Publications

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, 2021

Coupling A Generative Model With A Discriminative Learning Framework for Speaker Verification

X. Lu, P. Shen, Y. Tsao, and H. Kawai

IEEE Transactions on Audio, Speech and Language Processing, 2021

SEOFP-NET: Compression and Acceleration of Deep Neural Networks for Speech Enhancement Using Sign-Exponent-Only Floating-Points

Y.-C. Lin, C. Yu, Y.-T. Hsu, S.-W. Fu, Y. Tsao, T.-W. Kuo

IEEE Transactions on Audio, Speech and Language Processing, 2021

Predicting the Travel Distance of Patients to Access Healthcare using Deep Neural Networks

L. Chen, J.-T. Sheu, Y.-J. Chuang, K.-C. Liu, Y. Tsao

EEE Journal of Translational Engineering in Health and Medicine, 2021

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, 2021

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

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

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

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

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

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

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

X. Wang et al.,

IEEE Transactions on Neural Systems & Rehabilitation Engineering, 2020

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

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

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

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

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

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

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

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

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 Neural Systems & Rehabilitation Engineering, 2020

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

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

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

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

T.-H. Lin and Y. Tsao

Remote Sensing in Ecology and Conservation, 2019

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

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

Bioimaging: New Templated Ostwald Ripening Process of Mesostructured FeOOH for Third‐Harmonic Generation Bioimaging

C.-W. Lee et al.

Small, 2019

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

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

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

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

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

Bone Conducted Speech Enhancement Using Deep Denoising Autoencoder

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

Speech Communication, 2018

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

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

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

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)

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

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

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

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

Off-Line Evaluation of Mobile-Centric Indoor Positioning Systems: The Experiences from the 2017 IPIN Competition

J. Torres-Sospedra et al.

Sensors, 2018

Demo

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

Modeling Speech Intelligibility with Recovered Envelope from Temporal Fine Structure Stimulus

F. Chen, Y. Tsao, and Y.-H. Lai

Speech Communication, 2016

Maximum Entropy Learning with Deep Belief Networks

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

Entropy, 2016

Generalized Maximum a Posteriori Spectral Amplitude Estimation for Speech Enhancement

Y. Tsao and Y.-H. Lai

Speech Communication, 2016

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

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

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

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

Effects of Adaptation Rate and Noise Suppression on the Intelligibility of Compressed-Envelope Based Speech

Y.-H. Lai, Y. Tsao, and F. Chen

PLoS ONE, 2015

Ensemble Environment Modeling using Affine Transform Group

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

Speech Communication, 2015

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

Y. Tsao, S.-H. Fang, and Y. Hsiao

IEEE Signal Processing Letters, 2015

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

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

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

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

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

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