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2019
3 Citations (Scopus)

Attention-based convolutional neural network and long Short-term memory for Short-term detection of mood disorders based on elicited speech responses

Huang, K. Y., Wu, C-H. & Su, M. H., 2019 Apr 1, In : Pattern Recognition. 88, p. 668-678 11 p.

Research output: Contribution to journalArticle

Neural networks
Clustering algorithms
Support vector machines
Long short-term memory
Health
2018
3 Citations (Scopus)

A chatbot using LSTM-based multi-layer embedding for elderly care

Su, M. H., Wu, C-H., Huang, K. Y., Hong, Q. B. & Wang, H. M., 2018 Apr 10, Proceedings of the 2017 International Conference on Orange Technologies, ICOT 2017. Wang, L., Dong, M., Lu, Y. & Li, H. (eds.). Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 70-74 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

sentences
embedding
Semantics
Social Media
conversation

Answer segmentation for question answering using latent dirichlet allocation and delta Bayesian information criterion

Su, M. H., Yang, T. H., Lin, W. H. & Wu, C-H., 2018 Feb 1, 2016 International Conference on Orange Technologies, ICOT 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 9-12 4 p. 8278967

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Websites
Processing
Emotions
Referral and Consultation
Psychology

Attention-Based Dialog State Tracking for Conversational Interview Coaching

Su, M. H., Wu, C-H., Huang, K. Y. & Chen, C. K., 2018 Sep 10, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 6144-6148 5 p. 8461494

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Semantics
Tensors
Neural networks
Long short-term memory
5 Citations (Scopus)

Detecting Unipolar and Bipolar Depressive Disorders from Elicited Speech Responses Using Latent Affective Structure Model

Huang, K. Y., Wu, C-H., Su, M. H. & Kuo, Y. T., 2018 Feb 8, (Accepted/In press) In : IEEE Transactions on Affective Computing.

Research output: Contribution to journalArticle

Model structures
Communication
Feature extraction
Classifiers
Detectors

Detection of mood disorder using modulation spectrum of facial action unit profiles

Yang, T. H., Wu, C-H., Su, M. H. & Chang, C. C., 2018 Feb 1, 2016 International Conference on Orange Technologies, ICOT 2016. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-January. p. 5-8 4 p. 8278966

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Mood Disorders
Bipolar Disorder
Modulation
Depressive Disorder
Support vector machines
1 Citation (Scopus)

Exploring Macroscopic Fluctuation of Facial Expression for Mood Disorder Classification

Hong, Q. B., Wu, C-H., Su, M. H. & Huang, K. Y., 2018 Sep 21, 2018 1st Asian Conference on Affective Computing and Intelligent Interaction, ACII Asia 2018. Institute of Electrical and Electronics Engineers Inc., 8470337. (2018 1st Asian Conference on Affective Computing and Intelligent Interaction, ACII Asia 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Muscle
Multilayer neural networks
Learning systems
Feature extraction
Experiments
1 Citation (Scopus)

Exploring microscopic fluctuation of facial expression for mood disorder classification

Su, M. H., Wu, C-H., Huang, K. Y., Hong, Q. B. & Wang, H. M., 2018 Apr 10, Proceedings of the 2017 International Conference on Orange Technologies, ICOT 2017. Wang, L., Dong, M., Lu, Y. & Li, H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 65-69 5 p. (Proceedings of the 2017 International Conference on Orange Technologies, ICOT 2017; vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

moods
Facial Expression
facial expression
Major Depressive Disorder
Mood Disorders

Follow-up question generation using pattern-based seq2seq with a small corpus for interview coaching

Su, M. H., Wu, C-H., Huang, K. Y., Hong, Q. B. & Huang, H. H., 2018 Jan 1, In : Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. 2018-September, p. 1006-1010 5 p.

Research output: Contribution to journalConference article

Statistical tests
Tensors
Significance Test
N-gram
Target
1 Citation (Scopus)

Locality-preserving complex-valued Gaussian process latent variable model for robust face recognition

Chen, S. H., Lee, Y. S., Hsu, Y. S., Wu, C-H. & Wang, J. C., 2018 Sep 10, 2018 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-April. p. 2696-2700 5 p. 8462680

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Face recognition
Data structures
3 Citations (Scopus)

LSTM-based Text Emotion Recognition Using Semantic and Emotional Word Vectors

Su, M. H., Wu, C-H., Huang, K. Y. & Hong, Q. B., 2018 Sep 21, 2018 1st Asian Conference on Affective Computing and Intelligent Interaction, ACII Asia 2018. Institute of Electrical and Electronics Engineers Inc., 8470378. (2018 1st Asian Conference on Affective Computing and Intelligent Interaction, ACII Asia 2018).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Semantics
Long short-term memory

Mood disorder identification using deep bottleneck features of elicited speech

Huang, K. Y., Wu, C-H., Su, M. H. & Chou, C. H., 2018 Feb 5, Proceedings - 9th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-February. p. 1648-1652 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Scattering
Clustering algorithms
Identification (control systems)
Health
Long short-term memory
1 Citation (Scopus)

Personality trait perception from speech signals using multiresolution analysis and convolutional neural networks

Su, M. H., Wu, C-H., Huang, K. Y., Hong, Q. B. & Wang, H. M., 2018 Feb 5, Proceedings - 9th Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2017. Institute of Electrical and Electronics Engineers Inc., Vol. 2018-February. p. 1532-1536 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Multiresolution analysis
Neural networks
Acoustics
Wavelet transforms
Experiments
Semantics
Websites
Context free grammars
Statistical tests
Vector spaces
1 Citation (Scopus)

Speech emotion recognition using autoencoder bottleneck features and LSTM

Huang, K. Y., Wu, C-H., Yang, T. H., Su, M. H. & Chou, J. H., 2018 Feb 1, 2016 International Conference on Orange Technologies, ICOT 2016. Institute of Electrical and Electronics Engineers Inc., p. 1-4 4 p. 8278965. (2016 International Conference on Orange Technologies, ICOT 2016; vol. 2018-January).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Long-Term Memory
Speech recognition
Short-Term Memory
Emotions
Scattering

Speech emotion recognition using convolutional neural network with audio word-based embedding

Huang, K. Y., Wu, C-H., Hong, Q. B., Su, M. H. & Zeng, Y. R., 2018 Jul 2, 2018 11th International Symposium on Chinese Spoken Language Processing, ISCSLP 2018 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 265-269 5 p. 8706610. (2018 11th International Symposium on Chinese Spoken Language Processing, ISCSLP 2018 - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

neural network
emotion
boredom
Emotion Recognition
Neural Networks
2017
8 Citations (Scopus)

Coupled HMM-based multimodal fusion for mood disorder detection through elicited audio–visual signals

Yang, T. H., Wu, C-H., Huang, K. Y. & Su, M. H., 2017 Nov 1, In : Journal of Ambient Intelligence and Humanized Computing. 8, 6, p. 895-906 12 p.

Research output: Contribution to journalArticle

Hidden Markov models
Fusion reactions
Electric fuses
Support vector machines
3 Citations (Scopus)

Detection of mood disorder using speech emotion profiles and LSTM

Yang, T. H., Wu, C-H., Huang, K. Y. & Su, M. H., 2017 May 2, Proceedings of 2016 10th International Symposium on Chinese Spoken Language Processing, ISCSLP 2016. Wang, H-M., Hou, Q., Wei, Y., Lee, T., Wei, J., Xie, L., Feng, H., Dang, J. & Dang, J. (eds.). Institute of Electrical and Electronics Engineers Inc., 7918439. (Proceedings of 2016 10th International Symposium on Chinese Spoken Language Processing, ISCSLP 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

speech disorder
mood
video clip
emotion
early diagnosis
2 Citations (Scopus)

Dialog State Tracking and action selection using deep learning mechanism for interview coaching

Su, M. H., Huang, K. Y., Yang, T. H., Lai, K. J. & Wu, C-H., 2017 Mar 10, Proceedings of the 2016 International Conference on Asian Language Processing, IALP 2016. Dong, M., Wu, C-H., Lu, Y., Li, H., Tseng, Y-H., Yu, L-C. & Lee, L-H. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 6-9 4 p. 7875922. (Proceedings of the 2016 International Conference on Asian Language Processing, IALP 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

coaching
dialogue
Neural networks
Feedback
interview
2 Citations (Scopus)

Dialog state tracking for interview coaching using two-level LSTM

Su, M. H., Wu, C-H., Huang, K. Y., Yang, T. H. & Huang, T. C., 2017 May 2, Proceedings of 2016 10th International Symposium on Chinese Spoken Language Processing, ISCSLP 2016. Wang, H-M., Hou, Q., Wei, Y., Lee, T., Wei, J., Xie, L., Feng, H., Dang, J. & Dang, J. (eds.). Institute of Electrical and Electronics Engineers Inc., 7918438. (Proceedings of 2016 10th International Symposium on Chinese Spoken Language Processing, ISCSLP 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

coaching
dialogue
interview
neural network
Neural networks
11 Citations (Scopus)

Fully complex deep neural network for phase-incorporating monaural source separation

Lee, Y. S., Wang, C. Y., Wang, S. F., Wang, J. C. & Wu, C-H., 2017 Jun 16, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 281-285 5 p. 7952162. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Source separation
Fourier transforms
Deep neural networks

Interaction Style Recognition Based on Multi-Layer Multi-View Profile Representation

Wei, W. L., Lin, J. C. & Wu, C-H., 2017 Jul 1, In : IEEE Transactions on Affective Computing. 8, 3, p. 355-368 14 p., 7450642.

Research output: Contribution to journalArticle

Support vector machines
Multilayers
Fusion reactions
Deep neural networks

Message from the Conference Chairs

Wu, C-H. & Li, H., 2017 Mar 10, In : Proceedings of the 2016 International Conference on Asian Language Processing, IALP 2016. p. ii 7875920.

Research output: Contribution to journalEditorial

2 Citations (Scopus)

Miscommunication handling in spoken dialog systems based on error-aware dialog state detection

Wu, C-H., Su, M. H. & Liang, W. B., 2017 Dec 1, In : Eurasip Journal on Audio, Speech, and Music Processing. 2017, 1, 9.

Research output: Contribution to journalArticle

Speech recognition
sentences
semantics
Semantics
speech recognition
4 Citations (Scopus)

Mood detection from daily conversational speech using denoising autoencoder and LSTM

Huang, K. Y., Wu, C-H., Su, M. H. & Fu, H. C., 2017 Jun 16, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5125-5129 5 p. 7953133. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Support vector machines
Long short-term memory
1 Citation (Scopus)

Personalized Spontaneous Speech Synthesis Using a Small-Sized Unsegmented Semispontaneous Speech

Huang, Y. C., Wu, C-H., Chen, Y. Y., Shie, M. G. & Wang, J. F., 2017 May 1, In : IEEE/ACM Transactions on Audio Speech and Language Processing. 25, 5, p. 1048-1060 13 p.

Research output: Contribution to journalArticle

Speech Synthesis
Speech synthesis
synthesis
Segmentation
smoothing

Recognition and retrieval of sound events using sparse coding convolutional neural network

Wang, C. Y., Santoso, A., Mathulaprangsan, S., Chiang, C. C., Wu, C-H. & Wang, J. C., 2017 Aug 28, 2017 IEEE International Conference on Multimedia and Expo, ICME 2017. IEEE Computer Society, p. 589-594 6 p. 8019552. (Proceedings - IEEE International Conference on Multimedia and Expo).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Acoustic waves
Neural networks
Acoustic noise
Brain
3 Citations (Scopus)

Sound Event Recognition Using Auditory-Receptive-Field Binary Pattern and Hierarchical-Diving Deep Belief Network

Wang, C. Y., Wang, J. C., Santoso, A., Chiang, C. C. & Wu, C-H., 2017 Aug 10, (Accepted/In press) In : IEEE/ACM Transactions on Audio Speech and Language Processing.

Research output: Contribution to journalArticle

belief networks
Belief Networks
Receptive Field
Diving
Bayesian networks
2 Citations (Scopus)

Speaker Identification Using Discriminative Features and Sparse Representation

Chin, Y. H., Wang, J. C., Huang, C. L., Wang, K. Y. & Wu, C-H., 2017 Aug 1, In : IEEE Transactions on Information Forensics and Security. 12, 8, p. 1979-1987 9 p., 7872470.

Research output: Contribution to journalArticle

Glossaries
Classifiers
Principal component analysis
Singular value decomposition
Feature extraction
1 Citation (Scopus)

Speech emotion classification using multiple kernel Gaussian process

Chen, S. H., Wang, J. C., Hsieh, W. C., Chin, Y. H., Ho, C. W. & Wu, C-H., 2017 Jan 17, 2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2016. Institute of Electrical and Electronics Engineers Inc., 7820708. (2016 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA 2016).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Feature extraction
Factorization
Learning algorithms
Acoustic waves

Speech emotion recognition with ensemble learning methods

Shih, P. Y., Chen, C. P. & Wu, C-H., 2017 Jun 16, 2017 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2017 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 2756-2760 5 p. 7952658

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Set theory
Speech recognition
Neural networks
Decomposition
2016

Candidate Expansion and Prosody Adjustment for Natural Speech Synthesis Using a Small Corpus

Chen, Y. Y., Wu, C-H., Huang, Y. C., Lin, S. L. & Wang, J. F., 2016 Jun 1, In : IEEE/ACM Transactions on Audio Speech and Language Processing. 24, 6, p. 1052-1065 14 p.

Research output: Contribution to journalArticle

Prosody
Speech Synthesis
Speech synthesis
Adjustment
candidacy
13 Citations (Scopus)

Compressive Sensing-Based Speech Enhancement

Wang, J. C., Lee, Y. S., Lin, C. H., Wang, S. F., Shih, C. H. & Wu, C-H., 2016 Nov 1, In : IEEE/ACM Transactions on Audio Speech and Language Processing. 24, 11, p. 2122-2131 10 p.

Research output: Contribution to journalArticle

Speech Enhancement
Speech enhancement
Compressive Sensing
Atoms
Glossaries
2 Citations (Scopus)

Data collection of elicited facial expressions and speech responses for mood disorder detection

Huang, K. Y., Wu, C-H., Kuo, Y. T., Yen, H. H., Jang, F. L. & Chiu, Y. H., 2016 Jun 22, Proceedings of 2015 International Conference on Orange Technologies, ICOT 2015. Institute of Electrical and Electronics Engineers Inc., p. 42-45 4 p. 7498502. (Proceedings of 2015 International Conference on Orange Technologies, ICOT 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Facial Expression
Mood Disorders
Databases
Emotions
Bipolar Disorder
6 Citations (Scopus)

Exploiting turn-taking temporal evolution for personality trait perception in dyadic conversations

Su, M. H., Wu, C-H. & Zheng, Y. T., 2016 Apr 1, In : IEEE/ACM Transactions on Audio Speech and Language Processing. 24, 4, p. 733-744 12 p.

Research output: Contribution to journalArticle

personality
conversation
dyadics
Recurrent neural networks
Statistical tests

Extraction and representation of nursing diagnosis for assisted assessment and affective analysis

Chiu, Y. H., Chen, W. H., Hung, Y. W., Wang, H. C., Huang, K. Y. & Wu, C-H., 2016 Jun 22, Proceedings of 2015 International Conference on Orange Technologies, ICOT 2015. Institute of Electrical and Electronics Engineers Inc., p. 50-53 4 p. 7498504. (Proceedings of 2015 International Conference on Orange Technologies, ICOT 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Nursing Diagnosis
Nursing
Structural Models
Linguistics
Caregivers
2 Citations (Scopus)

Generation of emotion control vector using MDS-based space transformation for expressive speech synthesis

Chen, Y. Y., Wu, C-H. & Huang, Y. F., 2016 Jan 1, In : Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. 08-12-September-2016, p. 3176-3180 5 p.

Research output: Contribution to journalConference article

Speech Synthesis
Speech synthesis
Vector Control
Scaling
Categorical
2 Citations (Scopus)

Improving Mandarin Prosody Generation Using Alternative Smoothing Techniques

Huang, Y. C., Wu, C-H. & Weng, S. T., 2016 Nov 1, In : IEEE/ACM Transactions on Audio Speech and Language Processing. 24, 11, p. 1897-1907 11 p.

Research output: Contribution to journalArticle

Prosody
Smoothing Techniques
smoothing
Alternatives
Hidden Markov models
3 Citations (Scopus)

Unipolar depression vs. bipolar disorder: An elicitation-based approach to short-term detection of mood disorder

Huang, K. Y., Wu, C-H., Kuo, Y. T. & Jang, F. L., 2016 Jan 1, In : Proceedings of the Annual Conference of the International Speech Communication Association, INTERSPEECH. 08-12-September-2016, p. 1452-1456 5 p.

Research output: Contribution to journalConference article

Mood
Elicitation
Model structures
Disorder
Latent Semantic Analysis
2015
2 Citations (Scopus)

Affective structure modeling of speech using probabilistic context free grammar for emotion recognition

Huang, K. Y., Lin, J. K., Chiu, Y. H. & Wu, C-H., 2015 Aug 4, 2015 IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2015 - Proceedings. Institute of Electrical and Electronics Engineers Inc., p. 5286-5290 5 p. 7178980. (ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings; vol. 2015-August).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Context free grammars
Binary trees
Vector quantization
Processing

Audiovisual Emotion Recognition Using Semi-Coupled Hidden Markov Model with State-Based Alignment Strategy

Wu, C-H., Lin, J. C. & Wei, W. L., 2015 Jan 2, Emotion Recognition: A Pattern Analysis Approach. wiley, p. 493-513 21 p.

Research output: Chapter in Book/Report/Conference proceedingChapter

Adaptive boosting
Data fusion
Hidden Markov models
Face recognition
Animation
7 Citations (Scopus)

Code-Switching Event Detection by Using a Latent Language Space Model and the Delta-Bayesian Information Criterion

Wu, C-H., Shen, H. P. & Hsu, C. S., 2015 Nov 1, In : IEEE/ACM Transactions on Audio Speech and Language Processing. 23, 11, p. 1892-1903 12 p.

Research output: Contribution to journalArticle

Space Simulation
Bayesian Information Criterion
Event Detection
Language
event
2 Citations (Scopus)

Emotion recognition of affective speech based on multiple classifiers using acoustic-prosodic information and semantic labels (Extended abstract)

Wu, C-H. & Liang, W. B., 2015 Dec 2, 2015 International Conference on Affective Computing and Intelligent Interaction, ACII 2015. Institute of Electrical and Electronics Engineers Inc., p. 477-483 7 p. 7344613. (2015 International Conference on Affective Computing and Intelligent Interaction, ACII 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Labels
Classifiers
Acoustics
Semantics
Association rules
1 Citation (Scopus)
Speech Synthesis
Speech synthesis
Target
Speech
Spontaneous Speech
3 Citations (Scopus)

Hierarchical modeling of temporal course in emotional expression for speech emotion recognition

Wu, C-H., Liang, W. B., Cheng, K. C. & Lin, J. C., 2015 Dec 2, 2015 International Conference on Affective Computing and Intelligent Interaction, ACII 2015. Institute of Electrical and Electronics Engineers Inc., p. 810-814 5 p. 7344666. (2015 International Conference on Affective Computing and Intelligent Interaction, ACII 2015).

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Speech recognition
Electric fuses
2 Citations (Scopus)
Speech recognition
Acoustics
Acoustic properties
Linear transformations
Decision trees
7 Citations (Scopus)

Speech emotion verification using emotion variance modeling and discriminant scale-frequency maps

Wang, J. C., Chin, Y. H., Chen, B. W., Lin, C. H. & Wu, C-H., 2015 Oct 1, In : IEEE Transactions on Audio, Speech and Language Processing. 23, 10, p. 1552-1562 11 p., 7114224.

Research output: Contribution to journalArticle

emotions
Atoms
coefficients
Glossaries
Feature extraction