Microstructural speech units and their HMM representation for discrete utterance speech recognition. - Li Deng 001; Kevin Erler (ICASSP, 1991)

HMM representation of quantized articulatory features for recognition of highly confusable words. - Kevin Erler; Li Deng 001 (ICASSP, 1992)

Processing of acoustic signals in a cochlear model incorporating laterally coupled suppressive elements. - Li Deng 001 (Neural Networks, 1992)

A generalized hidden Markov model with state-conditioned trend functions of time for the speech signal. - Li Deng 001 (Signal Process., 1992)

Speech recognition using the atomic speech units constructed from overlapping articulatory features. - Li Deng 001; Don X. Sun (EUROSPEECH, 1993)

Hidden Markov model representation of quantized articulatory features for speech recognition. - Kevin Erler; Li Deng 001 (Comput. Speech Lang., 1993)

A stochastic model of speech incorporating hierarchical nonstationarity. - Li Deng 001 (IEEE Trans. Speech Audio Process., 1993)

Phonetic classification and recognition using HMM representation of overlapping articulatory features for all classes of English sounds. - Li Deng 001; Don X. Sun (ICASSP (1), 1994)

Vowel classification using a neural predictive HMM: a discriminative training approach. - Khaled Hassanein; Li Deng 001; Mohamed I. Elmasry (ICASSP (2), 1994)

Comparative performance of spectral subtraction and HMM-based speech enhancement strategies with application to hearing and design. - Hamid Sheikhzadeh; Hossein Sameti; Li Deng 001; Robert L. Brennan (ICASSP (1), 1994)

Automatic speech recognition using dynamically defined speech units. - Li Deng 001; Hossein Sameti (ICSLP, 1994)

Nonstationary-state hidden Markov model with state-dependent time warping: application to speech recognition. - Don X. Sun; Li Deng 001 (ICSLP, 1994)

Analysis of the correlation structure for a neural predictive model with application to speech recognition. - Li Deng 001; Khaled Hassanein; Mohamed I. Elmasry (Neural Networks, 1994)

Pipelined architecture for neural-network-based speech recognition. - David Zhang 001; Li Deng 001; Mohamed I. Elmasry (Neural Parallel Sci. Comput., 1994)

A statistical model for formant-transition microsegments of speech incorporating locus equations. - Li Deng 001 (Signal Process., 1994)

Waveform-based speech recognition using hidden filter models: parameter selection and sensitivity to power normalization. - Hamid Sheikhzadeh; Li Deng 001 (IEEE Trans. Speech Audio Process., 1994)

Use of generalized dynamic feature parameters for speech recognition: maximum likelihood and minimum classification error approaches. - Rathinavelu Chengalvarayan; Li Deng 001 (ICASSP, 1995)

Improved speech modeling and recognition using multi-dimensional articulatory states as primitive speech units. - Li Deng 001; J. Nu; Hossein Sameti (ICASSP, 1995)

Analysis of acoustic-phonetic variations in fluent speech using TIMIT. - Don X. Sun; Li Deng 001 (ICASSP, 1995)

Maximum-likelihood estimation for articulatory speech recognition using a stochastic target model. - Gordon Ramsay; Li Deng 001 (EUROSPEECH, 1995)

A Markov model containing state-conditioned second-order non-stationarity: application to speech recognition. - Li Deng 001; Rathinavelu Chengalvarayan (Comput. Speech Lang., 1995)

Tracking nonstationary targets using a dynamical system with Markov-modulated parameters. - Gordon Ramsay; Li Deng 001 (IEEE Signal Process. Lett., 1995)

HMM-based speech recognition using state-dependent, linear transforms on Mel-warped DFT features. - Chengalv Rathinavelu; Li Deng 001 (ICASSP, 1996)

Simulation of disordered speech using a frequency-domain vocal tract model. - Li Deng 001; Xuemin Shen; Donald G. Jamieson; J. Till (ICSLP, 1996)

Hierarchical partition of the articulatory state space for overlapping-feature based speech recognition. - Li Deng 001; Jim Jian-Xiong Wu (ICSLP, 1996)

Interaction of speech disorders with speech coders: effects on speech intelligibility. - Donald G. Jamieson; Li Deng 001; M. Price; Vijay Parsa; J. Till (ICSLP, 1996)

Optimal filtering and smoothing for speech recognition using a stochastic target model. - Gordon Ramsay; Li Deng 001 (ICSLP, 1996)

The trended HMM with discriminative training for phonetic classification. - Rathinavelu Chengalvarayan; Li Deng 001 (ICSLP, 1996)

H-infinity filtering for speech enhancement. - Xuemin Shen; Li Deng 001; Anisa Yasmin (ICSLP, 1996)

Modeling context-dependent phonetic units in a continuous speech recognition system for Mandarin Chinese. - Jim Jian-Xiong Wu; Li Deng 001; Jacky Chan (ICSLP, 1996)

Transiems as dynamically defined, sub-phonemic units of speech: A computational model. - Li Deng 001 (Signal Process., 1996)

Construction of state-dependent dynamic parameters using the maximum likelihood approach: Applications to speech recognition. - Li Deng 001; Chengalv Rathinavelu (Signal Process., 1996)

Decomposition solution of H∞ filter gain in singularly perturbed systems. - Xuemin Shen; Li Deng 001 (Signal Process., 1996)

Transitional speech units and their representation by regressive Markov states: applications to speech recognition. - Li Deng 001; Hossein Sameti (IEEE Trans. Speech Audio Process., 1996)

Integrated-multilingual speech recognition using universal phonological features in a functional speech production model. - Li Deng 001 (ICASSP, 1997)

Speaker adaptation experiments using nonstationary-state hidden Markov models: a MAP approach. - Chengalv Rathinavelu; Li Deng 001 (ICASSP, 1997)

Maximum likelihood in statistical estimation of dynamic systems: Decomposition algorithm and simulation results. - Li Deng 001; Xuemin Shen (Signal Process., 1997)

Speech recognition using autosegmental representation of phonological units with interface to the trended HMM. - Li Deng 001 (Speech Commun., 1997)

Production models as a structural basis for automatic speech recognition. - Li Deng 001; Gordon Ramsay; Don X. Sun (Speech Commun., 1997)

Use of generalized dynamic feature parameters for speech recognition. - Rathinavelu Chengalvarayan; Li Deng 001 (IEEE Trans. Speech Audio Process., 1997)

HMM-based speech recognition using state-dependent, discriminatively derived transforms on mel-warped DFT features. - Rathinavelu Chengalvarayan; Li Deng 001 (IEEE Trans. Speech Audio Process., 1997)

Game theory approach to discrete H∞ filter design. - Xuemin Shen; Li Deng 001 (IEEE Trans. Signal Process., 1997)

Use of high-level linguistic constraints for constructing feature-based phonological model in speech recognition. - Jiping Sun; Li Deng 001 (ICSLP, 1998)

Integrated-multilingual Speech Recognition and Its Impact on Chinese Spoken Language Processing. - Li Deng 001 (ISCSLP, 1998)

A dynamic, feature-based approach to the interface between phonology and phonetics for speech modeling and recognition. - Li Deng 001 (Speech Commun., 1998)

Speech trajectory discrimination using the minimum classification error learning. - Rathinavelu Chengalvarayan; Li Deng 001 (IEEE Trans. Speech Audio Process., 1998)

HMM-based strategies for enhancement of speech signals embedded in nonstationary noise. - Hossein Sameti; Hamid Sheikhzadeh; Li Deng 001; Robert L. Brennan (IEEE Trans. Speech Audio Process., 1998)

Speech analysis and recognition using interval statistics generated from a composite auditory model. - Hamid Sheikhzadeh; Li Deng 001 (IEEE Trans. Speech Audio Process., 1998)

Speech enhancement using voice source models. - Anisa Yasmin; Paul W. Fieguth; Li Deng 001 (ICASSP, 1999)

A statistical coarticulatory model for the hidden vocal-tract-resonance dynamics. - Li Deng 001; Jeff Z. Ma (EUROSPEECH, 1999)

Optimization of dynamic regimes in a statistical hidden dynamic model for conversational speech recognition. - Jeff Z. Ma; Li Deng 001 (EUROSPEECH, 1999)

A layered neural network interfaced with a cochlear model for the study of speech encoding in the auditory system. - Hamid Sheikhzadeh; Li Deng 001 (Comput. Speech Lang., 1999)

A dynamic system approach to speech enhancement using the H∞ filtering algorithm. - Xuemin Shen; Li Deng 001 (IEEE Trans. Speech Audio Process., 1999)

HMM adaptation using vector taylor series for noisy speech recognition. - Alex Acero; Li Deng 001; Trausti T. Kristjansson; Jerry Zhang (INTERSPEECH, 2000)

Large-vocabulary speech recognition under adverse acoustic environments. - Li Deng 001; Alex Acero; Mike Plumpe; Xuedong Huang 001 (INTERSPEECH, 2000)

Mipad: a next generation PDA prototype. - Xuedong Huang 001; Alex Acero; Ciprian Chelba; Li Deng 001; Doug Duchene; Joshua Goodman 001; Hsiao-Wuen Hon; Derek Jacoby; Li Jiang; Ricky Loynd; Milind Mahajan; Peter Mau; et al. (INTERSPEECH, 2000)

A robust training strategy against extraneous acoustic variations for spontaneous speech recognition. - Hui Jiang 001; Li Deng 001 (INTERSPEECH, 2000)

Data-driven model construction for continuous speech recognition using overlapping articulatory features. - Jiping Sun; Xing Jing; Li Deng 001 (INTERSPEECH, 2000)

A robust speech understanding system using conceptual relational grammar. - Jiping Sun; Roberto Togneri; Li Deng 001 (INTERSPEECH, 2000)

Annotation and Use of Speech Production Corpus for Building Language-Universal Speech Recognizers. - Jiping Sun; Xing Jing; Li Deng 001 (ISCSLP, 2000)

Speech Denoising and Dereverberation Using Probabilistic Models. - Hagai Attias; John C. Platt; Alex Acero; Li Deng 001 (NIPS, 2000)

A path-stack algorithm for optimizing dynamic regimes in a statistical hidden dynamic model of speech. - Jeff Z. Ma; Li Deng 001 (Comput. Speech Lang., 2000)

High-performance robust speech recognition using stereo training data. - Li Deng 001; Alex Acero; Li Jiang; Jasha Droppo; Xuedong Huang 001 (ICASSP, 2001)

Efficient on-line acoustic environment estimation for FCDCN in a continuous speech recognition system. - Jasha Droppo; Alex Acero; Li Deng 001 (ICASSP, 2001)

MiPad: a multimodal interaction prototype. - Xuedong Huang 001; Alex Acero; Ciprian Chelba; Li Deng 001; Jasha Droppo; Doug Duchene; Joshua Goodman 001; Hsiao-Wuen Hon; Derek Jacoby; Li Jiang; Ricky Loynd; Milind Mahajan; et al. (ICASSP, 2001)

Towards non-stationary model-based noise adaptation for large vocabulary speech recognition. - Trausti T. Kristjansson; Brendan J. Frey; Li Deng 001; Alex Acero (ICASSP, 2001)

A functional articulatory dynamic model for speech production. - Leo J. Lee; Paul W. Fieguth; Li Deng 001 (ICASSP, 2001)

An EKF-based algorithm for learning statistical hidden dynamic model parameters for phonetic recognition. - Roberto Togneri; Li Deng 001 (ICASSP, 2001)

A new method for speech denoising and robust speech recognition using probabilistic models for clean speech and for noise. - Hagai Attias; Li Deng 001; Alex Acero; John C. Platt (INTERSPEECH, 2001)

Evaluation of the SPLICE algorithm on the Aurora2 database. - Jasha Droppo; Li Deng 001; Alex Acero (INTERSPEECH, 2001)

ALGONQUIN: iterating laplace's method to remove multiple types of acoustic distortion for robust speech recognition. - Brendan J. Frey; Li Deng 001; Alex Acero; Trausti T. Kristjansson (INTERSPEECH, 2001)

Efficient decoding strategy for conversational speech recognition using state-space models for vocal-tract-resonance dynamics. - Jeff Z. Ma; Li Deng 001 (INTERSPEECH, 2001)

ALGONQUIN - Learning Dynamic Noise Models From Noisy Speech for Robust Speech Recognition. - Brendan J. Frey; Trausti T. Kristjansson; Li Deng 001; Alex Acero (NIPS, 2001)

Parameter estimation of a target-directed dynamic system model with switching states. - Roberto Togneri; Jeff Z. Ma; Li Deng 001 (Signal Process., 2001)

A maximum a posteriori approach to speaker adaptation using the trended hidden Markov model. - Rathinavelu Chengalvarayan; Li Deng 001 (IEEE Trans. Speech Audio Process., 2001)

A Bayesian approach to the verification problem: applications to speaker verification. - Hui Jiang 001; Li Deng 001 (IEEE Trans. Speech Audio Process., 2001)

A speech-centric perspective for human-computer interface. - Li Deng 001; Alex Acero; Ye-Yi Wang; Kuansan Wang; Hsiao-Wuen Hon; Jasha Droppo; Milind Mahajan; Xuedong Huang 001 (IEEE Workshop on Multimedia Signal Processing, 2002)

A Bayesian approach to speech feature enhancement using the dynamic cepstral prior. - Li Deng 001; Jasha Droppo; Alex Acero (ICASSP, 2002)

Uncertainty decoding with SPLICE for noise robust speech recognition. - Jasha Droppo; Alex Acero; Li Deng 001 (ICASSP, 2002)

A mixture linear model with target-directed dynamics for spontaneous speech recognition. - Jeff Z. Ma; Li Deng 001 (ICASSP, 2002)

A new approach to speech enhancement by a microphone array using EM and mixture models. - Hagai Attias; Li Deng 001 (INTERSPEECH, 2002)

Sequential MAP noise estimation and a phase-sensitive model of the acoustic environment. - Li Deng 001; Jasha Droppo; Alex Acero (INTERSPEECH, 2002)

Exploiting variances in robust feature extraction based on a parametric model of speech distortion. - Li Deng 001; Jasha Droppo; Alex Acero (INTERSPEECH, 2002)

Noise from corrupted speech log mel-spectral energies. - Jasha Droppo; Alex Acero; Li Deng 001 (INTERSPEECH, 2002)

Evaluation of SPLICE on the Aurora 2 and 3 tasks. - Jasha Droppo; Li Deng 001; Alex Acero (INTERSPEECH, 2002)

Nonstationary-state hidden Markov model representation of speech signals for speech enhancement. - Hossein Sameti; Li Deng 001 (Signal Process., 2002)

Distributed speech processing in miPad's multimodal user interface. - Li Deng 001; Kuansan Wang; Alex Acero; Hsiao-Wuen Hon; Jasha Droppo; Constantinos Boulis; Ye-Yi Wang; Derek Jacoby; Milind Mahajan; Ciprian Chelba; Xuedong Huang 001 (IEEE Trans. Speech Audio Process., 2002)

A robust compensation strategy for extraneous acoustic variations in spontaneous speech recognition. - Hui Jiang 001; Li Deng 001 (IEEE Trans. Speech Audio Process., 2002)

An expectation maximization approach for formant tracking using a parameter-free non-linear predictor. - Issam Bazzi; Alex Acero; Li Deng 001 (ICASSP (1), 2003)

Incremental Bayes learning with prior evolution for tracking nonstationary noise statistics from noisy speech data. - Li Deng 001; Jasha Droppo; Alex Acero (ICASSP (1), 2003)

Variational inference and learning for segmental switching state space models of hidden speech dynamics. - Leo J. Lee; Hagai Attias; Li Deng 001 (ICASSP (1), 2003)

Coarticulation modeling by embedding a target-directed hidden trajectory model into HMM - MAP decoding and evaluation. - Frank Seide; Jian-Lai Zhou; Li Deng 001 (ICASSP (1), 2003)

Coarticulation modeling by embedding a target-directed hidden trajectory model into HMM - model and training. - Jian-Lai Zhou; Frank Seide; Li Deng 001 (ICASSP (1), 2003)

Tracking vocal tract resonances using an analytical nonlinear predictor and a target-guided temporal constraint. - Li Deng 001; Issam Bazzi; Alex Acero (INTERSPEECH, 2003)

A comparison of three non-linear observation models for noisy speech features. - Jasha Droppo; Li Deng 001; Alex Acero (INTERSPEECH, 2003)

Recursive estimation of nonstationary noise using iterative stochastic approximation for robust speech recognition. - Li Deng 001; Jasha Droppo; Alex Acero (IEEE Trans. Speech Audio Process., 2003)

Efficient decoding strategies for conversational speech recognition using a constrained nonlinear state-space model. - Jeff Z. Ma; Li Deng 001 (IEEE Trans. Speech Audio Process., 2003)

Joint state and parameter estimation for a target-directed nonlinear dynamic system model. - Roberto Togneri; Li Deng 001 (IEEE Trans. Signal Process., 2003)

A structured speech model with continuous hidden dynamics and prediction-residual training for tracking vocal tract resonances. - Li Deng 001; Leo J. Lee; Hagai Attias; Alex Acero (ICASSP (1), 2004)

A multimodal variational approach to learning and inference in switching state space models [speech processing application]. - Leo J. Lee; Hagai Attias; Li Deng 001; Paul W. Fieguth (ICASSP (5), 2004)

Multi-sensory microphones for robust speech detection, enhancement and recognition. - Zhengyou Zhang; Zicheng Liu 001; Mike Sinclair; Alex Acero; Li Deng 001; Jasha Droppo; Xuedong Huang 001; Yanli Zheng (ICASSP (3), 2004)

A quantitative model for formant dynamics and contextually assimilated reduction in fluent speech. - Li Deng 001; Yu Dong; Alex Acero (INTERSPEECH, 2004)

Use of neural network mapping and extended kalman filter to recover vocal tract resonances from the MFCC parameters of speech. - Li Deng 001; Roberto Togneri (INTERSPEECH, 2004)

Unsupervised learning from users' error correction in speech dictation. - Dong Yu 001; Mei-Yuh Hwang; Peter Mau; Alex Acero; Li Deng 001 (INTERSPEECH, 2004)

Nonlinear information fusion in multi-sensor processing - extracting and exploiting hidden dynamics of speech captured by a bone-conductive microphone. - Li Deng 001; Zicheng Liu 001; Zhengyou Zhang; Alejandro Acero (MMSP, 2004)

Challenges in adopting speech recognition. - Li Deng 001; Xuedong Huang 001 (Commun. ACM, 2004)

A mixed-level switching dynamic system for continuous speech recognition. - Jeff Z. Ma; Li Deng 001 (Comput. Speech Lang., 2004)

Enhancement of log Mel power spectra of speech using a phase-sensitive model of the acoustic environment and sequential estimation of the corrupting noise. - Li Deng 001; Jasha Droppo; Alex Acero (IEEE Trans. Speech Audio Process., 2004)

Estimating cepstrum of speech under the presence of noise using a joint prior of static and dynamic features. - Li Deng 001; Jasha Droppo; Alex Acero (IEEE Trans. Speech Audio Process., 2004)

Target-directed mixture dynamic models for spontaneous speech recognition. - Jeff Z. Ma; Li Deng 001 (IEEE Trans. Speech Audio Process., 2004)

Speech and Language Processing for Multimodal Human-Computer Interaction. - Li Deng 001; Ye-Yi Wang; Kuansan Wang; Alex Acero; Hsiao-Wuen Hon; Jasha Droppo; Constantinos Boulis; Milind Mahajan; Xuedong Huang 001 (J. VLSI Signal Process., 2004)

A Hidden Trajectory Model with Bi-directional Target-Filtering: Cascaded vs. Integrated Implementation for Phonetic Recognition. - Li Deng 001; Xiang Li; Dong Yu 001; Alex Acero (ICASSP (1), 2005)

Multi-sensory speech processing: incorporating automatically extracted hidden dynamic information. - Amarnag Subramanya; Li Deng 001; Zicheng Liu 001; Zhengyou Zhang (ICME, 2005)

Learning statistically characterized resonance targets in a hidden trajectory model of speech coarticulation and reduction. - Li Deng 001; Dong Yu 001; Alex Acero (INTERSPEECH, 2005)

Evaluation of a long-contextual-Span hidden trajectory model and phonetic recognizer using a* lattice search. - Dong Yu 001; Li Deng 001; Alex Acero (INTERSPEECH, 2005)

Analysis and comparison of two speech feature extraction/compensation algorithms. - Li Deng 001; Jian Wu 027; Jasha Droppo; Alex Acero (IEEE Signal Process. Lett., 2005)

Speech technology and systems in human-machine communication [from the Guest Editors]. - Li Deng 001; Kuansan Wang; Wu Chou (IEEE Signal Process. Mag., 2005)

Spoken language understanding. - Ye-Yi Wang; Li Deng 001; Alex Acero (IEEE Signal Process. Mag., 2005)

Dynamic compensation of HMM variances using the feature enhancement uncertainty computed from a parametric model of speech distortion. - Li Deng 001; Jasha Droppo; Alex Acero (IEEE Trans. Speech Audio Process., 2005)

A Speech-Centric Perspective for Human-Computer Interface: A Case Study. - Li Deng 001; Dong Yu 001 (J. VLSI Signal Process., 2005)

A time-synchronous phonetic decoder for a long-contextual-Span hidden trajectory model. - Xiaolong Li; Li Deng 001; Dong Yu 001; Alex Acero (INTERSPEECH, 2006)

Use of incrementally regulated discriminative margins in MCE training for speech recognition. - Dong Yu 001; Li Deng 001; Xiaodong He 001; Alex Acero (INTERSPEECH, 2006)

A Novel Learning Method for Hidden Markov Models in Speech and Audio Processing. - Xiaodong He 001; Li Deng 001; Wu Chou (MMSP, 2006)

A state-space model with neural-network prediction for recovering vocal tract resonances in fluent speech from Mel-cepstral coefficients. - Roberto Togneri; Li Deng 001 (Speech Commun., 2006)

A lattice search technique for a long-contextual-span hidden trajectory model of speech. - Dong Yu 001; Li Deng 001; Alex Acero (Speech Commun., 2006)

Tracking vocal tract resonances using a quantized nonlinear function embeddedin a temporal constraint. - Li Deng 001; Alex Acero; Issam Bazzi (IEEE Trans. Speech Audio Process., 2006)

A bidirectional target-filtering model of speech coarticulation and reduction: two-stage implementation for phonetic recognition. - Li Deng 001; Dong Yu 001; Alex Acero (IEEE Trans. Speech Audio Process., 2006)

Structured speech modeling. - Li Deng 001; Dong Yu 001; Alex Acero (IEEE Trans. Speech Audio Process., 2006)

Dynamic Speech Models: Theory, Algorithms, and Applications - Li Deng 001 (Dynamic Speech Models, 2006)

Roles of high-fidelity acoustic modeling in robust speech recognition. - Li Deng 001 (ASRU, 2007)

High-performance hmm adaptation with joint compensation of additive and convolutive distortions via Vector Taylor Series. - Jinyu Li 001; Li Deng 001; Dong Yu 001; Yifan Gong 001; Alex Acero (ASRU, 2007)

Use of Differential Cepstra as Acoustic Features in Hidden Trajectory Modeling for Phonetic Recognition. - Li Deng 001; Dong Yu 001 (ICASSP (4), 2007)

Efficient and Robust Language Modeling in an Automatic Children's Reading Tutor System. - Xiaolong Li; Yun-Cheng Ju; Li Deng 001; Alex Acero (ICASSP (4), 2007)

A Discriminative Training Framework using N-Best Speech Recognition Transcriptions and Scores for Spoken Utterance Classification. - Sibel Yaman; Li Deng 001; Dong Yu 001; Ye-Yi Wang; Alex Acero (ICASSP (4), 2007)

Large-Margin Minimum Classification Error Training for Large-Scale Speech Recognition Tasks. - Dong Yu 001; Li Deng 001; Xiaodong He 001; Alex Acero (ICASSP (4), 2007)

Structure-based and template-based automatic speech recognition - comparing parametric and non-parametric approaches. - Li Deng 001; Helmer Strik (INTERSPEECH, 2007)

Phone-discriminating minimum classification error (p-MCE) training for phonetic recognition. - Qian Qian; Xiaodong He 001; Li Deng 001 (INTERSPEECH, 2007)

A structured speech model parameterized by recursive dynamics and neural networks. - Roberto Togneri; Li Deng 001 (INTERSPEECH, 2007)

Handling phonetic context and speaker variation in a structure-based speech recognizer. - Dong Yu 001; Li Deng 001; Alex Acero (INTERSPEECH, 2007)

Large-Margin Discriminative Training of Hidden Markov Models for Speech Recognition. - Dong Yu 001; Li Deng 001 (ICSC, 2007)

Speaker-adaptive learning of resonance targets in a hidden trajectory model of speech coarticulation. - Dong Yu 001; Li Deng 001; Alex Acero (Comput. Speech Lang., 2007)

A new look at discriminative training for hidden Markov models. - Xiaodong He 001; Li Deng 001 (Pattern Recognit. Lett., 2007)

Adaptive Kalman Filtering and Smoothing for Tracking Vocal Tract Resonances Using a Continuous-Valued Hidden Dynamic Model. - Li Deng 001; Leo J. Lee; Hagai Attias; Alex Acero (IEEE Trans. Speech Audio Process., 2007)

Guest Editors' Introduction: Special Section on Emergent Systems, Algorithms and Architectures for Speech-Based Human-Machine Interaction. - Rodrigo Capobianco Guido; Li Deng 001; Shoji Makino (IEEE Trans. Computers, 2007)

HMM adaptation using a phase-sensitive acoustic distortion model for environment-robust speech recognition. - Jinyu Li 001; Li Deng 001; Dong Yu 001; Yifan Gong 001; Alex Acero (ICASSP, 2008)

Adaptation of compressed HMM parameters for resource-constrained speech recognition. - Jinyu Li 001; Li Deng 001; Dong Yu 001; Jian Wu 027; Yifan Gong 001; Alex Acero (ICASSP, 2008)

A minimum-mean-square-error noise reduction algorithm on Mel-frequency cepstra for robust speech recognition. - Dong Yu 001; Li Deng 001; Jasha Droppo; Jian Wu 027; Yifan Gong 001; Alex Acero (ICASSP, 2008)

Automatic children's reading tutor on hand-held devices. - Xiaolong Li; Li Deng 001; Yun-Cheng Ju; Alex Acero (INTERSPEECH, 2008)

Discriminative training of variable-parameter HMMs for noise robust speech recognition. - Dong Yu 001; Li Deng 001; Yifan Gong 001; Alex Acero (INTERSPEECH, 2008)

Parameter clustering and sharing in variable-parameter HMMs for noise robust speech recognition. - Dong Yu 001; Li Deng 001; Yifan Gong 001; Alex Acero (INTERSPEECH, 2008)

Improvements on Mel-Frequency Cepstrum Minimum-Mean-Square-Error Noise Suppressor for Robust Speech Recognition. - Dong Yu 001; Li Deng 001; Jian Wu 027; Yifan Gong 001; Alex Acero (ISCSLP, 2008)

Large-margin minimum classification error training: A theoretical risk minimization perspective. - Dong Yu 001; Li Deng 001; Xiaodong He 001; Alex Acero (Comput. Speech Lang., 2008)

Discriminative learning in sequential pattern recognition. - Xiaodong He 001; Li Deng 001; Wu Chou (IEEE Signal Process. Mag., 2008)

An Integrative and Discriminative Technique for Spoken Utterance Classification. - Sibel Yaman; Li Deng 001; Dong Yu 001; Ye-Yi Wang; Alex Acero (IEEE Trans. Speech Audio Process., 2008)

Robust Speech Recognition Using a Cepstral Minimum-Mean-Square-Error-Motivated Noise Suppressor. - Dong Yu 001; Li Deng 001; Jasha Droppo; Jian Wu 027; Yifan Gong 001; Alex Acero (IEEE Trans. Speech Audio Process., 2008)

Discriminative Learning for Speech Recognition: Theory and Practice - Xiaodong He 001; Li Deng 001 (Discriminative Learning for Speech Recognition, 2008)

A study on multilingual acoustic modeling for large vocabulary ASR. - Hui Lin; Li Deng 001; Dong Yu 001; Yifan Gong 001; Alex Acero; Chin-Hui Lee 001 (ICASSP, 2009)

Using collective information in semi-supervised learning for speech recognition. - Balakrishnan Varadarajan; Dong Yu 001; Li Deng 001; Alex Acero (ICASSP, 2009)

Maximizing global entropy reduction for active learning in speech recognition. - Balakrishnan Varadarajan; Dong Yu 001; Li Deng 001; Alex Acero (ICASSP, 2009)

Discriminative pronounciation learning using phonetic decoder and minimum-classification-error criterion. - Oriol Vinyals; Li Deng 001; Dong Yu 001; Alex Acero (ICASSP, 2009)

Cross-lingual speech recognition under runtime resource constraints. - Dong Yu 001; Li Deng 001; Peng Liu; Jian Wu 027; Yifan Gong 001; Alex Acero (ICASSP, 2009)

Rethinking of computation for future-generation, knowledge-rich speech recognition and understanding. - Li Deng 001 (ICME, 2009)

Hidden conditional random field with distribution constraints for phone classification. - Dong Yu 001; Li Deng 001; Alex Acero (INTERSPEECH, 2009)

A unified framework of HMM adaptation with joint compensation of additive and convolutive distortions. - Jinyu Li 001; Li Deng 001; Dong Yu 001; Yifan Gong 001; Alex Acero (Comput. Speech Lang., 2009)

Using continuous features in the maximum entropy model. - Dong Yu 001; Li Deng 001; Alex Acero (Pattern Recognit. Lett., 2009)

Developments and directions in speech recognition and understanding, Part 1 [DSP Education]. - Janet M. Baker; Li Deng 001; James R. Glass; Sanjeev Khudanpur; Chin-Hui Lee 001; Nelson Morgan; Douglas D. O'Shaughnessy (IEEE Signal Process. Mag., 2009)

Updated MINDS report on speech recognition and understanding, Part 2 [DSP Education]. - Janet M. Baker; Li Deng 001; Sanjeev Khudanpur; Chin-Hui Lee 001; James R. Glass; Nelson Morgan; Douglas D. O'Shaughnessy (IEEE Signal Process. Mag., 2009)

Solving nonlinear estimation problems using splines [Lecture Notes]. - Dong Yu 001; Li Deng 001 (IEEE Signal Process. Mag., 2009)

A Novel Framework and Training Algorithm for Variable-Parameter Hidden Markov Models. - Dong Yu 001; Li Deng 001; Yifan Gong 001; Alex Acero (IEEE Trans. Speech Audio Process., 2009)

Semantic confidence calibration for spoken dialog applications. - Dong Yu 001; Li Deng 001 (ICASSP, 2010)

Language recognition using deep-structured conditional random fields. - Dong Yu 001; Shizhen Wang; Zahi N. Karam; Li Deng 001 (ICASSP, 2010)

Word confidence calibration using a maximum entropy model with constraints on confidence and word distributions. - Dong Yu 001; Shizhen Wang; Jinyu Li 001; Li Deng 001 (ICASSP, 2010)

Binary coding of speech spectrograms using a deep auto-encoder. - Li Deng 001; Michael L. Seltzer; Dong Yu 001; Alex Acero; Abdel-rahman Mohamed; Geoffrey E. Hinton (INTERSPEECH, 2010)

Unscented transform with online distortion estimation for HMM adaptation. - Jinyu Li 001; Dong Yu 001; Yifan Gong 001; Li Deng 001 (INTERSPEECH, 2010)

Investigation of full-sequence training of deep belief networks for speech recognition. - Abdel-rahman Mohamed; Dong Yu 001; Li Deng 001 (INTERSPEECH, 2010)

Deep-structured hidden conditional random fields for phonetic recognition. - Dong Yu 001; Li Deng 001 (INTERSPEECH, 2010)

The MSRA machine translation system for IWSLT 2010. - Chi-Ho Li; Nan Duan; Yinggong Zhao; Shujie Liu 001; Lei Cui 001; Mei-Yuh Hwang; Amittai Axelrod; Jianfeng Gao 001; Yaodong Zhang; Li Deng 001 (IWSLT, 2010)

Active learning and semi-supervised learning for speech recognition: A unified framework using the global entropy reduction maximization criterion. - Dong Yu 001; Balakrishnan Varadarajan; Li Deng 001; Alex Acero (Comput. Speech Lang., 2010)

Introduction to the Issue on Statistical Learning Methods for Speech and Language Processing. - Xiaodong He 001; Li Deng 001; Roland Kuhn 001; Helen M. Meng; Samy Bengio (IEEE J. Sel. Top. Signal Process., 2010)

Sequential Labeling Using Deep-Structured Conditional Random Fields. - Dong Yu 001; Shizhen Wang; Li Deng 001 (IEEE J. Sel. Top. Signal Process., 2010)

A Geometric Perspective of Large-Margin Training of Gaussian Models [Lecture Notes]. - Lin Xiao; Li Deng 001 (IEEE Signal Process. Mag., 2010)

An Overview of Modern Speech Recognition. - Xuedong Huang 001; Li Deng 001 (Handbook of Natural Language Processing, 2010)

Front-End, Back-End, and Hybrid Techniques for Noise-Robust Speech Recognition. - Li Deng 001 (Robust Speech Recognition of Uncertain or Missing Data, 2011)

Large vocabulary continuous speech recognition with context-dependent DBN-HMMS. - George E. Dahl; Dong Yu 001; Li Deng 001; Alex Acero (ICASSP, 2011)

Why word error rate is not a good metric for speech recognizer training for the speech translation task? - Xiaodong He 001; Li Deng 001; Alex Acero (ICASSP, 2011)

A novel decision function and the associated decision-feedback learning for speech translation. - Yaodong Zhang; Li Deng 001; Xiaodong He 001; Alex Acero (ICASSP, 2011)

Robust Speech Translation by Domain Adaptation. - Xiaodong He 001; Li Deng 001 (INTERSPEECH, 2011)

Accelerated Parallelizable Neural Network Learning Algorithm for Speech Recognition. - Dong Yu 001; Li Deng 001 (INTERSPEECH, 2011)

Deep Convex Net: A Scalable Architecture for Speech Pattern Classification. - Dong Yu 001; Li Deng 001 (INTERSPEECH, 2011)

The MSR SYSTEM for IWSLT 2011 evaluation. - Xiaodong He 001; Amittai Axelrod; Li Deng 001; Alex Acero; Mei-Yuh Hwang; Alisa Nguyen; Andrew Wang; Xiahui Huang (IWSLT, 2011)

New Honor, New Initiatives, and New Impact to Come [From the Editor]. - Li Deng 001 (IEEE Signal Process. Mag., 2011)

Shining Bright: The Golden Era of Signal Processing [From the Editor]. - Li Deng 001 (IEEE Signal Process. Mag., 2011)

Speech Recognition, Machine Translation, and Speech Translation - A Unified Discriminative Learning Paradigm [Lecture Notes]. - Xiaodong He 001; Li Deng 001 (IEEE Signal Process. Mag., 2011)

Signal Processing Trends in Media, Mobility, and Search [From the Editors]. - Dan Schonfeld; Li Deng 001 (IEEE Signal Process. Mag., 2011)

Deep Learning and Its Applications to Signal and Information Processing [Exploratory DSP]. - Dong Yu 001; Li Deng 001 (IEEE Signal Process. Mag., 2011)

Calibration of Confidence Measures in Speech Recognition. - Dong Yu 001; Jinyu Li 001; Li Deng 001 (IEEE ACM Trans. Audio Speech Lang. Process., 2011)

Maximum Expected BLEU Training of Phrase and Lexicon Translation Models. - Xiaodong He 001; Li Deng 001 (ACL (1), 2012)

New methods and evaluation experiments on translating TED talks in the IWSLT benchmark. - Amittai Axelrod; Xiaodong He 001; Li Deng 001; Alex Acero; Mei-Yuh Hwang (ICASSP, 2012)

Scalable stacking and learning for building deep architectures. - Li Deng 001; Dong Yu 001; John C. Platt (ICASSP, 2012)

Optimization in speech-centric information processing: Criteria and techniques. - Xiaodong He 001; Li Deng 001 (ICASSP, 2012)

A deep architecture with bilinear modeling of hidden representations: Applications to phonetic recognition. - Brian Hutchinson; Li Deng 001; Dong Yu 001 (ICASSP, 2012)

Towards deeper understanding: Deep convex networks for semantic utterance classification. - Gökhan Tür; Li Deng 001; Dilek Hakkani-Tür; Xiaodong He 001 (ICASSP, 2012)

Boosting attribute and phone estimation accuracies with deep neural networks for detection-based speech recognition. - Dong Yu 001; Sabato Marco Siniscalchi; Li Deng 001; Chin-Hui Lee 001 (ICASSP, 2012)

Exploiting sparseness in deep neural networks for large vocabulary speech recognition. - Dong Yu 001; Frank Seide; Gang Li 012; Li Deng 001 (ICASSP, 2012)

Parallel Training for Deep Stacking Networks. - Li Deng 001; Brian Hutchinson; Dong Yu 001 (INTERSPEECH, 2012)

Are Sparse Representations Rich Enough for Acoustic Modeling? - Oriol Vinyals; Li Deng 001 (INTERSPEECH, 2012)

Large Vocabulary Speech Recognition Using Deep Tensor Neural Networks. - Dong Yu 001; Li Deng 001; Frank Seide (INTERSPEECH, 2012)

Learning deep architectures using kernel modules. - Li Deng 001 (MLSLP, 2012)

Learning with Recursive Perceptual Representations. - Oriol Vinyals; Yangqing Jia; Li Deng 001; Trevor Darrell (NIPS, 2012)

Being deep and being dynamic - new-generation models and methodology for advancing speech technology. - Li Deng 001 (Odyssey, 2012)

Use of kernel deep convex networks and end-to-end learning for spoken language understanding. - Li Deng 001; Gökhan Tür; Xiaodong He 001; Dilek Hakkani-Tür (SLT, 2012)

Adaptation of context-dependent deep neural networks for automatic speech recognition. - Kaisheng Yao; Dong Yu 001; Frank Seide; Hang Su; Li Deng 001; Yifan Gong 001 (SLT, 2012)

Efficient and effective algorithms for training single-hidden-layer neural networks. - Dong Yu 001; Li Deng 001 (Pattern Recognit. Lett., 2012)

The MNIST Database of Handwritten Digit Images for Machine Learning Research [Best of the Web]. - Li Deng 001 (IEEE Signal Process. Mag., 2012)

Context-Dependent Pre-Trained Deep Neural Networks for Large-Vocabulary Speech Recognition. - George E. Dahl; Dong Yu 001; Li Deng 001; Alex Acero (IEEE Trans. Speech Audio Process., 2012)

Inaugural Editorial: Riding the Tidal Wave of Human-Centric Information Processing - Innovate, Outreach, Collaborate, Connect, Expand, and Win. - Li Deng 001 (IEEE Trans. Speech Audio Process., 2012)

Learning deep structured semantic models for web search using clickthrough data. - Po-Sen Huang; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001; Alex Acero; Larry P. Heck (CIKM, 2013)

Large-scale malware classification using random projections and neural networks. - George E. Dahl; Jack W. Stokes; Li Deng 001; Dong Yu 001 (ICASSP, 2013)

A deep convolutional neural network using heterogeneous pooling for trading acoustic invariance with phonetic confusion. - Li Deng 001; Ossama Abdel-Hamid; Dong Yu 001 (ICASSP, 2013)

Deep stacking networks for information retrieval. - Li Deng 001; Xiaodong He 001; Jianfeng Gao 001 (ICASSP, 2013)

New types of deep neural network learning for speech recognition and related applications: an overview. - Li Deng 001; Geoffrey E. Hinton; Brian Kingsbury (ICASSP, 2013)

Recent advances in deep learning for speech research at Microsoft. - Li Deng 001; Jinyu Li 001; Jui-Ting Huang; Kaisheng Yao; Dong Yu 001; Frank Seide; Michael L. Seltzer; Geoffrey Zweig; Xiaodong He 001; Jason D. Williams; Yifan Gong 001; Alex Acero (ICASSP, 2013)

End-to-end learning of parsing models for information retrieval. - Jennifer Gillenwater; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001 (ICASSP, 2013)

Multi-style adaptive training for robust cross-lingual spoken language understanding. - Xiaodong He 001; Li Deng 001; Dilek Hakkani-Tür; Gökhan Tür (ICASSP, 2013)

Random features for Kernel Deep Convex Network. - Po-Sen Huang; Li Deng 001; Mark Hasegawa-Johnson; Xiaodong He 001 (ICASSP, 2013)

Predicting speech recognition confidence using deep learning with word identity and score features. - Po-Sen Huang; Kshitiz Kumar; Chaojun Liu; Yifan Gong 001; Li Deng 001 (ICASSP, 2013)

Cross-language knowledge transfer using multilingual deep neural network with shared hidden layers. - Jui-Ting Huang; Jinyu Li 001; Dong Yu 001; Li Deng 001; Yifan Gong 001 (ICASSP, 2013)

Modeling spectral envelopes using restricted Boltzmann machines for statistical parametric speech synthesis. - Zhen-Hua Ling; Li Deng 001; Dong Yu 001 (ICASSP, 2013)

Using deep stacking network to improve structured compressed sensing with Multiple Measurement Vectors. - Hamid Palangi; Rabab K. Ward; Li Deng 001 (ICASSP, 2013)

Exploring convolutional neural network structures and optimization techniques for speech recognition. - Ossama Abdel-Hamid; Li Deng 001; Dong Yu 001 (INTERSPEECH, 2013)

Deep segmental neural networks for speech recognition. - Ossama Abdel-Hamid; Li Deng 001; Dong Yu 001; Hui Jiang 001 (INTERSPEECH, 2013)

Investigation of recurrent-neural-network architectures and learning methods for spoken language understanding. - Grégoire Mesnil; Xiaodong He 001; Li Deng 001; Yoshua Bengio (INTERSPEECH, 2013)

Learning Semantic Representations for the Phrase Translation Model. - Jianfeng Gao 001; Xiaodong He 001; Wen-tau Yih; Li Deng 001 (CoRR, 2013)

Learning Input and Recurrent Weight Matrices in Echo State Networks. - Hamid Palangi; Li Deng 001; Rabab K. Ward (CoRR, 2013)

Exploiting deep neural networks for detection-based speech recognition. - Sabato Marco Siniscalchi; Dong Yu 001; Li Deng 001; Chin-Hui Lee 001 (Neurocomputing, 2013)

Guest Editors' Introduction: Special Section on Learning Deep Architectures. - Samy Bengio; Li Deng 001; Hugo Larochelle; Honglak Lee; Ruslan Salakhutdinov (IEEE Trans. Pattern Anal. Mach. Intell., 2013)

Tensor Deep Stacking Networks. - Brian Hutchinson; Li Deng 001; Dong Yu 001 (IEEE Trans. Pattern Anal. Mach. Intell., 2013)

Speech-Centric Information Processing: An Optimization-Oriented Approach. - Xiaodong He 001; Li Deng 001 (Proc. IEEE, 2013)

Speech Information Processing: Theory and Applications [Scanning the Issue]. - Douglas D. O'Shaughnessy; Li Deng 001; Haizhou Li 001 (Proc. IEEE, 2013)

Speech Recognition Using Long-Span Temporal Patterns in a Deep Network Model. - Sabato Marco Siniscalchi; Dong Yu 001; Li Deng 001; Chin-Hui Lee 001 (IEEE Signal Process. Lett., 2013)

Modeling Spectral Envelopes Using Restricted Boltzmann Machines and Deep Belief Networks for Statistical Parametric Speech Synthesis. - Zhen-Hua Ling; Li Deng 001; Dong Yu 001 (IEEE Trans. Speech Audio Process., 2013)

Optimization Algorithms and Applications for Speech and Language Processing. - Stephen J. Wright 001; Dimitri Kanevsky; Li Deng 001; Xiaodong He 001; Georg Heigold; Haizhou Li 001 (IEEE Trans. Speech Audio Process., 2013)

The Deep Tensor Neural Network With Applications to Large Vocabulary Speech Recognition. - Dong Yu 001; Li Deng 001; Frank Seide (IEEE Trans. Speech Audio Process., 2013)

Learning Continuous Phrase Representations for Translation Modeling. - Jianfeng Gao 001; Xiaodong He 001; Wen-tau Yih; Li Deng 001 (ACL (1), 2014)

Recurrent Deep-Stacking Networks for sequence classification. - Hamid Palangi; Li Deng 001; Rabab K. Ward (ChinaSIP, 2014)

A Latent Semantic Model with Convolutional-Pooling Structure for Information Retrieval. - Yelong Shen; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001; Grégoire Mesnil (CIKM, 2014)

Modeling Interestingness with Deep Neural Networks. - Jianfeng Gao 001; Patrick Pantel; Michael Gamon; Xiaodong He 001; Li Deng 001 (EMNLP, 2014)

Sequence classification using the high-level features extracted from deep neural networks. - Li Deng 001; Jianshu Chen (ICASSP, 2014)

Achievements and challenges of deep learning - from speech analysis and recognition to language and multimodal processing. - Li Deng 001 (INTERSPEECH, 2014)

Ensemble deep learning for speech recognition. - Li Deng 001; John C. Platt (INTERSPEECH, 2014)

Learning semantic representations using convolutional neural networks for web search. - Yelong Shen; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001; Grégoire Mesnil (WWW (Companion Volume), 2014)

A New Method for Learning Deep Recurrent Neural Networks. - Jianshu Chen; Li Deng 001 (ICLR (Workshop Poster), 2014)

Semantic Modelling with Long-Short-Term Memory for Information Retrieval. - Hamid Palangi; Li Deng 001; Yelong Shen; Jianfeng Gao 001; Xiaodong He 001; Jianshu Chen; Xinying Song; Rabab K. Ward (CoRR, 2014)

Learning Multi-Relational Semantics Using Neural-Embedding Models. - Bishan Yang; Wen-tau Yih; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001 (CoRR, 2014)

Deep Learning: Methods and Applications. - Li Deng 001; Dong Yu 001 (Found. Trends Signal Process., 2014)

A fast maximum likelihood nonlinear feature transformation method for GMM-HMM speaker adaptation. - Kaisheng Yao; Dong Yu 001; Li Deng 001; Yifan Gong 001 (Neurocomputing, 2014)

Convolutional Neural Networks for Speech Recognition. - Ossama Abdel-Hamid; Abdel-rahman Mohamed; Hui Jiang 001; Li Deng 001; Gerald Penn; Dong Yu 001 (IEEE ACM Trans. Audio Speech Lang. Process., 2014)

Farewell editorial: keeping up the momentum of innovations. - Li Deng 001 (IEEE ACM Trans. Audio Speech Lang. Process., 2014)

Editorial: Expanding the Technical Reach of our Transactions. - Li Deng 001; Steve Renals; Marcello Federico; Mari Ostendorf (IEEE ACM Trans. Audio Speech Lang. Process., 2014)

An Overview of Noise-Robust Automatic Speech Recognition. - Jinyu Li 001; Li Deng 001; Yifan Gong 001; Reinhold Haeb-Umbach (IEEE ACM Trans. Audio Speech Lang. Process., 2014)

Language Models for Image Captioning: The Quirks and What Works. - Jacob Devlin; Hao Cheng 002; Hao Fang 002; Saurabh Gupta 001; Li Deng 001; Xiaodong He 001; Geoffrey Zweig; Margaret Mitchell (ACL (2), 2015)

From captions to visual concepts and back. - Hao Fang 002; Saurabh Gupta 001; Forrest N. Iandola; Rupesh Kumar Srivastava; Li Deng 001; Piotr Dollár; Jianfeng Gao 001; Xiaodong He 001; Margaret Mitchell; John C. Platt; C. Lawrence Zitnick; Geoffrey Zweig (CVPR, 2015)

A Deep Embedding Model for Co-occurrence Learning. - Yelong Shen; Ruoming Jin; Jianshu Chen; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001 (ICDM Workshops, 2015)

Representation Learning Using Multi-Task Deep Neural Networks for Semantic Classification and Information Retrieval. - Xiaodong Liu 003; Jianfeng Gao 001; Xiaodong He 001; Li Deng 001; Kevin Duh; Ye-Yi Wang (HLT-NAACL, 2015)

End-to-end Learning of LDA by Mirror-Descent Back Propagation over a Deep Architecture. - Jianshu Chen; Ji He; Yelong Shen; Lin Xiao; Xiaodong He 001; Jianfeng Gao 001; Xinying Song; Li Deng 001 (NIPS, 2015)

End-to-end Learning of Latent Dirichlet Allocation by Mirror-Descent Back Propagation. - Jianshu Chen; Ji He; Yelong Shen; Lin Xiao; Xiaodong He 001; Jianfeng Gao 001; Xinying Song; Li Deng 001 (CoRR, 2015)

Deep Reinforcement Learning with an Unbounded Action Space. - Ji He; Jianshu Chen; Xiaodong He 001; Jianfeng Gao 001; Lihong Li 001; Li Deng 001; Mari Ostendorf (CoRR, 2015)

Recurrent Reinforcement Learning: A Hybrid Approach. - Xiujun Li; Lihong Li 001; Jianfeng Gao 001; Xiaodong He 001; Jianshu Chen; Li Deng 001; Ji He (CoRR, 2015)

Deep Sentence Embedding Using the Long Short Term Memory Network: Analysis and Application to Information Retrieval. - Hamid Palangi; Li Deng 001; Yelong Shen; Jianfeng Gao 001; Xiaodong He 001; Jianshu Chen; Xinying Song; Rabab K. Ward (CoRR, 2015)

Embedding Entities and Relations for Learning and Inference in Knowledge Bases. - Bishan Yang; Wen-tau Yih; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001 (ICLR (Poster), 2015)

Deep Learning for Acoustic Modeling in Parametric Speech Generation: A systematic review of existing techniques and future trends. - Zhen-Hua Ling; Shiyin Kang; Heiga Zen; Andrew W. Senior; Mike Schuster; Xiaojun Qian; Helen M. Meng; Li Deng 001 (IEEE Signal Process. Mag., 2015)

Using Recurrent Neural Networks for Slot Filling in Spoken Language Understanding. - Grégoire Mesnil; Yann N. Dauphin; Kaisheng Yao; Yoshua Bengio; Li Deng 001; Dilek Hakkani-Tür; Xiaodong He 001; Larry P. Heck; Gökhan Tür; Dong Yu 001; Geoffrey Zweig (IEEE ACM Trans. Audio Speech Lang. Process., 2015)

Deep Reinforcement Learning with a Natural Language Action Space. - Ji He; Jianshu Chen; Xiaodong He 001; Jianfeng Gao 001; Lihong Li 001; Li Deng 001; Mari Ostendorf (ACL (1), 2016)

Stacked Attention Networks for Image Question Answering. - Zichao Yang; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001; Alexander J. Smola (CVPR, 2016)

Bi-directional Attention with Agreement for Dependency Parsing. - Hao Cheng 002; Hao Fang 002; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001 (EMNLP, 2016)

Deep Reinforcement Learning with a Combinatorial Action Space for Predicting Popular Reddit Threads. - Ji He; Mari Ostendorf; Xiaodong He 001; Jianshu Chen; Jianfeng Gao 001; Lihong Li 001; Li Deng 001 (EMNLP, 2016)

Reconstruction of sparse vectors in compressive sensing with multiple measurement vectors using bidirectional long short-term memory. - Hamid Palangi; Rabab Kreidieh Ward; Li Deng 001 (GlobalSIP, 2016)

Interpreting the prediction process of a deep network constructed from supervised topic models. - Jianshu Chen; Ji He; Xiaodong He 001; Lin Xiao; Jianfeng Gao 001; Li Deng 001 (ICASSP, 2016)

Exploiting correlations among channels in distributed compressive sensing with convolutional deep stacking networks. - Hamid Palangi; Rabab Kreidieh Ward; Li Deng 001 (ICASSP, 2016)

End-to-End Memory Networks with Knowledge Carryover for Multi-Turn Spoken Language Understanding. - Yun-Nung Chen; Dilek Hakkani-Tür; Gökhan Tür; Jianfeng Gao 001; Li Deng 001 (INTERSPEECH, 2016)

Multi-Domain Joint Semantic Frame Parsing Using Bi-Directional RNN-LSTM. - Dilek Hakkani-Tür; Gökhan Tür; Asli Celikyilmaz; Yun-Nung Chen; Jianfeng Gao 001; Li Deng 001; Ye-Yi Wang (INTERSPEECH, 2016)

The 2015 NIST Language Recognition Evaluation: The Shared View of I2R, Fantastic4 and SingaMS. - Kong-Aik Lee; Haizhou Li 001; Li Deng 001; Ville Hautamäki; Wei Rao 002; Xiong Xiao; Anthony Larcher; Hanwu Sun; Trung Hieu Nguyen 001; Guangsen Wang; Aleksandr Sizov; Jianshu Chen; et al. (INTERSPEECH, 2016)

MS MARCO: A Human Generated MAchine Reading COmprehension Dataset. - Tri Nguyen; Mir Rosenberg; Xia Song; Jianfeng Gao 001; Saurabh Tiwary; Rangan Majumder; Li Deng 001 (CoCo@NIPS, 2016)

Syntax or semantics? knowledge-guided joint semantic frame parsing. - Yun-Nung Chen; Dilek Hakanni-Tur; Gökhan Tür; Asli Celikyilmaz; Jianfeng Gao 001; Li Deng 001 (SLT, 2016)

Unsupervised Learning of Predictors from Unpaired Input-Output Samples. - Jianshu Chen; Po-Sen Huang; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001 (CoRR, 2016)

Knowledge as a Teacher: Knowledge-Guided Structural Attention Networks. - Yun-Nung Chen; Dilek Hakkani-Tür; Gökhan Tür; Asli Celikyilmaz; Jianfeng Gao 001; Li Deng 001 (CoRR, 2016)

End-to-End Reinforcement Learning of Dialogue Agents for Information Access. - Bhuwan Dhingra; Lihong Li 001; Xiujun Li; Jianfeng Gao 001; Yun-Nung Chen; Faisal Ahmed 001; Li Deng 001 (CoRR, 2016)

Deep Reinforcement Learning with a Combinatorial Action Space for Predicting and Tracking Popular Discussion Threads. - Ji He; Mari Ostendorf; Xiaodong He 001; Jianshu Chen; Jianfeng Gao 001; Lihong Li 001; Li Deng 001 (CoRR, 2016)

Reasoning in Vector Space: An Exploratory Study of Question Answering. - Moontae Lee; Xiaodong He 001; Wen-tau Yih; Jianfeng Gao 001; Li Deng 001; Paul Smolensky (ICLR (Poster), 2016)

Combating Reinforcement Learning's Sisyphean Curse with Intrinsic Fear. - Zachary C. Lipton; Jianfeng Gao 001; Lihong Li 001; Jianshu Chen; Li Deng 001 (CoRR, 2016)

Efficient Exploration for Dialog Policy Learning with Deep BBQ Networks & Replay Buffer Spiking. - Zachary C. Lipton; Jianfeng Gao 001; Lihong Li 001; Xiujun Li; Faisal Ahmed 001; Li Deng 001 (CoRR, 2016)

Basic Reasoning with Tensor Product Representations. - Paul Smolensky; Moontae Lee; Xiaodong He 001; Wen-tau Yih; Jianfeng Gao 001; Li Deng 001 (CoRR, 2016)

Deep Sentence Embedding Using Long Short-Term Memory Networks: Analysis and Application to Information Retrieval. - Hamid Palangi; Li Deng 001; Yelong Shen; Jianfeng Gao 001; Xiaodong He 001; Jianshu Chen; Xinying Song; Rabab K. Ward (IEEE ACM Trans. Audio Speech Lang. Process., 2016)

Distributed Compressive Sensing: A Deep Learning Approach. - Hamid Palangi; Rabab K. Ward; Li Deng 001 (IEEE Trans. Signal Process., 2016)

Towards End-to-End Reinforcement Learning of Dialogue Agents for Information Access. - Bhuwan Dhingra; Lihong Li 001; Xiujun Li; Jianfeng Gao 001; Yun-Nung Chen; Faisal Ahmed 001; Li Deng 001 (ACL (1), 2017)

StyleNet: Generating Attractive Visual Captions with Styles. - Chuang Gan 001; Zhe Gan; Xiaodong He 001; Jianfeng Gao 001; Li Deng 001 (CVPR, 2017)

Semantic Compositional Networks for Visual Captioning. - Zhe Gan; Chuang Gan 001; Xiaodong He 001; Yunchen Pu; Kenneth Tran; Jianfeng Gao 001; Lawrence Carin; Li Deng 001 (CVPR, 2017)

Two-Stage Synthesis Networks for Transfer Learning in Machine Comprehension. - David Golub; Po-Sen Huang; Xiaodong He 001; Li Deng 001 (EMNLP, 2017)

Character-level deep conflation for business data analytics. - Zhe Gan; P. D. Singh; Ameet Joshi; Xiaodong He 001; Jianshu Chen; Jianfeng Gao 001; Li Deng 001 (ICASSP, 2017)

End-to-end joint learning of natural language understanding and dialogue manager. - Xuesong Yang; Yun-Nung Chen; Dilek Hakkani-Tür; Paul A. Crook; Xiujun Li; Jianfeng Gao 001; Li Deng 001 (ICASSP, 2017)

Sequence Modeling via Segmentations. - Chong Wang 002; Yining Wang; Po-Sen Huang; Abdelrahman Mohamed; Dengyong Zhou; Li Deng 001 (ICML, 2017)

Q-LDA: Uncovering Latent Patterns in Text-based Sequential Decision Processes. - Jianshu Chen; Chong Wang 002; Lin Xiao; Ji He; Lihong Li 001; Li Deng 001 (NIPS, 2017)

Unsupervised Sequence Classification using Sequential Output Statistics. - Yu Liu 061; Jianshu Chen; Li Deng 001 (NIPS, 2017)

Scaffolding Networks for Teaching and Learning to Comprehend. - Asli Celikyilmaz; Li Deng 001; Lihong Li 001; Chong Wang 002 (CoRR, 2017)

Neural Phrase-based Machine Translation. - Po-Sen Huang; Chong Wang 002; Dengyong Zhou; Li Deng 001 (CoRR, 2017)

An Unsupervised Learning Method Exploiting Sequential Output Statistics. - Yu Liu 061; Jianshu Chen; Li Deng 001 (CoRR, 2017)

Deep Learning of Grammatically-Interpretable Representations Through Question-Answering. - Hamid Palangi; Paul Smolensky; Xiaodong He 001; Li Deng 001 (CoRR, 2017)

Tensor Product Generation Networks. - Qiuyuan Huang; Paul Smolensky; Xiaodong He 001; Li Deng 001; Dapeng Oliver Wu (CoRR, 2017)

A Neural-Symbolic Approach to Natural Language Tasks. - Qiuyuan Huang; Paul Smolensky; Xiaodong He 001; Li Deng 001; Dapeng Oliver Wu (CoRR, 2017)

Convolutional Deep Stacking Networks for distributed compressive sensing. - Hamid Palangi; Rabab Kreidieh Ward; Li Deng 001 (Signal Process., 2017)

Challenges and Open Problems in Signal Processing: Panel Discussion Summary from ICASSP 2017 [Panel and Forum]. - Yonina C. Eldar; Alfred O. Hero III; Li Deng 001; Jeffrey A. Fessler; Jelena Kovacevic; H. Vincent Poor; Steve J. Young (IEEE Signal Process. Mag., 2017)

Deep Learning for Image-to-Text Generation: A Technical Overview. - Xiaodong He 001; Li Deng 001 (IEEE Signal Process. Mag., 2017)

Perspectives on predictive power of multimodal deep learning: surprises and future directions. - Samy Bengio; Li Deng 001; Louis-Philippe Morency; Björn W. Schuller (The Handbook of Multimodal-Multisensor Interfaces, Volume 2 (2), 2018)

BBQ-Networks: Efficient Exploration in Deep Reinforcement Learning for Task-Oriented Dialogue Systems. - Zachary C. Lipton; Xiujun Li; Jianfeng Gao 001; Lihong Li 001; Faisal Ahmed 001; Li Deng 001 (AAAI, 2018)

Question-Answering with Grammatically-Interpretable Representations. - Hamid Palangi; Paul Smolensky; Xiaodong He 001; Li Deng 001 (AAAI, 2018)

Towards Neural Phrase-based Machine Translation. - Po-Sen Huang; Chong Wang 002; Sitao Huang; Dengyong Zhou; Li Deng 001 (ICLR (Poster), 2018)

Tensor Product Generation Networks for Deep NLP Modeling. - Qiuyuan Huang; Paul Smolensky; Xiaodong He 001; Li Deng 001; Dapeng Oliver Wu (NAACL-HLT, 2018)

Attentive Tensor Product Learning for Language Generation and Grammar Parsing. - Qiuyuan Huang; Li Deng 001; Dapeng Oliver Wu; Chang Liu 021; Xiaodong He 001 (CoRR, 2018)

Artificial Intelligence in the Rising Wave of Deep Learning: The Historical Path and Future Outlook [Perspectives]. - Li Deng 001 (IEEE Signal Process. Mag., 2018)

Attentive Tensor Product Learning. - Qiuyuan Huang; Li Deng 001; Dapeng Oliver Wu; Chang Liu 021; Xiaodong He 001 (AAAI, 2019)

From Caesar Cipher to Unsupervised Learning: A New Method for Classifier Parameter Estimation. - Yu Liu 061; Li Deng 001; Jianshu Chen; Chang Wen Chen (CoRR, 2019)

Prediction model of the response to neoadjuvant chemotherapy in breast cancers by a Naive Bayes algorithm. - Libo Yang; Bo Fu 007; Yan Li; Yueping Liu; Wenting Huang; Sha Feng; Lin Xiao; Linyong Sun; Li Deng 001; Xinyi Zheng; Feng Ye; Hong Bu (Comput. Methods Programs Biomed., 2020)

Introduction to the Special Issue on Deep Learning for Multi-Modal Intelligence Across Speech, Language, Vision, and Heterogeneous Signals. - Xiaodong He 001; Li Deng 001; Richard Rose; Minlie Huang; Isabel Trancoso; Chao Zhang 031 (IEEE J. Sel. Top. Signal Process., 2020)

Multimodal Intelligence: Representation Learning, Information Fusion, and Applications. - Chao Zhang 031; Zichao Yang; Xiaodong He 001; Li Deng 001 (IEEE J. Sel. Top. Signal Process., 2020)

Trusting Language Models in Education. - Jogi Suda Neto; Li Deng 001; Thejaswi Raya; Reza Shahbazi; Nick Liu; Adhitya Venkatesh; Miral Shah; Neeru Khosla; Rodrigo Capobianco Guido (CoRR, 2023)