Shrikanth Narayanan

Title(s)Vice President of Presidential Initiatives and University Professor and Niki & Max Nikias Chair in Engineering, Research Director and Distinguished Principal Scientist of the Information Sci...
SchoolViterbi School of Engineering, Bme
Address3740 Mcclintock Ave
University Park Campus
Los Angeles CA 90089
Phone+1 213 740 6432
ORCID ORCID Icon0000-0002-1052-6204 Additional info
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    Collapse Biography 
    Collapse Education and Training
    UCLA, Los Angeles, CAPhD1995Electrical Engineering
    Collapse Awards and Honors
    USC2020University Professor
    American Institute for Medical and Biological Engineering (AIMBE)2019Fellow
    Association for Psychological Science2018Fellow
    National Academy of Inventors2017Fellow
    International Speech Communication Association2016Fellow
    Engineers Council2015Distinguished Engineering Educator
    American Association for the Advancement of Science 2010Fellow
    IEEE Signal Processing Society2010  - 2011Distinguished Lecturer
    International Speech Communication Association2015  - 2016Distinguished Lecturer
    IEEE2009Fellow
    Acoustical Society of America2005Fellow
    John Simon Guggenheim Foundation2022Guggenheim Fellowship
    Association for the Advancement of Affective Computing2022Fellow
    European Academy of Sciences and Arts2022Member
    ACM ICMI2020Sustained Accomplishment Award

    Collapse Overview 

    Collapse Research 
    Collapse Research Activities and Funding
    Technology-supported training and quality assurance for psychosocial interventions
    NIH R56MH118550Feb 15, 2019 - Jan 31, 2021
    Role: Co-Principal Investigator
    Implementation of Technology-Based Evaluation of Motivational Interviewing
    NIH R01AA018673Dec 1, 2009 - Aug 31, 2021
    Role: Co-Principal Investigator
    Dynamics of Vocal Tract Shaping
    NIH R01DC007124May 1, 2005 - Mar 31, 2021
    Role: Principal Investigator

    Collapse ORNG Applications 
    Collapse Faculty Mentoring

    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. to make corrections and additions.
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    Altmetrics Details PMC Citations indicate the number of times the publication was cited by articles in PubMed Central, and the Altmetric score represents citations in news articles and social media. (Note that publications are often cited in additional ways that are not shown here.) Fields are based on how the National Library of Medicine (NLM) classifies the publication's journal and might not represent the specific topic of the publication. Translation tags are based on the publication type and the MeSH terms NLM assigns to the publication. Some publications (especially newer ones and publications not in PubMed) might not yet be assigned Field or Translation tags.) Click a Field or Translation tag to filter the publications.
    1. Multimodal neuroimaging data from a 5-week heart rate variability biofeedback randomized clinical trial. Sci Data. 2023 07 29; 10(1):503. Yoo HJ, Nashiro K, Min J, Cho C, Mercer N, Bachman SL, Nasseri P, Dutt S, Porat S, Choi P, Zhang Y, Grigoryan V, Feng T, Thayer JF, Lehrer P, Chang C, Stanley JA, Head E, Rouanet J, Marmarelis VZ, Narayanan S, Wisnowski J, Nation DA, Mather M. PMID: 37516756; PMCID: PMC10387077.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    2. Wearable and Mobile Technologies for the Evaluation and Treatment of Obsessive-Compulsive Disorder: Scoping Review. JMIR Ment Health. 2023 Jul 18; 10:e45572. Frank AC, Li R, Peterson BS, Narayanan SS. PMID: 37463010; PMCID: PMC10394606.
      View in: PubMed   Mentions:
    3. Creating musical features using multi-faceted, multi-task encoders based on transformers. Sci Rep. 2023 Jul 03; 13(1):10713. Greer T, Shi X, Ma B, Narayanan S. PMID: 37400478; PMCID: PMC10317971.
      View in: PubMed   Mentions:    Fields:    
    4. Mel frequency spectral domain defenses against adversarial attacks on speech recognition systems. JASA Express Lett. 2023 03; 3(3):035208. Mehlman N, Sreeram A, Peri R, Narayanan S. PMID: 37003705.
      View in: PubMed   Mentions:    Fields:    Translation:PHPublic Health
    5. Boys don't cry (or kiss or dance): A computational linguistic lens into gendered actions in film. PLoS One. 2022; 17(12):e0278604. Martinez VR, Somandepalli K, Narayanan S. PMID: 36542600.
      View in: PubMed   Mentions:    Fields:    
    6. Phone duration modeling for speaker age estimation in children. J Acoust Soc Am. 2022 Nov; 152(5):3000. Shivakumar PG, Bishop S, Lord C, Narayanan S. PMID: 36456280.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    7. Interpersonal synchrony across vocal and lexical modalities in interactions involving children with autism spectrum disorder. JASA Express Lett. 2022 Sep; 2(9):095202. Lahiri R, Nasir M, Kumar M, Kim SH, Bishop S, Lord C, Narayanan S. PMID: 36097603; PMCID: PMC9462442.
      View in: PubMed   Mentions: 3     Fields:    
    8. TILES-2019: A longitudinal physiologic and behavioral data set of medical residents in an intensive care unit. Sci Data. 2022 09 01; 9(1):536. Yau JC, Girault B, Feng T, Mundnich K, Nadarajan A, Booth BM, Ferrara E, Lerman K, Hsieh E, Narayanan S. PMID: 36050329; PMCID: PMC9436730.
      View in: PubMed   Mentions: 1     Fields:    Translation:HumansPHPublic Health
    9. Representation of professions in entertainment media: Insights into frequency and sentiment trends through computational text analysis. PLoS One. 2022; 17(5):e0267812. Baruah S, Somandepalli K, Narayanan S. PMID: 35584111; PMCID: PMC9116627.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    10. An Automated Quality Evaluation Framework of Psychotherapy Conversations with Local Quality Estimates. Comput Speech Lang. 2022 Sep; 75. Chen Z, Flemotomos N, Singla K, Creed TA, Atkins DC, Narayanan S. PMID: 35479611; PMCID: PMC9038082.
      View in: PubMed   Mentions: 3  
    11. Automatic Analysis of Asymmetry in Facial Paralysis Patients Using Landmark-Based Measures. Facial Plast Surg Aesthet Med. 2022 Nov-Dec; 24(6):491-493. Bose D, Somandepalli K, Tai T, Voelker C, Narayanan S, Kochhar A. PMID: 35271372.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    12. Confusion2Vec 2.0: Enriching ambiguous spoken language representations with subwords. PLoS One. 2022; 17(3):e0264488. Gurunath Shivakumar P, Georgiou P, Narayanan S. PMID: 35245327; PMCID: PMC8896703.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    13. Automated quality assessment of cognitive behavioral therapy sessions through highly contextualized language representations. PLoS One. 2021; 16(10):e0258639. Flemotomos N, Martinez VR, Chen Z, Creed TA, Atkins DC, Narayanan S. PMID: 34679105; PMCID: PMC8535177.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    14. Automated evaluation of psychotherapy skills using speech and language technologies. Behav Res Methods. 2022 04; 54(2):690-711. Flemotomos N, Martinez VR, Chen Z, Singla K, Ardulov V, Peri R, Caperton DD, Gibson J, Tanana MJ, Georgiou P, Van Epps J, Lord SP, Hirsch T, Imel ZE, Atkins DC, Narayanan S. PMID: 34346043; PMCID: PMC8810915.
      View in: PubMed   Mentions: 17     Fields:    Translation:Humans
    15. A multispeaker dataset of raw and reconstructed speech production real-time MRI video and 3D volumetric images. Sci Data. 2021 07 20; 8(1):187. Lim Y, Toutios A, Bliesener Y, Tian Y, Lingala SG, Vaz C, Sorensen T, Oh M, Harper S, Chen W, Lee Y, Töger J, Monteserin ML, Smith C, Godinez B, Goldstein L, Byrd D, Nayak KS, Narayanan SS. PMID: 34285240; PMCID: PMC8292336.
      View in: PubMed   Mentions: 10     Fields:    Translation:Humans
    16. Causal Indicators for Assessing the Truthfulness of Child Speech in Forensic Interviews. Comput Speech Lang. 2022 Jan; 71. Durante Z, Ardulov V, Kumar M, Gongola J, Lyon T, Narayanan S. PMID: 34602738; PMCID: PMC8486173.
      View in: PubMed   Mentions:
    17. Robust diagnostic classification via Q-learning. Sci Rep. 2021 06 03; 11(1):11730. Ardulov V, Martinez VR, Somandepalli K, Zheng S, Salzman E, Lord C, Bishop S, Narayanan S. PMID: 34083579; PMCID: PMC8175431.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    18. A multimodal analysis of physical activity, sleep, and work shift in nurses with wearable sensor data. Sci Rep. 2021 04 22; 11(1):8693. Feng T, Booth BM, Baldwin-Rodríguez B, Osorno F, Narayanan S. PMID: 33888731; PMCID: PMC8062546.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    19. A computational lens into how music characterizes genre in film. PLoS One. 2021; 16(4):e0249957. Ma B, Greer T, Knox D, Narayanan S. PMID: 33831109; PMCID: PMC8031455.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    20. Romantic partner presence and physiological responses in daily life: Attachment style as a moderator. Biol Psychol. 2021 04; 161:108082. Han SC, Schacter HL, Timmons AC, Kim Y, Sichko S, Pettit C, Chaspari T, Narayanan S, Margolin G. PMID: 33753190; PMCID: PMC8113087.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    21. Aliasing artifact reduction in spiral real-time MRI. Magn Reson Med. 2021 08; 86(2):916-925. Tian Y, Lim Y, Zhao Z, Byrd D, Narayanan S, Nayak KS. PMID: 33728700; PMCID: PMC8076071.
      View in: PubMed   Mentions: 2     Fields:    
    22. Meta-learning with Latent Space Clustering in Generative Adversarial Network for Speaker Diarization. IEEE/ACM Trans Audio Speech Lang Process. 2021; 29:1204-1219. Pal M, Kumar M, Peri R, Park TJ, Kim SH, Lord C, Bishop S, Narayanan S. PMID: 33997106; PMCID: PMC8118028.
      View in: PubMed   Mentions: 1  
    23. Deep multiple instance learning for foreground speech localization in ambient audio from wearable devices. EURASIP J Audio Speech Music Process. 2021; 2021(1):7. Hebbar R, Papadopoulos P, Reyes R, Danvers AF, Polsinelli AJ, Moseley SA, Sbarra DA, Mehl MR, Narayanan S. PMID: 33584835; PMCID: PMC7858549.
      View in: PubMed   Mentions: 1  
    24. Improved 3D real-time MRI of speech production. Magn Reson Med. 2021 06; 85(6):3182-3195. Zhao Z, Lim Y, Byrd D, Narayanan S, Nayak KS. PMID: 33452722.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    25. TILES-2018, a longitudinal physiologic and behavioral data set of hospital workers. Sci Data. 2020 10 16; 7(1):354. Mundnich K, Booth BM, L'Hommedieu M, Feng T, Girault B, L'Hommedieu J, Wildman M, Skaaden S, Nadarajan A, Villatte JL, Falk TH, Lerman K, Ferrara E, Narayanan S. PMID: 33067468; PMCID: PMC7567859.
      View in: PubMed   Mentions: 11     Fields:    Translation:Humans
    26. Deblurring for spiral real-time MRI using convolutional neural networks. Magn Reson Med. 2020 12; 84(6):3438-3452. Lim Y, Bliesener Y, Narayanan S, Nayak KS. PMID: 32710516; PMCID: PMC7722023.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    27. Towards End-2-end Learning for Predicting Behavior Codes from Spoken Utterances in Psychotherapy Conversations. Proc Conf Assoc Comput Linguist Meet. 2020 Jul; 2020:3797-3803. Singla K, Chen Z, Atkins DC, Narayanan S. PMID: 36751434; PMCID: PMC9901279.
      View in: PubMed   Mentions:
    28. Variability in individual constriction contributions to third formant values in American English /ɹ/. J Acoust Soc Am. 2020 06; 147(6):3905. Harper S, Goldstein L, Narayanan S. PMID: 32611162; PMCID: PMC7297543.
      View in: PubMed   Mentions: 1     Fields:    
    29. How an aglossic speaker produces an alveolar-like percept without a functional tongue tip. J Acoust Soc Am. 2020 06; 147(6):EL460. Toutios A, Xu M, Byrd D, Goldstein L, Narayanan S. PMID: 32611190; PMCID: PMC7928058.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    30. Vocal tract shaping of emotional speech. Comput Speech Lang. 2020 Nov; 64. Kim J, Toutios A, Lee S, Narayanan SS. PMID: 32523241; PMCID: PMC7286544.
      View in: PubMed   Mentions: 6  
    31. Affect Estimation with Wearable Sensors. J Healthc Inform Res. 2020 Sep; 4(3):261-294. Yan S, Hosseinmardi H, Kao HT, Narayanan S, Lerman K, Ferrara E. PMID: 35415445; PMCID: PMC8982797.
      View in: PubMed   Mentions: 2  
    32. Improving speaker diarization for naturalistic child-adult conversational interactions using contextual information. J Acoust Soc Am. 2020 02; 147(2):EL196. Kumar M, Kim SH, Lord C, Narayanan S. PMID: 32113327; PMCID: PMC7030978.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    33. Clinical state tracking in serious mental illness through computational analysis of speech. PLoS One. 2020; 15(1):e0225695. Arevian AC, Bone D, Malandrakis N, Martinez VR, Wells KB, Miklowitz DJ, Narayanan S. PMID: 31940347; PMCID: PMC6961853.
      View in: PubMed   Mentions: 23     Fields:    Translation:Humans
    34. Improved real-time tagged MRI using REALTAG. Magn Reson Med. 2020 08; 84(2):838-846. Chen W, Lee NG, Byrd D, Narayanan S, Nayak KS. PMID: 31872918; PMCID: PMC7180094.
      View in: PubMed   Mentions: 2     Fields:    
    35. Lessons Learned: Recommendations For Implementing a Longitudinal Study Using Wearable and Environmental Sensors in a Health Care Organization. JMIR Mhealth Uhealth. 2019 12 10; 7(12):e13305. L'Hommedieu M, L'Hommedieu J, Begay C, Schenone A, Dimitropoulou L, Margolin G, Falk T, Ferrara E, Lerman K, Narayanan S. PMID: 31821155; PMCID: PMC6930504.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    36. Cross-Modal Coordination of Face-Directed Gaze and Emotional Speech Production in School-Aged Children and Adolescents with ASD. Sci Rep. 2019 12 04; 9(1):18301. Sorensen T, Zane E, Feng T, Narayanan S, Grossman R. PMID: 31797950; PMCID: PMC6892887.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    37. A modular architecture for articulatory synthesis from gestural specification. J Acoust Soc Am. 2019 12; 146(6):4458. Alexander R, Sorensen T, Toutios A, Narayanan S. PMID: 31893678; PMCID: PMC7043897.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    38. Multi-label Multi-task Deep Learning for Behavioral Coding. IEEE Trans Affect Comput. 2022 Jan-Mar; 13(1):508-518. Gibson J, Atkins DC, Creed T, Imel Z, Georgiou P, Narayanan S. PMID: 36704750; PMCID: PMC9875730.
      View in: PubMed   Mentions: 3  
    39. Modeling Interpersonal Linguistic Coordination in Conversations using Word Mover's Distance. Interspeech. 2019 Sep; 2019:1423-1427. Nasir M, Chakravarthula SN, Baucom B, Atkins DC, Georgiou P, Narayanan S. PMID: 36811082; PMCID: PMC9940777.
      View in: PubMed   Mentions: 2  
    40. Identifying Therapist and Client Personae for Therapeutic Alliance Estimation. Interspeech. 2019 Sep; 2019:1901-1905. Martinez VR, Flemotomos N, Ardulov V, Somandepalli K, Goldberg SB, Imel ZE, Atkins DC, Narayanan S. PMID: 36703954; PMCID: PMC9875729.
      View in: PubMed   Mentions: 2  
    41. 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. Booth BM, Mundnich K, Feng T, Nadarajan A, Falk TH, Villatte JL, Ferrara E, Narayanan S. PMID: 31432781; PMCID: PMC6719486.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    42. IMPROVING THE PREDICTION OF THERAPIST BEHAVIORS IN ADDICTION COUNSELING BY EXPLOITING CLASS CONFUSIONS. Proc IEEE Int Conf Acoust Speech Signal Process. 2019 May; 2019:6605-6609. Chen Z, Singla K, Gibson J, Can D, Imel ZE, Atkins DC, Georgiou P, Narayanan S. PMID: 36704712; PMCID: PMC9875731.
      View in: PubMed   Mentions: 2  
    43. ROLE SPECIFIC LATTICE RESCORING FOR SPEAKER ROLE RECOGNITION FROM SPEECH RECOGNITION OUTPUTS. Proc IEEE Int Conf Acoust Speech Signal Process. 2019 May; 2019:7330-7334. Flemotomos N, Georgiou P, Atkins DC, Narayanan S. PMID: 36811087; PMCID: PMC9940782.
      View in: PubMed   Mentions:
    44. Intermittently tagged real-time MRI reveals internal tongue motion during speech production. Magn Reson Med. 2019 08; 82(2):600-613. Chen W, Byrd D, Narayanan S, Nayak KS. PMID: 30919494; PMCID: PMC6510652.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    45. Task-dependence of articulator synergies. J Acoust Soc Am. 2019 03; 145(3):1504. Sorensen T, Toutios A, Goldstein L, Narayanan S. PMID: 31067947; PMCID: PMC6910022.
      View in: PubMed   Mentions: 3     Fields:    Translation:Humans
    46. 3D dynamic MRI of the vocal tract during natural speech. Magn Reson Med. 2019 03; 81(3):1511-1520. Lim Y, Zhu Y, Lingala SG, Byrd D, Narayanan S, Nayak KS. PMID: 30390319; PMCID: PMC6347527.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    47. Computational modeling of conversational humor in psychotherapy. Interspeech. 2018 Sep; 2018:2344-2348. Ramakrishna A, Greer T, Atkins D, Narayanan S. PMID: 34307638; PMCID: PMC8297799.
      View in: PubMed   Mentions: 1  
    48. Using Prosodic and Lexical Information for Learning Utterance-level Behaviors in Psychotherapy. Interspeech. 2018 Sep; 2018:3413-3417. Singla K, Chen Z, Flemotomos N, Gibson J, Can D, Atkins DC, Narayanan S. PMID: 34307639; PMCID: PMC8297805.
      View in: PubMed   Mentions: 7  
    49. Participatory methods to support team science development for predictive analytics in health. J Clin Transl Sci. 2018 Jun; 2(3):178-182. 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. PMID: 30370071; PMCID: PMC6199545.
      View in: PubMed   Mentions: 3  
    50. Dynamic off-resonance correction for spiral real-time MRI of speech. Magn Reson Med. 2019 01; 81(1):234-246. Lim Y, Lingala SG, Narayanan SS, Nayak KS. PMID: 30058147; PMCID: PMC6258270.
      View in: PubMed   Mentions: 17     Fields:    Translation:Humans
    51. Explaining Coronal Reduction: Prosodic Structure and Articulatory Posture. Phonetica. 2018; 75(2):151-181. Parrell B, Narayanan S. PMID: 29433121; PMCID: PMC5892835.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    52. Acoustic Denoising using Dictionary Learning with Spectral and Temporal Regularization. IEEE/ACM Trans Audio Speech Lang Process. 2018 May; 26(5):967-980. Vaz C, Ramanarayanan V, Narayanan S. PMID: 30271810; PMCID: PMC6157637.
      View in: PubMed   Mentions: 7  
    53. Predicting couple therapy outcomes based on speech acoustic features. PLoS One. 2017; 12(9):e0185123. Nasir M, Baucom BR, Georgiou P, Narayanan S. PMID: 28934302; PMCID: PMC5608311.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    54. 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. Van Segbroeck M, Knoll AT, Levitt P, Narayanan S. PMID: 28472651; PMCID: PMC5939957.
      View in: PubMed   Mentions: 56     Fields:    Translation:Animals
    55. 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. Töger J, Sorensen T, Somandepalli K, Toutios A, Lingala SG, Narayanan S, Nayak K. PMID: 28599561; PMCID: PMC5436977.
      View in: PubMed   Mentions: 11     Fields:    Translation:Humans
    56. Characterizing Articulation in Apraxic Speech Using Real-Time Magnetic Resonance Imaging. J Speech Lang Hear Res. 2017 04 14; 60(4):877-891. Hagedorn C, Proctor M, Goldstein L, Wilson SM, Miller B, Gorno-Tempini ML, Narayanan SS. PMID: 28314241; PMCID: PMC5548083.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    57. 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. Lingala SG, Zhu Y, Lim Y, Toutios A, Ji Y, Lo WC, Seiberlich N, Narayanan S, Nayak KS. PMID: 28185301; PMCID: PMC6590694.
      View in: PubMed   Mentions: 9     Fields:    Translation:Humans
    58. 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. Xiao B, Imel ZE, Georgiou P, Atkins DC, Narayanan SS. PMID: 27017830; PMCID: PMC5405768.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    59. A technology prototype system for rating therapist empathy from audio recordings in addiction counseling. PeerJ Comput Sci. 2016 Apr; 2. Xiao B, Huang C, Imel ZE, Atkins DC, Georgiou P, Narayanan SS. PMID: 28286867; PMCID: PMC5344199.
      View in: PubMed   Mentions: 13  
    60. 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. Bone D, Bishop SL, Black MP, Goodwin MS, Lord C, Narayanan SS. PMID: 27090613; PMCID: PMC4958551.
      View in: PubMed   Mentions: 35     Fields:    Translation:Humans
    61. Advances in real-time magnetic resonance imaging of the vocal tract for speech science and technology research. APSIPA Trans Signal Inf Process. 2016; 5. Toutios A, Narayanan SS. PMID: 27833745; PMCID: PMC5100697.
      View in: PubMed   Mentions: 5  
    62. Markov Chain Monte Carlo Inference of Parametric Dictionaries for Sparse Bayesian Approximations. IEEE Trans Signal Process. 2016 Jun 15; 64(12):3077-3092. Chaspari T, Tsiartas A, Tsilifis P, Narayanan S. PMID: 28649173; PMCID: PMC5482548.
      View in: PubMed   Mentions: 1  
    63. Strategies for Disseminating Information on Biomedical Research on Autism to Hispanic Parents. J Autism Dev Disord. 2016 Mar; 46(3):1038-50. 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. PMID: 26563948; PMCID: PMC5030774.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    64. A fast and flexible MRI system for the study of dynamic vocal tract shaping. Magn Reson Med. 2017 01; 77(1):112-125. Lingala SG, Zhu Y, Kim YC, Toutios A, Narayanan S, Nayak KS. PMID: 26778178; PMCID: PMC4947574.
      View in: PubMed   Mentions: 26     Fields:    Translation:Humans
    65. "Rate My Therapist": Automated Detection of Empathy in Drug and Alcohol Counseling via Speech and Language Processing. PLoS One. 2015; 10(12):e0143055. Xiao B, Imel ZE, Georgiou PG, Atkins DC, Narayanan SS. PMID: 26630392; PMCID: PMC4668058.
      View in: PubMed   Mentions: 37     Fields:    Translation:Humans
    66. Analysis of engagement behavior in children during dyadic interactions using prosodic cues. Comput Speech Lang. 2016 May; 37:47-66. Gupta R, Bone D, Lee S, Narayanan S. PMID: 28713198; PMCID: PMC5510671.
      View in: PubMed   Mentions: 6  
    67. Detecting paralinguistic events in audio stream using context in features and probabilistic decisions. Comput Speech Lang. 2016 Mar; 36:72-92. Gupta R, Audhkhasi K, Lee S, Narayanan S. PMID: 28713197; PMCID: PMC5507373.
      View in: PubMed   Mentions:
    68. Head Motion Modeling for Human Behavior Analysis in Dyadic Interaction. IEEE Trans Multimedia. 2015 Jul 13; 17(7):1107-1119. Xiao B, Georgiou P, Baucom B, Narayanan SS. PMID: 26557047; PMCID: PMC4636041.
      View in: PubMed   Mentions: 1  
    69. Applying machine learning to facilitate autism diagnostics: pitfalls and promises. J Autism Dev Disord. 2015 May; 45(5):1121-36. Bone D, Goodwin MS, Black MP, Lee CC, Audhkhasi K, Narayanan S. PMID: 25294649; PMCID: PMC4390409.
      View in: PubMed   Mentions: 50     Fields:    Translation:Humans
    70. 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. Guha T, Yang Z, Ramakrishna A, Grossman RB, Darren H, Lee S, Narayanan SS. PMID: 26705397; PMCID: PMC4687751.
      View in: PubMed   Mentions: 11  
    71. Gestural Control in the English Past-Tense Suffix: An Articulatory Study Using Real-Time MRI. Phonetica. 2014; 71(4):229-48. Lammert A, Goldstein L, Ramanarayanan V, Narayanan S. PMID: 25997724.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    72. Directly data-derived articulatory gesture-like representations retain discriminatory information about phone categories. Comput Speech Lang. 2016 Mar 01; 36:330-346. Ramanarayanan V, Van Segbroeck M, Narayanan SS. PMID: 26688612; PMCID: PMC4681009.
      View in: PubMed   Mentions: 1  
    73. A kinematic study of critical and non-critical articulators in emotional speech production. J Acoust Soc Am. 2015 Mar; 137(3):1411-29. Kim J, Toutios A, Lee S, Narayanan SS. PMID: 25786953.
      View in: PubMed   Mentions: 3     Fields:    
    74. Automatic intelligibility classification of sentence-level pathological speech. Comput Speech Lang. 2015 Jan; 29(1):132-144. Kim J, Kumar N, Tsiartas A, Li M, Narayanan SS. PMID: 25414544; PMCID: PMC4233325.
      View in: PubMed   Mentions: 3  
    75. Developmental acoustic study of American English diphthongs. J Acoust Soc Am. 2014 Oct; 136(4):1880-94. Lee S, Potamianos A, Narayanan S. PMID: 25324088; PMCID: PMC5392069.
      View in: PubMed   Mentions: 2     Fields:    Translation:Humans
    76. Real-time magnetic resonance imaging and electromagnetic articulography database for speech production research (TC). J Acoust Soc Am. 2014 Sep; 136(3):1307. 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. PMID: 25190403; PMCID: PMC4165284.
      View in: PubMed   Mentions: 21     Fields:    Translation:Humans
    77. Are articulatory settings mechanically advantageous for speech motor control? PLoS One. 2014; 9(8):e104168. Ramanarayanan V, Lammert A, Goldstein L, Narayanan S. PMID: 25133544; PMCID: PMC4136795.
      View in: PubMed   Mentions: 7     Fields:    Translation:Humans
    78. Barista: A Framework for Concurrent Speech Processing by USC-SAIL. Proc IEEE Int Conf Acoust Speech Signal Process. 2014 May; 2014:3306-3310. Can D, Gibson J, Vaz C, Georgiou PG, Narayanan SS. PMID: 27610047; PMCID: PMC5012110.
      View in: PubMed   Mentions: 4  
    79. Robust Unsupervised Arousal Rating: A Rule-Based Framework with Knowledge-Inspired Vocal Features. IEEE Trans Affect Comput. 2014 Apr-Jun; 5(2):201-213. Bone D, Lee CC, Narayanan S. PMID: 25705327; PMCID: PMC4334478.
      View in: PubMed   Mentions: 7  
    80. Intoxicated Speech Detection: A Fusion Framework with Speaker-Normalized Hierarchical Functionals and GMM Supervectors. Comput Speech Lang. 2014 Mar 01; 28(2). Bone D, Li M, Black MP, Narayanan SS. PMID: 24376305; PMCID: PMC3872081.
      View in: PubMed   Mentions: 2  
    81. 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. Kim J, Lammert AC, Ghosh PK, Narayanan SS. PMID: 25234914; PMCID: PMC3985906.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    82. 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. Zu Y, Narayanan SS, Kim YC, Nayak K, Bronson-Lowe C, Villegas B, Ouyoung M, Sinha UK. PMID: 24177574; PMCID: PMC5110428.
      View in: PubMed   Mentions: 12     Fields:    Translation:Humans
    83. Spatio-temporal articulatory movement primitives during speech production: extraction, interpretation, and validation. J Acoust Soc Am. 2013 Aug; 134(2):1378-94. Ramanarayanan V, Goldstein L, Narayanan SS. PMID: 23927134; PMCID: PMC3745549.
      View in: PubMed   Mentions: 15     Fields:    Translation:Humans
    84. An investigation of articulatory setting using real-time magnetic resonance imaging. J Acoust Soc Am. 2013 Jul; 134(1):510-9. Ramanarayanan V, Goldstein L, Byrd D, Narayanan SS. PMID: 23862826; PMCID: PMC3724797.
      View in: PubMed   Mentions: 16     Fields:    Translation:Humans
    85. 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. Audhkhasi K, Narayanan S. PMID: 22732663.
      View in: PubMed   Mentions: 3     Fields:    
    86. 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. Narayanan S, Georgiou PG. PMID: 24039277; PMCID: PMC3769794.
      View in: PubMed   Mentions: 39  
    87. Paralinguistic mechanisms of production in human "beatboxing": a real-time magnetic resonance imaging study. J Acoust Soc Am. 2013 Feb; 133(2):1043-54. Proctor M, Bresch E, Byrd D, Nayak K, Narayanan S. PMID: 23363120; PMCID: PMC3574116.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    88. Analyzing the Language of Therapist Empathy in Motivational Interview based Psychotherapy. Signal Inf Process Assoc Annu Summit Conf APSIPA Asia Pac. 2012 Dec; 2012. Xiao B, Can D, Georgiou PG, Atkins D, Narayanan SS. PMID: 27602411; PMCID: PMC5010859.
      View in: PubMed   Mentions: 7  
    89. QUANTIFYING ATYPICALITY IN AFFECTIVE FACIAL EXPRESSIONS OF CHILDREN WITH AUTISM SPECTRUM DISORDERS. Proc (IEEE Int Conf Multimed Expo). 2013; 2013:1-6. Metallinou A, Grossman RB, Narayanan S. PMID: 25302090; PMCID: PMC4188372.
      View in: PubMed   Mentions: 16  
    90. Statistical Methods for Estimation of Direct and Differential Kinematics of the Vocal Tract. Speech Commun. 2013 Jan; 55(1):147-161. Lammert A, Goldstein L, Narayanan S, Iskarous K. PMID: 24052685; PMCID: PMC3774006.
      View in: PubMed   Mentions: 6  
    91. Dynamic 3-D visualization of vocal tract shaping during speech. IEEE Trans Med Imaging. 2013 May; 32(5):838-48. Zhu Y, Kim YC, Proctor MI, Narayanan SS, Nayak KS. PMID: 23204279; PMCID: PMC3896513.
      View in: PubMed   Mentions: 13     Fields:    Translation:Humans
    92. Improved imaging of lingual articulation using real-time multislice MRI. J Magn Reson Imaging. 2012 Apr; 35(4):943-8. Kim YC, Proctor MI, Narayanan SS, Nayak KS. PMID: 22127935; PMCID: PMC3310329.
      View in: PubMed   Mentions: 15     Fields:    Translation:Humans
    93. Automatic speech recognition using articulatory features from subject-independent acoustic-to-articulatory inversion. J Acoust Soc Am. 2011 Oct; 130(4):EL251-7. Ghosh PK, Narayanan S. PMID: 21974500; PMCID: PMC3189967.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    94. Processing speech signal using auditory-like filterbank provides least uncertainty about articulatory gestures. J Acoust Soc Am. 2011 Jun; 129(6):4014-22. Ghosh PK, Goldstein LM, Narayanan SS. PMID: 21682422; PMCID: PMC3135153.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    95. Recognition of physical activities in overweight Hispanic youth using KNOWME Networks. J Phys Act Health. 2012 Mar; 9(3):432-41. Emken BA, Li M, Thatte G, Lee S, Annavaram M, Mitra U, Narayanan S, Spruijt-Metz D. PMID: 21934162; PMCID: PMC3245750.
      View in: PubMed   Mentions: 8     Fields:    Translation:HumansPHPublic Health
    96. Modeling high-level descriptions of real-life physical activities using latent topic modeling of multimodal sensor signals. Annu Int Conf IEEE Eng Med Biol Soc. 2011; 2011:6033-6. Kim S, Li M, Lee S, Mitra U, Emken A, Spruijt-Metz D, Annavaram M, Narayanan S. PMID: 22255715.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    97. Optimal Time-Resource Allocation for Energy-Efficient Physical Activity Detection. IEEE Trans Signal Process. 2011; 59(4):1843-1857. Thatte G, Li M, Lee S, Emken BA, Annavaram M, Narayanan S, Spruijt-Metz D, Mitra U. PMID: 21796237; PMCID: PMC3142587.
      View in: PubMed   Mentions: 2  
    98. 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. Kim YC, Narayanan SS, Nayak KS. PMID: 21500262; PMCID: PMC3062946.
      View in: PubMed   Mentions: 25     Fields:    Translation:Humans
    99. Novel 16-channel receive coil array for accelerated upper airway MRI at 3 Tesla. Magn Reson Med. 2011 Jun; 65(6):1711-7. Kim YC, Hayes CE, Narayanan SS, Nayak KS. PMID: 21590804; PMCID: PMC3135687.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    100. Real-time magnetic resonance imaging investigation of resonance tuning in soprano singing. J Acoust Soc Am. 2010 Nov; 128(5):EL335-41. Bresch E, Narayanan S. PMID: 21110548; PMCID: PMC2997814.
      View in: PubMed   Mentions: 5     Fields:    Translation:HumansCTClinical Trials
    101. A generalized smoothness criterion for acoustic-to-articulatory inversion. J Acoust Soc Am. 2010 Oct; 128(4):2162-72. Ghosh PK, Narayanan S. PMID: 20968386; PMCID: PMC2981125.
      View in: PubMed   Mentions: 8     Fields:    Translation:Humans
    102. Multimodal physical activity recognition by fusing temporal and cepstral information. IEEE Trans Neural Syst Rehabil Eng. 2010 Aug; 18(4):369-80. Li M, Rozgica V, Thatte G, Lee S, Emken A, Annavaram M, Mitra U, Spruijt-Metz D, Narayanan S. PMID: 20699202; PMCID: PMC4326092.
      View in: PubMed   Mentions: 16     Fields:    Translation:Humans
    103. Bark frequency transform using an arbitrary order allpass filter. IEEE Signal Process Lett. 2010 Mar; 17(6):543-546. Ghosh PK, Narayanan SS. PMID: 24436628; PMCID: PMC3891208.
      View in: PubMed   Mentions: 1  
    104. Pitch contour stylization using an optimal piecewise polynomial approximation. IEEE Signal Process Lett. 2009 Sep; 16(9):810-813. Ghosh PK, Narayanan SS. PMID: 24453471; PMCID: PMC3895368.
      View in: PubMed   Mentions: 2  
    105. 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. Kalinli O, Narayanan S. PMID: 20084186; PMCID: PMC2806691.
      View in: PubMed   Mentions: 4  
    106. Closure duration analysis of incomplete stop consonants due to stop-stop interaction. J Acoust Soc Am. 2009 Jul; 126(1):EL1-7. Ghosh PK, Narayanan SS. PMID: 19603847; PMCID: PMC2719490.
      View in: PubMed   Mentions:    Fields:    Translation:Humans
    107. Accelerated three-dimensional upper airway MRI using compressed sensing. Magn Reson Med. 2009 Jun; 61(6):1434-40. Kim YC, Narayanan SS, Nayak KS. PMID: 19353675; PMCID: PMC3961042.
      View in: PubMed   Mentions: 24     Fields:    Translation:Humans
    108. 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. Bresch E, Narayanan S. PMID: 19244005; PMCID: PMC2718576.
      View in: PubMed   Mentions: 25     Fields:    Translation:Humans
    109. Effect of bandwidth extension to telephone speech recognition in cochlear implant users. J Acoust Soc Am. 2009 Feb; 125(2):EL77-83. Liu C, Fu QJ, Narayanan SS. PMID: 19206836; PMCID: PMC2677362.
      View in: PubMed   Mentions: 6     Fields:    Translation:Humans
    110. 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. Ananthakrishnan S, Narayanan S. PMID: 19763253; PMCID: PMC2745178.
      View in: PubMed   Mentions: 1  
    111. 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. Bulut M, Narayanan S. PMID: 18537403.
      View in: PubMed   Mentions: 4     Fields:    Translation:Humans
    112. Effect of spectral normalization on different talker speech recognition by cochlear implant users. J Acoust Soc Am. 2008 May; 123(5):2836-47. Liu C, Galvin J, Fu QJ, Narayanan SS. PMID: 18529199; PMCID: PMC2676177.
      View in: PubMed   Mentions: 5     Fields:    Translation:HumansAnimals
    113. FINE-GRAINED PITCH ACCENT AND BOUNDARY TONE LABELING WITH PARAMETRIC F0 FEATURES. Proc IEEE Int Conf Acoust Speech Signal Process. 2008; 2008:4545-4548. Ananthakrishnan S, Narayanan S. PMID: 19180228; PMCID: PMC2630521.
      View in: PubMed   Mentions: 1  
    114. Automatic Prosodic Event Detection Using Acoustic, Lexical, and Syntactic Evidence. IEEE Trans Audio Speech Lang Process. 2008 Jan; 16(1):216-228. Ananthakrishnan S, Narayanan SS. PMID: 19122857; PMCID: PMC2600436.
      View in: PubMed   Mentions: 7  
    115. 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. Ananthakrishnan S, Ghosh P, Narayanan S. PMID: 19177175; PMCID: PMC2631211.
      View in: PubMed   Mentions:
    116. 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. Kalinli O, Narayanan S. PMID: 19194488; PMCID: PMC2630523.
      View in: PubMed   Mentions: 1  
    117. MODELING THE INTONATION OF DISCOURSE SEGMENTS FOR IMPROVED ONLINE DIALOG ACT TAGGING. Proc IEEE Int Conf Acoust Speech Signal Process. 2008; 4518789:5033-5036. Vivek Kumar Rangarajan S, Narayanan S, Bangalore S. PMID: 19132136; PMCID: PMC2614672.
      View in: PubMed   Mentions:
    118. A NOVEL ALGORITHM FOR UNSUPERVISED PROSODIC LANGUAGE MODEL ADAPTATION. Proc IEEE Int Conf Acoust Speech Signal Process. 2008; (4518576):4181-4184. Ananthakrishnan S, Narayanan S. PMID: 19132142; PMCID: PMC2614691.
      View in: PubMed   Mentions: 1  
    119. 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. Sridhar VK, Bangalore S, Narayanan SS. PMID: 19603083; PMCID: PMC2709295.
      View in: PubMed   Mentions: 4  
    120. Robust Speech Rate Estimation for Spontaneous Speech. IEEE Trans Audio Speech Lang Process. 2007 Nov 01; 15(8):2190-2201. Wang D, Narayanan SS. PMID: 20428476; PMCID: PMC2860302.
      View in: PubMed   Mentions: 10  
    121. An Acoustic Measure for Word Prominence in Spontaneous Speech. IEEE Trans Audio Speech Lang Process. 2007 Feb 01; 15(2):690-701. Wang D, Narayanan S. PMID: 20454538; PMCID: PMC2864931.
      View in: PubMed   Mentions: 3  
    122. Automatic acoustic synthesis of human-like laughter. J Acoust Soc Am. 2007 Jan; 121(1):527-35. Sundaram S, Narayanan S. PMID: 17297806.
      View in: PubMed   Mentions: 1     Fields:    Translation:Humans
    123. Synchronized and noise-robust audio recordings during realtime magnetic resonance imaging scans. J Acoust Soc Am. 2006 Oct; 120(4):1791-4. Bresch E, Nielsen J, Nayak K, Narayanan S. PMID: 17069275; PMCID: PMC1800830.
      View in: PubMed   Mentions: 38     Fields:    Translation:HumansPHPublic Health
    124. Pathological voice assessment. Conf Proc IEEE Eng Med Biol Soc. 2006; 2006:1669-73. Dibazar AA, Berger TW, Narayanan SS. PMID: 17946059.
      View in: PubMed   Mentions: 5     Fields:    Translation:Humans
    125. An approach to real-time magnetic resonance imaging for speech production. J Acoust Soc Am. 2004 Apr; 115(4):1771-6. Narayanan S, Nayak K, Lee S, Sethy A, Byrd D. PMID: 15101655.
      View in: PubMed   Mentions: 68     Fields:    Translation:Humans
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