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Shrikanth Narayanan

Title(s)Professor and Niki and Max Nikias Chair in Engineering
Phone+1 213 740 6432
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    Collapse Research 
    Collapse Research Activities and Funding
    Technology-supported training and quality assurance for psychosocial interventions
    NIH/NIMH R56MH118550Feb 15, 2019 - Jan 31, 2020
    Role: Co-Principal Investigator
    Implementation of Technology-Based Evaluation of Motivational Interviewing
    NIH/NIAAA R01AA018673Dec 1, 2009 - Aug 31, 2021
    Role: Co-Principal Investigator
    Dynamics of Vocal Tract Shaping
    NIH/NIDCD R01DC007124May 1, 2005 - Nov 30, 2020
    Role: Principal Investigator

    Collapse Bibliographic 
    Collapse Publications
    Publications listed below are automatically derived from MEDLINE/PubMed and other sources, which might result in incorrect or missing publications. Researchers can login to make corrections and additions, or contact us for help.
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    1. Kumar M, Kim SH, Lord C, Narayanan S. Improving speaker diarization for naturalistic child-adult conversational interactions using contextual information. J Acoust Soc Am. 2020 Feb; 147(2):EL196. PMID: 32113327.
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    2. Arevian AC, Bone D, Malandrakis N, Martinez VR, Wells KB, Miklowitz DJ, Narayanan S. Clinical state tracking in serious mental illness through computational analysis of speech. PLoS One. 2020; 15(1):e0225695. PMID: 31940347.
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    3. Chen W, Lee NG, Byrd D, Narayanan S, Nayak KS. Improved real-time tagged MRI using REALTAG. Magn Reson Med. 2019 Dec 24. PMID: 31872918.
      View in: PubMed
    4. L'Hommedieu M, L'Hommedieu J, Begay C, Schenone A, Dimitropoulou L, Margolin G, Falk T, Ferrara E, Lerman K, Narayanan S. Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization. JMIR Mhealth Uhealth. 2019 Dec 10; 7(12):e13305. PMID: 31821155.
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    5. Sorensen T, Zane E, Feng T, Narayanan S, Grossman R. Cross-Modal Coordination of Face-Directed Gaze and Emotional Speech Production in School-Aged Children and Adolescents with ASD. Sci Rep. 2019 Dec 04; 9(1):18301. PMID: 31797950.
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    6. Alexander R, Sorensen T, Toutios A, Narayanan S. A modular architecture for articulatory synthesis from gestural specification. J Acoust Soc Am. 2019 Dec; 146(6):4458. PMID: 31893678.
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    7. Booth BM, Mundnich K, Feng T, Nadarajan A, Falk TH, Villatte JL, Ferrara E, Narayanan S. Multimodal Human and Environmental Sensing for Longitudinal Behavioral Studies in Naturalistic Settings: Framework for Sensor Selection, Deployment, and Management. J Med Internet Res. 2019 08 20; 21(8):e12832. PMID: 31432781.
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    8. Chen W, Byrd D, Narayanan S, Nayak KS. Intermittently tagged real-time MRI reveals internal tongue motion during speech production. Magn Reson Med. 2019 08; 82(2):600-613. PMID: 30919494.
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    9. Sorensen T, Toutios A, Goldstein L, Narayanan S. Task-dependence of articulator synergies. J Acoust Soc Am. 2019 Mar; 145(3):1504. PMID: 31067947.
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    10. Lim Y, Zhu Y, Lingala SG, Byrd D, Narayanan S, Nayak KS. 3D dynamic MRI of the vocal tract during natural speech. Magn Reson Med. 2019 03; 81(3):1511-1520. PMID: 30390319.
      View in: PubMed
    11. Arevian AC, Bell D, Kretzman M, Kasari C, Narayanan S, Kesselman C, Wu S, Di Capua P, Hsu W, Keener M, Pevnick J, Wells KB, Chung B. Participatory methods to support team science development for predictive analytics in health. J Clin Transl Sci. 2018 Jun; 2(3):178-182. PMID: 30370071.
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    12. Lim Y, Lingala SG, Narayanan SS, Nayak KS. Dynamic off-resonance correction for spiral real-time MRI of speech. Magn Reson Med. 2019 01; 81(1):234-246. PMID: 30058147.
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    13. Parrell B, Narayanan S. Explaining Coronal Reduction: Prosodic Structure and Articulatory Posture. Phonetica. 2018; 75(2):151-181. PMID: 29433121.
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    14. Vaz C, Ramanarayanan V, Narayanan S. Acoustic Denoising using Dictionary Learning with Spectral and Temporal Regularization. IEEE/ACM Trans Audio Speech Lang Process. 2018 May; 26(5):967-980. PMID: 30271810.
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    15. Nasir M, Baucom BR, Georgiou P, Narayanan S. Predicting couple therapy outcomes based on speech acoustic features. PLoS One. 2017; 12(9):e0185123. PMID: 28934302.
      View in: PubMed
    16. Van Segbroeck M, Knoll AT, Levitt P, Narayanan S. MUPET-Mouse Ultrasonic Profile ExTraction: A Signal Processing Tool for Rapid and Unsupervised Analysis of Ultrasonic Vocalizations. Neuron. 2017 May 03; 94(3):465-485.e5. PMID: 28472651.
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    17. Töger J, Sorensen T, Somandepalli K, Toutios A, Lingala SG, Narayanan S, Nayak K. Test-retest repeatability of human speech biomarkers from static and real-time dynamic magnetic resonance imaging. J Acoust Soc Am. 2017 05; 141(5):3323. PMID: 28599561.
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    18. Hagedorn C, Proctor M, Goldstein L, Wilson SM, Miller B, Gorno-Tempini ML, Narayanan SS. Characterizing Articulation in Apraxic Speech Using Real-Time Magnetic Resonance Imaging. J Speech Lang Hear Res. 2017 04 14; 60(4):877-891. PMID: 28314241.
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    19. Lingala SG, Zhu Y, Lim Y, Toutios A, Ji Y, Lo WC, Seiberlich N, Narayanan S, Nayak KS. Feasibility of through-time spiral generalized autocalibrating partial parallel acquisition for low latency accelerated real-time MRI of speech. Magn Reson Med. 2017 Dec; 78(6):2275-2282. PMID: 28185301.
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    20. Xiao B, Imel ZE, Georgiou P, Atkins DC, Narayanan SS. Computational Analysis and Simulation of Empathic Behaviors: a Survey of Empathy Modeling with Behavioral Signal Processing Framework. Curr Psychiatry Rep. 2016 May; 18(5):49. PMID: 27017830.
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    21. Xiao B, Huang C, Imel ZE, Atkins DC, Georgiou P, Narayanan SS. A technology prototype system for rating therapist empathy from audio recordings in addiction counseling. PeerJ Comput Sci. 2016 Apr; 2. PMID: 28286867.
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    22. Bone D, Bishop SL, Black MP, Goodwin MS, Lord C, Narayanan SS. Use of machine learning to improve autism screening and diagnostic instruments: effectiveness, efficiency, and multi-instrument fusion. J Child Psychol Psychiatry. 2016 08; 57(8):927-37. PMID: 27090613.
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    23. Toutios A, Narayanan SS. Advances in real-time magnetic resonance imaging of the vocal tract for speech science and technology research. APSIPA Trans Signal Inf Process. 2016; 5. PMID: 27833745.
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    24. Chaspari T, Tsiartas A, Tsilifis P, Narayanan S. Markov Chain Monte Carlo Inference of Parametric Dictionaries for Sparse Bayesian Approximations. IEEE Trans Signal Process. 2016 Jun 15; 64(12):3077-3092. PMID: 28649173.
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    25. Lajonchere CM, Wheeler BY, Valente TW, Kreutzer C, Munson A, Narayanan S, Kazemzadeh A, Cruz R, Martinez I, Schrager SM, Schweitzer L, Chklovski T, Hwang D. Strategies for Disseminating Information on Biomedical Research on Autism to Hispanic Parents. J Autism Dev Disord. 2016 Mar; 46(3):1038-50. PMID: 26563948.
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    26. Lingala SG, Zhu Y, Kim YC, Toutios A, Narayanan S, Nayak KS. A fast and flexible MRI system for the study of dynamic vocal tract shaping. Magn Reson Med. 2017 01; 77(1):112-125. PMID: 26778178.
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    27. Xiao B, Imel ZE, Georgiou PG, Atkins DC, Narayanan SS. "Rate My Therapist": Automated Detection of Empathy in Drug and Alcohol Counseling via Speech and Language Processing. PLoS One. 2015; 10(12):e0143055. PMID: 26630392.
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    28. Gupta R, Bone D, Lee S, Narayanan S. Analysis of engagement behavior in children during dyadic interactions using prosodic cues. Comput Speech Lang. 2016 May; 37:47-66. PMID: 28713198.
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    29. Gupta R, Audhkhasi K, Lee S, Narayanan S. Detecting paralinguistic events in audio stream using context in features and probabilistic decisions. Comput Speech Lang. 2016 Mar; 36:72-92. PMID: 28713197.
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    30. Xiao B, Georgiou P, Baucom B, Narayanan SS. Head Motion Modeling for Human Behavior Analysis in Dyadic Interaction. IEEE Trans Multimedia. 2015 Jul 13; 17(7):1107-1119. PMID: 26557047.
      View in: PubMed
    31. Bone D, Goodwin MS, Black MP, Lee CC, Audhkhasi K, Narayanan S. Applying machine learning to facilitate autism diagnostics: pitfalls and promises. J Autism Dev Disord. 2015 May; 45(5):1121-36. PMID: 25294649.
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    32. Guha T, Yang Z, Ramakrishna A, Grossman RB, Darren H, Lee S, Narayanan SS. On Quantifying Facial Expression-Related Atypicality of Children with Autism Spectrum Disorder. Proc IEEE Int Conf Acoust Speech Signal Process. 2015 Apr; 2015:803-807. PMID: 26705397.
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    33. Lammert A, Goldstein L, Ramanarayanan V, Narayanan S. Gestural Control in the English Past-Tense Suffix: An Articulatory Study Using Real-Time MRI. Phonetica. 2014; 71(4):229-48. PMID: 25997724.
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    34. Ramanarayanan V, Van Segbroeck M, Narayanan SS. Directly data-derived articulatory gesture-like representations retain discriminatory information about phone categories. Comput Speech Lang. 2016 Mar 01; 36:330-346. PMID: 26688612.
      View in: PubMed
    35. Kim J, Toutios A, Lee S, Narayanan SS. A kinematic study of critical and non-critical articulators in emotional speech production. J Acoust Soc Am. 2015 Mar; 137(3):1411-29. PMID: 25786953.
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    36. Kim J, Kumar N, Tsiartas A, Li M, Narayanan SS. Automatic intelligibility classification of sentence-level pathological speech. Comput Speech Lang. 2015 Jan; 29(1):132-144. PMID: 25414544.
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    37. Lee S, Potamianos A, Narayanan S. Developmental acoustic study of American English diphthongs. J Acoust Soc Am. 2014 Oct; 136(4):1880-94. PMID: 25324088.
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    38. Narayanan S, Toutios A, Ramanarayanan V, Lammert A, Kim J, Lee S, Nayak K, Kim YC, Zhu Y, Goldstein L, Byrd D, Bresch E, Ghosh P, Katsamanis A, Proctor M. Real-time magnetic resonance imaging and electromagnetic articulography database for speech production research (TC). J Acoust Soc Am. 2014 Sep; 136(3):1307. PMID: 25190403.
      View in: PubMed
    39. Ramanarayanan V, Lammert A, Goldstein L, Narayanan S. Are articulatory settings mechanically advantageous for speech motor control? PLoS One. 2014; 9(8):e104168. PMID: 25133544.
      View in: PubMed
    40. Can D, Gibson J, Vaz C, Georgiou PG, Narayanan SS. Barista: A Framework for Concurrent Speech Processing by USC-SAIL. Proc IEEE Int Conf Acoust Speech Signal Process. 2014 May; 2014:3306-3310. PMID: 27610047.
      View in: PubMed
    41. Bone D, Lee CC, Narayanan S. Robust Unsupervised Arousal Rating: A Rule-Based Framework with Knowledge-Inspired Vocal Features. IEEE Trans Affect Comput. 2014 Apr-Jun; 5(2):201-213. PMID: 25705327.
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    42. Bone D, Li M, Black MP, Narayanan SS. Intoxicated Speech Detection: A Fusion Framework with Speaker-Normalized Hierarchical Functionals and GMM Supervectors. Comput Speech Lang. 2014 Mar 01; 28(2). PMID: 24376305.
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    43. Kim J, Lammert AC, Ghosh PK, Narayanan SS. Co-registration of speech production datasets from electromagnetic articulography and real-time magnetic resonance imaging. J Acoust Soc Am. 2014 Feb; 135(2):EL115-21. PMID: 25234914.
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    44. Zu Y, Narayanan SS, Kim YC, Nayak K, Bronson-Lowe C, Villegas B, Ouyoung M, Sinha UK. Evaluation of swallow function after tongue cancer treatment using real-time magnetic resonance imaging: a pilot study. JAMA Otolaryngol Head Neck Surg. 2013 Dec; 139(12):1312-9. PMID: 24177574.
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    45. Ramanarayanan V, Goldstein L, Narayanan SS. Spatio-temporal articulatory movement primitives during speech production: extraction, interpretation, and validation. J Acoust Soc Am. 2013 Aug; 134(2):1378-94. PMID: 23927134.
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    46. Ramanarayanan V, Goldstein L, Byrd D, Narayanan SS. An investigation of articulatory setting using real-time magnetic resonance imaging. J Acoust Soc Am. 2013 Jul; 134(1):510-9. PMID: 23862826.
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    47. Audhkhasi K, Narayanan S. A globally-variant locally-constant model for fusion of labels from multiple diverse experts without using reference labels. IEEE Trans Pattern Anal Mach Intell. 2013 Apr; 35(4):769-83. PMID: 22732663.
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    48. Narayanan S, Georgiou PG. Behavioral Signal Processing: Deriving Human Behavioral Informatics From Speech and Language: Computational techniques are presented to analyze and model expressed and perceived human behavior-variedly characterized as typical, atypical, distressed, and disordered-from speech and language cues and their applications in health, commerce, education, and beyond. Proc IEEE Inst Electr Electron Eng. 2013 Feb 07; 101(5):1203-1233. PMID: 24039277.
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    49. Proctor M, Bresch E, Byrd D, Nayak K, Narayanan S. Paralinguistic mechanisms of production in human "beatboxing": a real-time magnetic resonance imaging study. J Acoust Soc Am. 2013 Feb; 133(2):1043-54. PMID: 23363120.
      View in: PubMed
    50. Xiao B, Can D, Georgiou PG, Atkins D, Narayanan SS. Analyzing the Language of Therapist Empathy in Motivational Interview based Psychotherapy. Signal Inf Process Assoc Annu Summit Conf APSIPA Asia Pac. 2012 Dec; 2012. PMID: 27602411.
      View in: PubMed
    51. Metallinou A, Grossman RB, Narayanan S. QUANTIFYING ATYPICALITY IN AFFECTIVE FACIAL EXPRESSIONS OF CHILDREN WITH AUTISM SPECTRUM DISORDERS. Proc (IEEE Int Conf Multimed Expo). 2013; 2013:1-6. PMID: 25302090.
      View in: PubMed
    52. Lammert A, Goldstein L, Narayanan S, Iskarous K. Statistical Methods for Estimation of Direct and Differential Kinematics of the Vocal Tract. Speech Commun. 2013 Jan; 55(1):147-161. PMID: 24052685.
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    53. Zhu Y, Kim YC, Proctor MI, Narayanan SS, Nayak KS. Dynamic 3-D visualization of vocal tract shaping during speech. IEEE Trans Med Imaging. 2013 May; 32(5):838-48. PMID: 23204279.
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    54. Kim YC, Proctor MI, Narayanan SS, Nayak KS. Improved imaging of lingual articulation using real-time multislice MRI. J Magn Reson Imaging. 2012 Apr; 35(4):943-8. PMID: 22127935.
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    55. Ghosh PK, Narayanan S. Automatic speech recognition using articulatory features from subject-independent acoustic-to-articulatory inversion. J Acoust Soc Am. 2011 Oct; 130(4):EL251-7. PMID: 21974500.
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    56. Ghosh PK, Goldstein LM, Narayanan SS. Processing speech signal using auditory-like filterbank provides least uncertainty about articulatory gestures. J Acoust Soc Am. 2011 Jun; 129(6):4014-22. PMID: 21682422.
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    57. Emken BA, Li M, Thatte G, Lee S, Annavaram M, Mitra U, Narayanan S, Spruijt-Metz D. Recognition of physical activities in overweight Hispanic youth using KNOWME Networks. J Phys Act Health. 2012 Mar; 9(3):432-41. PMID: 21934162.
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    58. Kim S, Li M, Lee S, Mitra U, Emken A, Spruijt-Metz D, Annavaram M, Narayanan S. Modeling high-level descriptions of real-life physical activities using latent topic modeling of multimodal sensor signals. Conf Proc IEEE Eng Med Biol Soc. 2011; 2011:6033-6. PMID: 22255715.
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    59. Thatte G, Li M, Lee S, Emken BA, Annavaram M, Narayanan S, Spruijt-Metz D, Mitra U. Optimal Time-Resource Allocation for Energy-Efficient Physical Activity Detection. IEEE Trans Signal Process. 2011; 59(4):1843-1857. PMID: 21796237.
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    60. Kim YC, Narayanan SS, Nayak KS. Flexible retrospective selection of temporal resolution in real-time speech MRI using a golden-ratio spiral view order. Magn Reson Med. 2011 May; 65(5):1365-71. PMID: 21500262.
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    61. Kim YC, Hayes CE, Narayanan SS, Nayak KS. Novel 16-channel receive coil array for accelerated upper airway MRI at 3 Tesla. Magn Reson Med. 2011 Jun; 65(6):1711-7. PMID: 21590804.
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    62. Bresch E, Narayanan S. Real-time magnetic resonance imaging investigation of resonance tuning in soprano singing. J Acoust Soc Am. 2010 Nov; 128(5):EL335-41. PMID: 21110548.
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    63. Ghosh PK, Narayanan S. A generalized smoothness criterion for acoustic-to-articulatory inversion. J Acoust Soc Am. 2010 Oct; 128(4):2162-72. PMID: 20968386.
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    64. Li M, Rozgica V, Thatte G, Lee S, Emken A, Annavaram M, Mitra U, Spruijt-Metz D, Narayanan S. Multimodal physical activity recognition by fusing temporal and cepstral information. IEEE Trans Neural Syst Rehabil Eng. 2010 Aug; 18(4):369-80. PMID: 20699202.
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    65. Ghosh PK, Narayanan SS. Bark frequency transform using an arbitrary order allpass filter. IEEE Signal Process Lett. 2010 Mar; 17(6):543-546. PMID: 24436628.
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    66. Ghosh PK, Narayanan SS. Pitch contour stylization using an optimal piecewise polynomial approximation. IEEE Signal Process Lett. 2009 Sep; 16(9):810-813. PMID: 24453471.
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    67. Kalinli O, Narayanan S. Prominence Detection Using Auditory Attention Cues and Task-Dependent High Level Information. IEEE Trans Audio Speech Lang Process. 2009 Jul 01; 17(5):1009-1024. PMID: 20084186.
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    68. Ghosh PK, Narayanan SS. Closure duration analysis of incomplete stop consonants due to stop-stop interaction. J Acoust Soc Am. 2009 Jul; 126(1):EL1-7. PMID: 19603847.
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    69. Kim YC, Narayanan SS, Nayak KS. Accelerated three-dimensional upper airway MRI using compressed sensing. Magn Reson Med. 2009 Jun; 61(6):1434-40. PMID: 19353675.
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    70. Bresch E, Narayanan S. Region segmentation in the frequency domain applied to upper airway real-time magnetic resonance images. IEEE Trans Med Imaging. 2009 Mar; 28(3):323-38. PMID: 19244005.
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    71. Liu C, Fu QJ, Narayanan SS. Effect of bandwidth extension to telephone speech recognition in cochlear implant users. J Acoust Soc Am. 2009 Feb; 125(2):EL77-83. PMID: 19206836.
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    72. Ananthakrishnan S, Narayanan S. Unsupervised Adaptation of Categorical Prosody Models for Prosody Labeling and Speech Recognition. IEEE Trans Audio Speech Lang Process. 2009 Jan 01; 17(1):138-149. PMID: 19763253.
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    73. Bulut M, Narayanan S. On the robustness of overall F0-only modifications to the perception of emotions in speech. J Acoust Soc Am. 2008 Jun; 123(6):4547-58. PMID: 18537403.
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    74. Liu C, Galvin J, Fu QJ, Narayanan SS. Effect of spectral normalization on different talker speech recognition by cochlear implant users. J Acoust Soc Am. 2008 May; 123(5):2836-47. PMID: 18529199.
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    75. Ananthakrishnan S, Narayanan S. FINE-GRAINED PITCH ACCENT AND BOUNDARY TONE LABELING WITH PARAMETRIC F0 FEATURES. Proc IEEE Int Conf Acoust Speech Signal Process. 2008; 2008:4545-4548. PMID: 19180228.
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    76. Ananthakrishnan S, Narayanan SS. Automatic Prosodic Event Detection Using Acoustic, Lexical, and Syntactic Evidence. IEEE Trans Audio Speech Lang Process. 2008 Jan; 16(1):216-228. PMID: 19122857.
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    77. Ananthakrishnan S, Ghosh P, Narayanan S. AUTOMATIC CLASSIFICATION OF QUESTION TURNS IN SPONTANEOUS SPEECH USING LEXICAL AND PROSODIC EVIDENCE. Proc IEEE Int Conf Acoust Speech Signal Process. 2008; 4518782:5005-5008. PMID: 19177175.
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    78. Kalinli O, Narayanan S. A TOP-DOWN AUDITORY ATTENTION MODEL FOR LEARNING TASK DEPENDENT INFLUENCES ON PROMINENCE DETECTION IN SPEECH. Proc IEEE Int Conf Acoust Speech Signal Process. 2008; 2008:3981-3984. PMID: 19194488.
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    79. Vivek Kumar Rangarajan S, Narayanan S, Bangalore S. MODELING THE INTONATION OF DISCOURSE SEGMENTS FOR IMPROVED ONLINE DIALOG ACT TAGGING. Proc IEEE Int Conf Acoust Speech Signal Process. 2008; 4518789:5033-5036. PMID: 19132136.
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    80. Ananthakrishnan S, Narayanan S. A NOVEL ALGORITHM FOR UNSUPERVISED PROSODIC LANGUAGE MODEL ADAPTATION. Proc IEEE Int Conf Acoust Speech Signal Process. 2008; (4518576):4181-4184. PMID: 19132142.
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    81. Sridhar VK, Bangalore S, Narayanan SS. Exploiting Acoustic and Syntactic Features for Automatic Prosody Labeling in a Maximum Entropy Framework. IEEE Trans Audio Speech Lang Process. 2008; 16(4):797-811. PMID: 19603083.
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    82. Wang D, Narayanan SS. Robust Speech Rate Estimation for Spontaneous Speech. IEEE Trans Audio Speech Lang Process. 2007 Nov 01; 15(8):2190-2201. PMID: 20428476.
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    83. Wang D, Narayanan S. An Acoustic Measure for Word Prominence in Spontaneous Speech. IEEE Trans Audio Speech Lang Process. 2007 Feb 01; 15(2):690-701. PMID: 20454538.
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    84. Sundaram S, Narayanan S. Automatic acoustic synthesis of human-like laughter. J Acoust Soc Am. 2007 Jan; 121(1):527-35. PMID: 17297806.
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    85. Bresch E, Nielsen J, Nayak K, Narayanan S. Synchronized and noise-robust audio recordings during realtime magnetic resonance imaging scans. J Acoust Soc Am. 2006 Oct; 120(4):1791-4. PMID: 17069275.
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    86. Dibazar AA, Berger TW, Narayanan SS. Pathological voice assessment. Conf Proc IEEE Eng Med Biol Soc. 2006; 2006:1669-73. PMID: 17946059.
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    87. Narayanan S, Nayak K, Lee S, Sethy A, Byrd D. An approach to real-time magnetic resonance imaging for speech production. J Acoust Soc Am. 2004 Apr; 115(4):1771-6. PMID: 15101655.
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