustic Stimulation Using Fully Convolutional Neural Networks

N. Y.-H. Wang, H.-L. S. Wang, T.-W. Wang, S.-W. Fu, X. Lu, Y. Tsao, and H.-M. Wang
IEEE Transactions on Neural Systems & Rehabilitation Engineering, 2020

2020    Journal

Ensemble Hierarchical Extreme Learning Machine for Speech Dereverberation

T. Hussain, S. M. Siniscalchi, H.-L. S. Wang, Y. Tsao, S. V. Mario, and W.-H. Liao
IEEE Transactions on Cognitive and Developmental Systems, 2020

2020    Journal

ASVspoof 2019: A Large-scale Public Database of Synthetized, Converted and Replayed Speech

X. Wang et al.,
Computer Speech and Language, 2020

2020    Journal

Subspace-based Representation and Learning for Phonotactic Spoken Language Recognition

H.-S. Lee, Y. Tsao, S.-K. Jeng, and H.-M. Wang
IEEE Transactions on Audio, Speech and Language Processing, 2020

2020    Journal

WaveCRN: An Efficient Convolutional Recurrent Neural Network for End-to-end Speech Enhancement

T.-A. Hsieh, H.-M. Wang, X. Lu, and Y. Tsao
IEEE Signal Processing Letters, 2020

2020    Journal

Blind Monaural Source Separation on Heart and Lung Sounds Based on Periodic-Coded Deep Autoencoder

K.-H. Tsai, W.-C. Wang, C.-H. Cheng, C.-Y. Tsai, J.-K. Wang, T.-H. Lin, S.-H. Fang, L.-C. Chen, and Y. Tsao
IEEE Journal of Biomedical and Health Informatics, 2020

2020    Journal

Speech Enhancement based on Denoising Autoencoder with Multi-branched Encoders

C. Yu, R. E. Zezario, S.-S. Wang, J. Sherman, Y.-Y. Hsieh, X. Lu, H.-M. Wang, and Y. Tsao
IEEE Transactions on Audio, Speech and Language Processing, 2020

2020    Journal

Unsupervised Representation Disentanglement using Cross Domain Features and Adversarial Learning in Variational Autoencoder based Voice Conversion

W.-C. Huang, H. Luo, H.-T. Hwang, C.-C. Lo, Y.-H. Peng, Y. Tsao, and H.-M. Wang
IEEE Transactions on Emerging Topics in Computational Intelligence, 2020

2020    Journal

Atypical Frequency Sweep Processing in Chinese Children With Reading Difficulties: Evidence From Magnetoencephalography

N. Y.-H. Wang, C.-H. Chiang, H.-L. S. Wang, and Y. Tsao
Frontiers in Psychology, 2020

2020    Journal

Time-Domain Multi-modal Bone/air Conducted Speech Enhancement

C. Yu, K.-H. Hung, S.-S. Wang, Y. Tsao, and J.-W. Hung
IEEE Signal Processing Letters, 2020

2020    Journal

Overall Survival Prediction of Non-small Cell Lung Cancer by Integrating Microarray and Clinical Data With Deep Learning

Y.-H. Lai, W.-N. Chen, T.-C. Hsu, C. Lin, Y. Tsao, and S. Wu
Scientific Reports, 2020

2020    Journal

Dress With Style: Learning Style From Joint Deep Embedding of Clothing Styles and Body Shapes

S. C. Hidayati, T. W. Goh, J.-S. G. Chan, C.-C. Hsu, J. See, L.-K. Wong, K.-L. Hua, Y. Tsao, and W.-H. Cheng
IEEE Transactions on Multimedia, 2020

2020    Journal

Multichannel Speech Enhancement by Raw Waveform-mapping using Fully Convolutional Networks

C.-L. Liu, S.-W. Fu, Y.-J. Li, J.-W. Huang, H.-M. Wang, and Y. Tsao
IEEE Transactions on Audio, Speech and Language Processing, 2020

- 2019 -


2019    Journal

Learning with Learned Loss Function: Speech Enhancement with Quality-Net to Improve Perceptual Evaluation of Speech Quality

S.-W. Fu, C.-F. Liao, and Y. Tsao
IEEE Signal Processing Letters, 2019

2019    Journal

Increasing Compactness of Deep Learning based Speech Enhancement Models with Parameter Pruning and Quantization Techniques

J.-Y. Wu , C. Yu , S.-W. Fu, C.-T. Liu , S.-Y. Chien, and Y. Tsao
IEEE Signal Processing Letters, 2019

2019    Journal

Source Separation in Ecoacoustics: A Roadmap towards Versatile Soundscape Information Retrieval

T.-H. Lin and Y. Tsao
Remote Sensing in Ecology and Conservation, 2019

2019    Journal

Detection of Pathological Voice Using Cepstrum Vectors: A Deep Learning Approach

C.-T. Wang, F.-C. Lin, J.-Y. Chen, M.-J. Hsiao, S.-H. Fang, Y.-H. Lai, and Y. Tsao
Journal of Voice, 2019

2019    Journal

Combining Acoustic Signals and Medical Records to Improve Pathological Voice Classification

S.-H. Fang, C.-T. Wang, J.-Y. Chen, Y. Tsao, and F.-C. Lin
APSIPA Transactions on Signal and Information Processing, 2019

2019    Journal

Noise Reduction in ECG Signals Using Fully Convolutional Denoising Autoencoders

H.-T. Chiang, Y.-Y. Hsieh, S.-W. Fu, K.-H. Hung, Y. Tsao, and S.-Y. Chien
IEEE Access, 2019

2019    Journal

A Mobile Phone–Based Approach for Hearing Screening of School-Age Children: Cross-Sectional Validation Study

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, and W.-H. Liao
JMIR Mhealth Uhealth, 2019

2019    Journal

Robust S1 and S2 heart sound recognition based on spectral restoration and multi-style training

Y. Tsao, T.-H. Lin, F. Chen, Y.-F. Chang, C.-H. Cheng, and K.-H. Tsai
Biomedical Signal Processing and Control, 2019

2019    Journal

Auditory Identification of Frequency-Modulated Sweeps and Reading Difficulties in Chinese

H.-L. S. Wang , N. Y.-H. Wang , I.-C. Chen, and Y. Tsao
Research in Developmental Disabilities, 2019

- 2018 -

2018    Journal

Computation-Performance Optimization of Convolutional Neural Networks with Redundant Filter Removal

C.-T. Liu, T.-W. Lin, Y.-H. Wu, Y.-S. Lin, H. Lee, Y. Tsao, and S.-Y. Chien
IEEE Transactions on Circuits and Systems I, 2018

2018    Journal

Bone Conducted Speech Enhancement Using Deep Denoising Autoencoder

H.-P. Liu, Y. Tsao, and C.-S. Fuh
Speech Communication, 2018

2018    Journal

Locally linear Embedding Based Post-filtering for Speech Enhancement

H.-T. Hwang, Y.-C. Wu, S.-S. Wang, C.-C. Hsu, Y. Tsao, H.-M. Wang, Y.-R. Wang, and S.-H. Chen
Journal of Information Science and Engineering, 2018

2018    Journal

Demographic and Symptomatic Features of Voice Disorders and Their Potential Application in Classification using Machine Learning Algorithms

S.-Y. Tsui, Y. Tsao, C.-W. Lin, S.-H. Fang, and C.-T. Wang
Folia Phoniatrica et Logopaedica, 2018

2018    Journal

End-to-End Waveform Utterance Enhancement for Direct Evaluation Metrics Optimization by Fully Convolutional Neural Networks

S.-W. Fu, T.-W. Wang, Y. Tsao, X. Lu, and H. Kawai
IEEE Transactions on Audio, Speech and Language Processing, 2018

2018    Journal

Deep Learning based Noise Reduction Approach to Improve Speech Intelligibility for Cochlear Implant Recipients

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
Ear and Hearing, 2018
This work receives the National Innovation Award 2018 (2018年國家新創獎)

2018    Journal

Adaptive Noise Cancellation using Deep Cerebellar Model Articulation Controller

Y. Tsao, H.-C. Chu, S.-H. Fang, J. Lee, and C.-M. Lin
IEEE Access, 2018

2018    Journal

Comparison of Passive Acoustic Soniferous Fish Monitoring With Supervised and Unsupervised Approaches

T.-H. Lin, T. Akamatsu, and Y. Tsao
The Journal of the Acoustical Society of America (JASA), 2018

2018    Journal

Audio-visual Speech Enhancement using Multimodal Deep Convolutional Neural Networks

J.-C. Hou, S.-S. Wang, Y.-H. Lai, Y. Tsao, H.-W. Chang, and H.-M. Wang
IEEE Transactions on Emerging Topics in Computational Intelligence, 2018

2018    Journal

Suppression by Selecting Wavelets for Feature Compression in Distributed Speech Recognition

S.-S. Wang, P. Lin, Y. Tsao, J.-W. Hung, and B. Su
IEEE Transactions on Audio, Speech and Language Processing, 2018

2018    Journal

Voice Conversion based on Locally Linear Embedding

H.-T. Hwang, Y.-C. Wu, Y.-H. Peng, C.-C. Hsu, Y. Tsao, H.-M. Wang, Y.-R. Wang, and S.-H. Chen
Journal of Information Science and Engineering, 2018

- 2017 -

2017    Journal

Multi-style Learning with Denoising Autoencoders for Acoustic Modeling in the Internet of Things (IoT)

P. Lin, D. Lyu, F. Chen, S.-S. Wang, and Y. Tsao
Computer Speech and Language, 2017

2017    Journal

Joint Dictionary Learning-based Non-Negative Matrix Factorization for Voice Conversion to Improve Speech Intelligibility After Oral Surgery

S.-W. Fu, P.-C. Li, Y.-H. Lai, C.-C. Yang, L.-C. Hsieh, and Y. Tsao
IEEE Transactions on Biomedical Engineering, 2017

2017    Journal

Experimental Study on Extreme Learning Machine Applications for Speech Enhancement

T. Hussain, S. M. Siniscalchi, C.-C. Lee, S.-S. Wang, Y. Tsao, and W.-H. Liao
IEEE Access, 2017

2017    Journal

Toward Automating Oral Presentation Scoring during Principal Certification Program using Audio-Video Low-level Behavior Profiles

S.-W. Hsiao, H.-C. Sun, M.-C. Hsieh, M.-H. Tsai, Y. Tsao, and C.-C. Lee
IEEE Transactions on Affective Computing, 2017

2017    Journal

Learning Transportation Modes from Smartphone Sensors Based on Deep Neural Network

S.-H. Fang, Y.-X. Fei, Z. Xu, and Y. Tsao
IEEE Sensors Journal, 2017

2017    Journal

Effects of Noise Suppression and Envelope Dynamic Range Compression on the Intelligibility of Vocoded Sentences for a Tonal Language

F. Chen, D. Zheng, and Y. Tsao
The Journal of the Acoustical Society of America (JASA), 2017

2017    Journal

A Deep Denoising Autoencoder Approach to Improving the Intelligibility of Vocoded Speech in Cochlear Implant Simulation

Y.-H. Lai, F. Chen, S.-S. Wang, X. Lu, Y. Tsao, and C.-H. Lee
IEEE Transactions on Biomedical Engineering, 2017

2017    Journal

Improving Biodiversity Assessment via Unsupervised Separation of Biological Sounds from Long-duration Recordings

T.-H. Lin, S.-H. Fang, and Y. Tsao
Scientific Reports, 2017

2017    Journal

Regularization of Neural Network Model with Distance Metric Learning for I-vector based Spoken Language Identification

X. Lu, P. Shen, Y. Tsao, and H. Kawai
Computer Speech and Language, 2017

2017    Journal

A Smartphone-Based Multi-Functional Hearing Assistive System to Facilitate Speech Recognition in the Classroom

A. Chern, Y.-H. Lai, Y.-P. Chang, Y. Tsao, R. Y. Chang, and H.-W. Chang
IEEE Access, 2017
This paper has been selected as a Featured Article

2017    Journal

S1 and S2 Heart Sound Recognition using Deep Neural Networks

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
IEEE Transactions on Biomedical Engineering, 2017

- 2016 -

2016    Journal

Personalizing Recurrent Neural Network based Language Model by Social Network

H.-y. Lee, B.-H. Tseng, T.-H. Wen, and Y. Tsao
IEEE Transactions on Audio, Speech and Language Processing, 2016

2016    Journal

Channel State Reconstruction Using Multilevel Discrete Wavelet Transform for Improved Fingerprinting-Based Indoor Localization

S.-H. Fang, W.-H. Chang, Y. Tsao, H.-C. Shih, and C. Wang
IEEE Sensors Journal, 2016

2016    Journal

Assessing the Perceptual Contributions of Level-dependent Segments to Sentence Intelligibility

T. Guan, G.-x. Chu, Y. Tsao, and F. Chen
The Journal of the Acoustical Society of America (JASA), 2016

2016    Journal

Auditory Perception, Suprasegmental Speech Processing, and Vocabulary Development in Chinese Preschoolers

H.-L. S. Wang, I-C. Chen, C.-H. Chiang, Y.-H. Lai, and Y. Tsao
Perceptual and Motor Skills, 2016

2016    Journal

Transportation Modes Classification Using Sensors on Smartphones

S.-H. Fang , H.-H. Liao , Y.-X. Fei , K.-H. Chen , J.- W. Huang , Y.-D. Lu, and Y. Tsao
Sensors, 2016

2016    Journal

Wavelet Speech Enhancement based on Nonnegative Matrix Factorization

S.-S. Wang, A. Chern, Y. Tsao, J.-W. Hung, X. Lu, Y.-H. Lai, and B. Su
IEEE Signal Processing Letters, 2016

2016    Journal

Modeling Speech Intelligibility with Recovered Envelope from Temporal Fine Structure Stimulus

F. Chen, Y. Tsao, and Y.-H. Lai
Speech Communication, 2016

2016    Journal

Maximum Entropy Learning with Deep Belief Networks

P. Lin, S.-W. Fu, S.-S.Wang, Y.-H. Lai, and Y. Tsao
Entropy, 2016

2016    Journal

Generalized Maximum a Posteriori Spectral Amplitude Estimation for Speech Enhancement

Y. Tsao and Y.-H. Lai
Speech Communication, 2016

- 2015 -

2015    Journal

Compensating for Orientation Mismatch in Robust WiFi Localization Using Histogram Equalization

S.-H. Fang, C.-H. Wang, and Y. Tsao
IEEE Transactions on Vehicular Technology, 2015

2015    Journal

Robust Voice Activity Detection Algorithm Based on Feature of Frequency Modulation of Harmonics and Its DSP Implementation

C.-C. Hsu, K.-M. Cheong, T.-S. Chi, and Y. Tsao
IEICE Transactions on Information and Systems, 2015

2015    Journal

A Smartphone-Based Remote Microphone Hearing Assistive System Using Wireless Technologies

Y.-C. Lin, Y.-H. Lai, H.-W. Chang, Y. Tsao, Y.-P. Chang, and R. Y. Chang
IEEE Systems Journal, 2015

2015    Journal

Rapid Converging M-max Partial Update Least Mean Square Algorithms with New Variable Step-size Methods

Y.-J, Lee, Y.-R. Chien, and Y. Tsao
IEICE Transaction on Communications, 2015

2015    Journal

Ensemble Environment Modeling using Affine Transform Group

Y. Tsao, P. Lin, T.-Y. Hu, and X. Lu
Speech Communication, 2015

2015    Journal

Acoustic Echo Cancellation Using a Vector-Space-Based Adaptive Filtering Algorithm

Y. Tsao, S.-H. Fang, and Y. Hsiao
IEEE Signal Processing Letters, 2015

- 2014 -

2014    Journal

Variable Selection Linear Regression for Robust Speech Recognition

Y. Tsao, T.-Y. Hu, S. Sakti, S. Nakamura, and L.-S. Lee
IEICE Transactions on Information and Systems, 2014

2014    Journal

Incorporating Local Information of the Acoustic Environments to MAP-based Feature Compensation and Acoustic Model Adaptation

Y. Tsao, X. Lu, P. Dixon, T.-Y. Hu, S. Matsuda, and C. Hori
Computer Speech and Language, 2014

2014    Journal

A MAP-based Online Estimation Approach to Ensemble Speaker and Speaking Environment

Y. Tsao, S. Matsuda, C. Hori, H. Kashioka, and C.-H. Lee
IEEE Transactions on Audio, Speech and Language Processing, 2014

- 2013 -

2013    Journal

A Study of Adaptive WDRC in Hearing Aids under Noisy Conditions

Y.-H. Lai, Y. Tsao, and F. Chen
International Journal of Speech & Language Pathology and Audiology, 2013

- 2009 -

2009    Journal

An Ensemble Speaker and Speaking Environment Modeling Approach to Robust Speech Recognition

Y. Tsao and C.-H. Lee
IEEE Transactions on Audio, Speech and Language Processing, 2009

- 2005 -

2005    Journal

Segmental Eigenvoice with Delicate Eigenspace for Improved Speaker Adaptation

Y. Tsao, S.-M. Lee, and L.-S. Lee
IEEE Transactions on Speech and Audio Processing, 2005