Speech Production as State Feedback Control
Open accessAbstract
Spoken language exists because of a remarkable neural process. Inside a speaker's brain, an intended message gives rise to neural signals activating the muscles of the vocal tract. The process is remarkable because these muscles are activated in just the right way that the vocal tract produces sounds a listener understands as the intended message. What is the best approach to understanding the neural substrate of this crucial motor control process? One of the key recent modeling developments in neuroscience has been the use of state feedback control (SFC) theory to explain the role of the CNS in motor control. SFC postulates that the CNS controls motor output by (1) estimating the current dynamic state of the thing (e.g., arm) being controlled, and (2) generating controls based on this estimated state. SFC has successfully predicted a great range of non-speech motor phenomena, but as yet has not received attention in the speech motor control community. Here, we review some of the key characteristics of speech motor control and what they say about the role of the CNS in the process. We then discuss prior efforts to model the role of CNS in speech motor control, and argue that these models have inherent limitations - limitations that are overcome by an SFC model of speech motor control which we describe. We conclude by discussing a plausible neural substrate of our model.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Predictive control has been successfully implemented in speech motor control.
“Predictive control has been successfully implemented in speech motor control (e.g., Postma, 2000; Guenther et al., 2006; Houde and Nagarajan, 2011).”
From The ConDialInt Model: Condensation, Dialogality, and Intentionality Dimensions of Inner Speech Within a Hierarchical Predictive Control Framework (2019) · cites this paper as Houde and Nagarajan, 2011
The section “A Model of Speech Motor Control Based on State Feedback” describes a speech-control model that generates predictions and uses them to correct state estimates. But the Conclusion presents the model as plausible and calls for future experiments to test it; the paper does not establish that predictive control has been successfully implemented in speech motor control. Page numbers are unavailable in our copy. (LLM, conf=0.85)
Experimental — accuracy not yet measuredSelf-perception of speech is an important component of speech-motor control.
“Furthermore, self-perception of speech is an important component to speech-motor control122,123.”
From The speech neuroprosthesis (2024) · cites this paper as [123]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
A New Approach to Linear Filtering and Prediction Problems
Kalman, R. E. (1960) · Journal of Basic Engineering · doi:10.1115/1.3662552 · Cited by 31,751 · see citing works
(1982) · Trends in Neurosciences · doi:10.1016/0166-2236(82)90076-5 · Cited by 9,148 · see citing works
The free-energy principle: a unified brain theory?
Friston, K. (2010) · Nature Reviews Neuroscience · doi:10.1038/nrn2787 · Cited by 8,120 · cited 1× · see citing works
“…to be a type of Bayesian inference (Roweis and Ghahramani, 1999) that can be accomplished using variational free-energy optimization principles (Friston, 2010), which appears to be a ubiquitous computational approach that applies to many computational problems in neuroscience. iS SfC Neurally…”
BackgroundThe co-ordination and regulation of movements
Bernshteĭn, N. A. (1967) · Brain Research · doi:10.1016/0006-8993(69)90278-9 · Cited by 6,389 · see citing works
The cortical organization of speech processing
Hickok, G., & Poeppel, D. (2007) · Nature Reviews Neuroscience · doi:10.1038/nrn2113 · Cited by 5,495 · see citing works
Speaking: from intention to articulation
(1989) · Choice Reviews Online · doi:10.5860/choice.27-1947 · Cited by 5,016 · see citing works
Speaking. From Intention to Articulation
Caplan, D. N. (1990) · Trends in Neurosciences · doi:10.1016/0166-2236(90)90151-y · Cited by 4,036 · see citing works
An internal model for sensorimotor integration
Wolpert, D. M., Ghahramani, Z., & Jordan, M. I. (1995) · Science · doi:10.1126/science.7569931 · Cited by 3,553 · see citing works
Henry, M. A. (1995) · The Journal of the American Dental Association · doi:10.14219/jada.archive.1995.0108 · Cited by 3,454 · see citing works
The co-ordination and regulation of movements
Foley, J. (1968) · Journal of the Neurological Sciences · doi:10.1016/0022-510x(68)90166-4 · Cited by 3,450 · see citing works
DISCONNEXION SYNDROMES IN ANIMALS AND MAN
Geschwind, N. (1965) · Brain · doi:10.1093/brain/88.2.237 · Cited by 3,419 · see citing works
Optimal feedback control as a theory of motor coordination
Todorov, E., & Jordan, M. I. (2002) · Nature Neuroscience · doi:10.1038/nn963 · Cited by 3,081 · see citing works
Muscle and tendon: properties, models, scaling, and application to biomechanics and motor control.
Zajac, F. E. (1989) · PubMed · Cited by 2,980 · see citing works
Object vision and spatial vision: Two cortical pathways
Mishkin, M., Ungerleider, L. G., & Macko, K. A. (1983) · Trends in Neurosciences · doi:10.1016/0166-2236(83)90190-x · Cited by 2,947 · see citing works
Computational principles of movement neuroscience
Wolpert, D. M., & Ghahramani, Z. (2000) · Nature Neuroscience · doi:10.1038/81497 · Cited by 2,122 · see citing works
Motor Speech Disorders: Substrates, Differential Diagnosis, and Management
Duffy, J. R. (1995) · Cited by 1,892 · see citing works
Explaining Phonetic Variation: A Sketch of the H&H Theory
Lindblom, B. E. F. (1990) · Springer eBooks · doi:10.1007/978-94-009-2037-8_16 · Cited by 1,826 · see citing works
DISCONNEXION SYNDROMES IN ANIMALS AND MAN
Geschwind, N. (1965) · Brain · doi:10.1093/brain/88.3.585 · Cited by 1,823 · see citing works
Maps and streams in the auditory cortex: nonhuman primates illuminate human speech processing
Rauschecker, J. P., & Scott, S. K. (2009) · Nature Neuroscience · doi:10.1038/nn.2331 · Cited by 1,766 · see citing works
Optimality principles in sensorimotor control
Todorov, E. (2004) · Nature Neuroscience · doi:10.1038/nn1309 · Cited by 1,746 · see citing works
Optimal Control and Estimation
Stengel, R. F. (1994) · Cited by 1,597 · see citing works
A hierarchical neural-network model for control and learning of voluntary movement
Kawato, M., Furukawa, K., & Suzuki, R. (1987) · Biological Cybernetics · doi:10.1007/bf00364149 · Cited by 1,573 · see citing works
Central cancellation of self-produced tickle sensation
Blakemore, S.-J., Wolpert, D. M., & Frith, C. D. (1998) · Nature Neuroscience · doi:10.1038/2870 · Cited by 1,467 · see citing works
Mechanisms and streams for processing of “what” and “where” in auditory cortex
Rauschecker, J. P., & Tian, B. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.97.22.11800 · Cited by 1,399 · see citing works
The co-ordination and regulation of movements
Assal, G. (1968) · Neuropsychologia · doi:10.1016/0028-3932(68)90043-2 · Cited by 1,379 · see citing works
Once More on the Equilibrium-Point Hypothesis (λ Model) for Motor Control
Feldman, A. G. (1986) · Journal of Motor Behavior · doi:10.1080/00222895.1986.10735369 · Cited by 1,279 · see citing works
A controller to overcome dead time
Smith, O. J. M. (1959) · Medical Entomology and Zoology · Cited by 1,263 · see citing works
A computational neuroanatomy for motor control
Shadmehr, R., & Krakauer, J. W. (2008) · Experimental Brain Research · doi:10.1007/s00221-008-1280-5 · Cited by 1,187 · see citing works
Is the cerebellum a Smith predictor?
Miall, R. C., Weir, D. J., Wolpert, D. M., & Stein, J. F. (1993) · Journal of Motor Behavior · doi:10.1080/00222895.1993.9942050 · Cited by 1,071 · see citing works
Schmahmann, J. D., Pandya, D. N., Wang, R., Dai, G., D'Arceuil, H. E., de Crespigny, A. J., & Wedeen, V. J. (2007) · Brain · doi:10.1093/brain/awl359 · Cited by 1,067 · see citing works
A Dynamical Approach to Gestural Patterning in Speech Production
Saltzman, E. L., & Munhall, K. G. (1989) · Ecological Psychology · doi:10.1207/s15326969eco0104_2 · Cited by 946 · see citing works
The frame/content theory of evolution of speech production
MacNeilage, P. F. (1998) · Behavioral and Brain Sciences · doi:10.1017/s0140525x98001265 · Cited by 919 · see citing works
Kirk, D. E. (1970) · Cited by 910 · see citing works
Why canʼt you tickle yourself?
Blakemore, S.-J., Wolpert, D., & Frith, C. (2000) · NeuroReport · doi:10.1097/00001756-200008030-00002 · Cited by 904 · see citing works
Spectrographic Study of Vowel Reduction
Lindblom, B. E. F. (1963) · The Journal of the Acoustical Society of America · doi:10.1121/1.1918816 · Cited by 892 · see citing works
Listening to speech activates motor areas involved in speech production
Wilson, S. M., Saygin, A. P., Sereno, M. I., & Iacoboni, M. (2004) · Nature Neuroscience · doi:10.1038/nn1263 · Cited by 885 · see citing works
Neural modeling and imaging of the cortical interactions underlying syllable production
Guenther, F. H., Ghosh, S. S., & Tourville, J. A. (2006) · Brain and Language · doi:10.1016/j.bandl.2005.06.001 · Cited by 879 · see citing works
A Unifying Review of Linear Gaussian Models
Roweis, S. T., & Zoubin Ghahramani, A. (1999) · Neural Computation · doi:10.1162/089976699300016674 · Cited by 873 · see citing works
Computational approaches to motor control
Wolpert, D. M. (1997) · Trends in Cognitive Sciences · doi:10.1016/s1364-6613(97)01070-x · Cited by 857 · see citing works
Evolutionary phonology the emergence of sound patterns
Blevins, J. (2004) · Cited by 855 · see citing works
Neural pathways underlying vocal control
Jürgens, U. (2002) · Neuroscience & Biobehavioral Reviews · doi:10.1016/s0149-7634(01)00068-9 · Cited by 846 · see citing works
Characteristics of motor programs underlying arm movements in monkeys
Polit, A. C., & Bizzi, E. (1979) · Journal of Neurophysiology · doi:10.1152/jn.1979.42.1.183 · Cited by 836 · see citing works
Sensorimotor Integration in Speech Processing: Computational Basis and Neural Organization
Hickok, G. S., Houde, J. F., & Rong, F. (2011) · Neuron · doi:10.1016/j.neuron.2011.01.019 · Cited by 789 · see citing works
Self-citationSensorimotor Adaptation in Speech Production
Houde, J. F., & Jordan, M. I. (1998) · Science · doi:10.1126/science.279.5354.1213 · Cited by 770 · see citing works
Self-citationPrinciples of Neural Science, 4th ed.
Schultz, S. K. (2001) · American Journal of Psychiatry · doi:10.1176/appi.ajp.158.4.662 · Cited by 752 · see citing works
The Lombard Sign and the Role of Hearing in Speech
Lane, H., & Tranel, B. (1971) · Journal of Speech and Hearing Research · doi:10.1044/jshr.1404.677 · Cited by 744 · see citing works
Auditory-motor interaction revealed by fMRI: speech, music, and working memory in area Spt
Hickok, G., Buchsbaum, B., Humphries, C., & Muftuler, T. (2003) · Journal of Cognitive Neuroscience · doi:10.1162/089892903322307393 · Cited by 700 · see citing works
DTI Tractography of the Human Brain's Language Pathways
Glasser, M. F., & Rilling, J. K. (2008) · Cerebral Cortex · doi:10.1093/cercor/bhn011 · Cited by 654 · see citing works
Neural mechanisms underlying auditory feedback control of speech
Tourville, J. A., Reilly, K. J., & Guenther, F. H. (2008) · NeuroImage · doi:10.1016/j.neuroimage.2007.09.054 · Cited by 649 · see citing works
The neuronal representation of pitch in primate auditory cortex
Bendor, D., & Wang, X. (2005) · Nature · doi:10.1038/nature03867 · Cited by 630 · see citing works
A computational model of four regions of the cerebellum based on feedback-error learning
Kawato, M., & Gomi, H. (1992) · Biological Cybernetics · doi:10.1007/bf00201431 · Cited by 627 · see citing works
Speech and Language: Advances in Basic Research and Practice
Lass, N. J. (1979) · Medical Entomology and Zoology · Cited by 611 · see citing works
The Role of Audition in Infant Babbling
Oller, D. K., & Eilers, R. E. (1988) · Child Development · doi:10.2307/1130323 · Cited by 580 · see citing works
Perceptual Structures and Distributed Motor Control
Arbib, M. A. (1981) · Comprehensive physiology · doi:10.1002/cphy.cp010233 · Cited by 576 · see citing works
Kelso, J. A. S., Tuller, B., Vatikiotis‐Bateson, E., & Fowler, C. A. (1984) · Journal of Experimental Psychology Human Perception & Performance · doi:10.1037/0096-1523.10.6.812 · Cited by 574 · see citing works
Equilibrium-Point Control Hypothesis Examined by Measured Arm Stiffness During Multijoint Movement
Gomi, H., & Kawato, M. (1996) · Science · doi:10.1126/science.272.5258.117 · Cited by 517 · see citing works
Multimodal integration for the representation of space in the posterior parietal cortex
Andersen, R. A. (1997) · Philosophical Transactions of the Royal Society of London. Series B: Biological Sciences · doi:10.1098/rstb.1997.0128 · Cited by 515 · see citing works
Voice F0 responses to manipulations in pitch feedback
Burnett, T. A., Freedland, M. B., Larson, C. R., & Hain, T. C. (1998) · The Journal of the Acoustical Society of America · doi:10.1121/1.423073 · Cited by 508 · see citing works
Cheung, V. C. K., d’Avella, A., Tresch, M. C., & Bizzi, E. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.4904-04.2005 · Cited by 489 · see citing works
Neural substrates of vocalization feedback monitoring in primate auditory cortex
Eliades, S. J., & Wang, X. (2008) · Nature · doi:10.1038/nature06910 · Cited by 479 · see citing works
Guenther, F. H. (1995) · Psychological Review · doi:10.1037/0033-295x.102.3.594 · Cited by 473 · see citing works
Buchsbaum, B. R., Hickok, G. S., & Humphries, C. (2001) · Cognitive Science · doi:10.1207/s15516709cog2505_2 · Cited by 469 · see citing works
EMG analysis of stereotyped voluntary movements in man.
Hallett, M., Shahani, B. T., & Young, R. R. (1975) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.38.12.1154 · Cited by 461 · see citing works
Modulation of the Auditory Cortex during Speech: An MEG Study
Houde, J. F., Nagarajan, S. S., Sekihara, K., & Merzenich, M. M. (2002) · Journal of Cognitive Neuroscience · doi:10.1162/089892902760807140 · Cited by 458 · see citing works
Self-citationParietal cortex: from sight to action
Rizzolatti, G., Fogassi, L., & D, V. G. M. (1997) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(97)80037-2 · Cited by 455 · see citing works
The Computational Neurobiology of Reaching and Pointing: A Foundation for Motor Learning
Shadmehr, R., & Wise, S. P. (2004) · Cited by 441 · see citing works
A theoretical investigation of reference frames for the planning of speech movements.
Guenther, F. H., Hampson, M., & Johnson, D. (1998) · Psychological Review · doi:10.1037/0033-295x.105.4.611-633 · Cited by 424 · see citing works
Prefrontal responses to drug cues: a neurocognitive analysis
Wilson, S. J., Sayette, M. A., & Fiez, J. A. (2004) · Nature Neuroscience · doi:10.1038/nn1200 · Cited by 408 · see citing works
The dynamics of memory as a consequence of optimal adaptation to a changing body
Kording, K. P., Tenenbaum, J. B., & Shadmehr, R. (2007) · Nature Neuroscience · doi:10.1038/nn1901 · Cited by 393 · see citing works
The mammalian muscle spindle and its central control
Hulliger, M. (1984) · Reviews of physiology, biochemistry and pharmacology · doi:10.1007/bfb0027694 · Cited by 390 · see citing works
Human Motor Actions Bernstein Reassessed
(1984) · Advances in psychology · doi:10.1016/s0166-4115(08)x6056-x · Cited by 387 · see citing works
Arm trajectory formation in monkeys
Bizzi, E., Accornero, N., Chapple, W. D., & Hogan, N. (1982) · Experimental Brain Research · doi:10.1007/bf00238107 · Cited by 377 · see citing works
Forward models in visuomotor control.
Mehta, B., & Schaal, S. (2002) · Journal of Neurophysiology · doi:10.1152/jn.2002.88.2.942 · Cited by 363 · see citing works
Abbs, J. H., & Gracco, V. (1984) · Journal of Neurophysiology · doi:10.1152/jn.1984.51.4.705 · Cited by 358 · see citing works
Buchsbaum, B. R., Baldo, J. V., Okada, K., Berman, K. F., Dronkers, N. F., D’Esposito, M., & Hickok, G. S. (2011) · Brain and Language · doi:10.1016/j.bandl.2010.12.001 · Cited by 355 · see citing works
Somatosensory basis of speech production
Tremblay, S. M., Shiller, D. M., & Ostry, D. J. (2003) · Nature · doi:10.1038/nature01710 · Cited by 353 · see citing works
The contribution of the insula to motor aspects of speech production: A review and a hypothesis
Ackermann, H., & Riecker, A. (2004) · Brain and Language · doi:10.1016/s0093-934x(03)00347-x · Cited by 343 · see citing works
Parsons, T. W. (1986) · Medical Entomology and Zoology · Cited by 337 · see citing works
Listening to talking faces: motor cortical activation during speech perception
Skipper, J. I., Nusbaum, H. C., & Small, S. L. (2005) · NeuroImage · doi:10.1016/j.neuroimage.2004.11.006 · Cited by 320 · see citing works
Yates, A. J. (1963) · Psychological Bulletin · doi:10.1037/h0044155 · Cited by 319 · see citing works
The response of a single end organ
Matthews, B. H. C. (1931) · The Journal of Physiology · doi:10.1113/jphysiol.1931.sp002718 · Cited by 319 · see citing works
Sensory-Motor Interaction in the Primate Auditory Cortex During Self-Initiated Vocalizations
Eliades, S. J., & Wang, X. (2003) · Journal of Neurophysiology · doi:10.1152/jn.00627.2002 · Cited by 315 · see citing works
Feedback control of dynamic systems
Tan, S. (1992) · Automatica · doi:10.1016/0005-1098(92)90050-p · Cited by 310 · see citing works
Neurophysiological evidence of corollary discharge dysfunction in schizophrenia
Ford, J. M., Mathalon, D. H., Heinks, T., Kalba, S., Faustman, W. O., & Roth, W. T. (2001) · American Journal of Psychiatry · doi:10.1176/appi.ajp.158.12.2069 · Cited by 304 · see citing works
Perceptual calibration of F0 production: Evidence from feedback perturbation
Jones, J. A., & Munhall, K. G. (2000) · The Journal of the Acoustical Society of America · doi:10.1121/1.1288414 · Cited by 287 · see citing works
Sensorimotor adaptation to feedback perturbations of vowel acoustics and its relation to perception
Villacorta, V., Perkell, J. S., & Guenther, F. H. (2007) · The Journal of the Acoustical Society of America · doi:10.1121/1.2773966 · Cited by 283 · see citing works
EMG analysis of patients with cerebellar deficits.
Hallett, M., Shahani, B. T., & Young, R. R. (1975) · Journal of Neurology Neurosurgery & Psychiatry · doi:10.1136/jnnp.38.12.1163 · Cited by 273 · see citing works
Adaptive control of vowel formant frequency: Evidence from real-time formant manipulation
Purcell, D. W., & Munhall, K. G. (2006) · The Journal of the Acoustical Society of America · doi:10.1121/1.2217714 · Cited by 270 · see citing works
Ford, J. M., & Mathalon, D. H. (2004) · Journal of Psychiatric Research · doi:10.1016/s0022-3956(03)00095-5 · Cited by 266 · see citing works
Residual Hearing and Speech Production in Deaf Children
Smith, C. R. (1975) · Journal of Speech and Hearing Research · doi:10.1044/jshr.1804.795 · Cited by 265 · see citing works
Tutorials in Motor Neuroscience
Requin, J., & Stelmach, G. E. (1991) · Springer eBooks · doi:10.1007/978-94-011-3626-6 · Cited by 264 · see citing works
Modulation of Motor Excitability during Speech Perception: The Role of Broca's Area
Watkins, K. E., & Paus, T. (2004) · Journal of Cognitive Neuroscience · doi:10.1162/0898929041502616 · Cited by 263 · see citing works
Coarticulation in recent speech production models
Kent, R. D., & Minifie, F. D. (1977) · Journal of Phonetics · doi:10.1016/s0095-4470(19)31123-4 · Cited by 261 · see citing works
A systems perspective on the effective connectivity of overt speech production
Eickhoff, S. B., Heim, S., Zilles, K., & Amunts, K. (2009) · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · doi:10.1098/rsta.2008.0287 · Cited by 252 · see citing works
Coarticulation: Theory, Data, and Techniques
Munhall, K. G. (2001) · The Journal of the Acoustical Society of America · doi:10.1121/1.1332376 · Cited by 242 · see citing works
Anomalous anatomy of speech–language areas in adults with persistent developmental stuttering
Foundas, A. L., Bollich, A. M., Corey, D. M., Hurley, M. M., & Heilman, K. M. (2001) · Neurology · doi:10.1212/wnl.57.2.207 · Cited by 241 · see citing works
Sensorimotor Adaptation of Speech I
Houde, J. F., & Jordan, M. I. (2002) · Journal of Speech Language and Hearing Research · doi:10.1044/1092-4388(2002/023 · Cited by 233 · see citing works
Self-citationIntermittency in Human Manual Tracking Tasks
Miall, R. C., Weir, J. P., & Stein, J. F. (1993) · Journal of Motor Behavior · doi:10.1080/00222895.1993.9941639 · Cited by 230 · see citing works
Wilson, S. M., & Iacoboni, M. (2006) · NeuroImage · doi:10.1016/j.neuroimage.2006.05.032 · Cited by 228 · see citing works
Human motor actions: Bernstein reassessed
Butterworth, G. E. (1985) · Biological Psychology · doi:10.1016/0301-0511(85)90026-2 · Cited by 228 · see citing works
Fairbanks, G. (1954) · Journal of Speech and Hearing Disorders · doi:10.1044/jshd.1902.133 · Cited by 220 · see citing works
Introduction: the phonetic bases of phonological Markedness
Hayes, B., & Steriade, D. (2004) · Cambridge University Press eBooks · doi:10.1017/cbo9780511486401.001 · Cited by 215 · see citing works
Magnetoencephalographic evidence for a precise forward model in speech production
Heinks-Maldonado, T. H., Nagarajan, S. S., & Houde, J. F. (2006) · NeuroReport · doi:10.1097/01.wnr.0000233102.43526.e9 · Cited by 213 · see citing works
Self-citationBlakemore, S., Wolpert, D. M., & Frith, C. (1999) · NeuroImage · doi:10.1006/nimg.1999.0478 · Cited by 211 · see citing works
Generalization to Local Remappings of the Visuomotor Coordinate Transformation
Ghahramani, Z., Wolpert, D. M., & Jordan, M. I. (1996) · Journal of Neuroscience · doi:10.1523/jneurosci.16-21-07085.1996 · Cited by 205 · see citing works
The silent period in a muscle of the human hand
Merton, P. A. (1951) · The Journal of Physiology · doi:10.1113/jphysiol.1951.sp004610 · Cited by 203 · see citing works
Todorov, E. (2006) · The MIT Press eBooks · doi:10.7551/mitpress/1535.003.0018 · Cited by 198 · see citing works
Perceptual recalibration of speech sounds following speech motor learning
Shiller, D. M., Sato, M., Gracco, V. L., & Baum, S. R. (2009) · The Journal of the Acoustical Society of America · doi:10.1121/1.3058638 · Cited by 197 · see citing works
Effects of frequency-shifted feedback on the pitch of vocal productions
Elman, J. L. (1981) · The Journal of the Acoustical Society of America · doi:10.1121/1.386580 · Cited by 192 · see citing works
Zheng, Z. Z., Munhall, K. G., & Johnsrude, I. S. (2010) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2009.21324 · Cited by 177 · see citing works
Subject's own speech reduces reactivity of the human auditory cortex
Numminen, J., Salmelin, R., & Hari, R. (1999) · Neuroscience Letters · doi:10.1016/s0304-3940(99)00218-9 · Cited by 163 · see citing works
Dynamics of Auditory–Vocal Interaction in Monkey Auditory Cortex
Eliades, S. J., & Wang, X. (2005) · Cerebral Cortex · doi:10.1093/cercor/bhi030 · Cited by 150 · see citing works
Aberrant auditory processing and atypical planum temporale in developmental stuttering
Foundas, A. L., Bollich, A. M., Feldman, J., Corey, D. M., Hurley, M. M., Lemen, L. C., & Heilman, K. M. (2004) · Neurology · doi:10.1212/01.wnl.0000142993.33158.2a · Cited by 149 · see citing works
Effects of pitch-shift velocity on voice F0 responses
Larson, C. R., Burnett, T. A., Kiran, S., & Hain, T. C. (2000) · The Journal of the Acoustical Society of America · doi:10.1121/1.428323 · Cited by 148 · see citing works
Speech Motor Dynamics in Stuttering
Peters, H. F. M., & Hulstijn, W. (1987) · Springer eBooks · doi:10.1007/978-3-7091-6969-8 · Cited by 147 · see citing works
Speech Production Characteristics of the Hearing Impaired
Osberger, M. J., & McGarr, N. S. (1982) · Speech and language: advances in basic research and practice · doi:10.1016/b978-0-12-608608-9.50013-9 · Cited by 139 · see citing works
Cykowski, M. D., Fox, P. T., Ingham, R. J., Ingham, J. C., & Robin, D. A. (2010) · NeuroImage · doi:10.1016/j.neuroimage.2010.05.011 · Cited by 139 · see citing works
Remapping auditory-motor representations in voice production.
Jones, J. A., & Munhall, K. (2005) · Current Biology · doi:10.1016/j.cub.2005.08.063 · Cited by 137 · see citing works
Dynamic articulatory model of speech production using computer simulation.
Henke, W. L. (1966) · Defense Technical Information Center (DTIC) · Cited by 136 · see citing works
Some Effects of Side-Tone Delay
Lee, B. S. (1950) · The Journal of the Acoustical Society of America · doi:10.1121/1.1906665 · Cited by 130 · see citing works
Internal models in sensorimotor integration: perspectives from adaptive control theory
Tin, C., & Poon, C. (2005) · Journal of Neural Engineering · doi:10.1088/1741-2560/2/3/s01 · Cited by 123 · see citing works
Interaction between phonological and semantic factors in auditory comprehension
Baker, E. H., Blumstein, S. E., & Goodglass, H. (1981) · Neuropsychologia · doi:10.1016/0028-3932(81)90039-7 · Cited by 123 · see citing works
The role of auditory feedback during phonation: studies of Mandarin tone production
Jones, J. A., & Munhall, K. (2002) · J. Phonetics · doi:10.1006/jpho.2001.0160 · Cited by 122 · see citing works
Beiträge zur Physiologie der willkürlichen Bewegung
Wachholder, K., & Altenburger, H. (1926) · Pflügers Archiv - European Journal of Physiology · doi:10.1007/bf01741942 · Cited by 117 · see citing works
Payan, Y., & Perrier, P. (1997) · Speech Communication · doi:10.1016/s0167-6393(97)00019-8 · Cited by 116 · see citing works
Somatosensory Precision in Speech Production
Nasir, S. M., & Ostry, D. J. (2006) · Current Biology · doi:10.1016/j.cub.2006.07.069 · Cited by 115 · see citing works
Partial Compensation for Altered Auditory Feedback: A Tradeoff with Somatosensory Feedback?
Katseff, S., Houde, J. F., & Johnson, K. A. (2011) · Language and Speech · doi:10.1177/0023830911417802 · Cited by 115 · see citing works
Self-citationThe influence of syllable onset complexity and syllable frequency on speech motor control
Riecker, A., Brendel, B., Ziegler, W., Erb, M., & Ackermann, H. (2008) · Brain and Language · doi:10.1016/j.bandl.2008.01.008 · Cited by 113 · see citing works
Speech target modulates speaking induced suppression in auditory cortex
Ventura, M. I., Nagarajan, S. S., & Houde, J. F. (2009) · BMC Neuroscience · doi:10.1186/1471-2202-10-58 · Cited by 113 · see citing works
Self-citationSome aspects of phonological impairment in aphasia*1
Miceli, G. (1980) · Brain and Language · doi:10.1016/0093-934x(80)90117-0 · Cited by 112 · see citing works
Chemical Genetics Reveals a Role for Mps1 Kinase in Kinetochore Attachment during Mitosis
Jones, M. H., Huneycutt, B. J., Pearson, C. G., et al. (2005) · Current Biology · doi:10.1016/j.cub.2005.01.010 · Cited by 112 · see citing works
Numminen, J., & Curio, G. (1999) · Neuroscience Letters · doi:10.1016/s0304-3940(99)00573-x · Cited by 109 · see citing works
Auditory–Motor Interaction Revealed by fMRI: Speech, Music, and Working Memory in Area Spt
Hickok, G. S., Buchsbaum, B. R., Humphries, C., et al. (2003) · Journal of Cognitive Neuroscience · doi:10.1162/jocn.2003.15.5.673 · Cited by 108 · see citing works
Cortical processing mechanism for vocalization with auditory verbal feedback
Hirano, S., Kojima, H., Naito, Y., Honjo, I., Kamoto, Y., Okazawa, H., Ishizu, K., Yonekura, Y., Nagahama, Y., Fukuyama, H., et al. (1997) · Neuroreport · doi:10.1097/00001756-199707070-00055 · Cited by 107 · see citing works
Auditory plasticity and speech motor learning
Nasir, S. M., & Ostry, D. J. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0907032106 · Cited by 104 · see citing works
Disconnexion Syndromes in Animals and Man: Part I
Geschwind, N. (2010) · Neuropsychology Review · doi:10.1007/s11065-010-9131-0 · Cited by 104 · see citing works
Beiträge zur Physiologie der willkürlichen Bewegung
Wachholder, K., & Altenburger, H. (1925) · Pflügers Archiv - European Journal of Physiology · doi:10.1007/bf01730920 · Cited by 104 · see citing works
Neural correlates of auditory feedback control in human
Toyomura, A., Koyama, S., Miyamaoto, T., Terao, A., Omori, T., Murohashi, H., & Kuriki, S. (2007) · Neuroscience · doi:10.1016/j.neuroscience.2007.02.023 · Cited by 102 · see citing works
Spectrographic Study of Vowel Reduction
Lindblom, B. E. F. (1963) · The Journal of the Acoustical Society of America · doi:10.1121/1.2142410 · Cited by 98 · see citing works
Jürgens, U., Kirzinger, A., & CRAMON, D. V. (1982) · Cortex · doi:10.1016/s0010-9452(82)80024-5 · Cited by 94 · see citing works
Learning to produce speech with an altered vocal tract: The role of auditory feedback
Jones, J. A., & Munhall, K. G. (2003) · The Journal of the Acoustical Society of America · doi:10.1121/1.1529670 · Cited by 93 · see citing works
The Equilibrium Point Hypothesis and Its Application to Speech Motor Control
Perrier, P., Ostry, D. J., & Laboissière, R. (1996) · Journal of Speech Language and Hearing Research · doi:10.1044/jshr.3902.365 · Cited by 90 · see citing works
Speech motor learning in profoundly deaf adults
Nasir, S. M., & Ostry, D. J. (2008) · Nature Neuroscience · doi:10.1038/nn.2193 · Cited by 88 · see citing works
Compensations in response to real-time formant perturbations of different magnitudes
MacDonald, E., Goldberg, R., & Munhall, K. G. (2010) · The Journal of the Acoustical Society of America · doi:10.1121/1.3278606 · Cited by 88 · see citing works
Timing of pure tone and noise-evoked responses in macaque auditory cortex
Lakatos, P., Pincze, Z., Fu, K.-M. G., Javitt, D. C., Karmos, G., & Schroeder, C. E. (2005) · Neuroreport · doi:10.1097/00001756-200506210-00011 · Cited by 86 · see citing works
A dynamic biomechanical model for neural control of speech production
Sanguineti, V., Laboissière, R., & Ostry, D. J. (1998) · The Journal of the Acoustical Society of America · doi:10.1121/1.421296 · Cited by 84 · see citing works
Cortical Responsiveness During Inner Speech in Schizophrenia: An Event-Related Potential Study
Ford, J. M., Mathalon, D. H., Kalba, S., Whitfield‐Gabrieli, S., Faustman, W. O., & Roth, W. T. (2001) · American Journal of Psychiatry · doi:10.1176/appi.ajp.158.11.1914 · Cited by 84 · see citing works
Factors Affecting Fluency in Stutterers when Speaking under Altered Auditory Feedback
Howell, P. G., El-Yaniv, N., & Powell, D. J. (1987) · Springer eBooks · doi:10.1007/978-3-7091-6969-8_28 · Cited by 82 · see citing works
Motor mechanisms in speech ontogeny: phylogenetic, neurobiological and linguistic implications
MacNeilage, P. F., & Davis, B. L. (2001) · Current Opinion in Neurobiology · doi:10.1016/s0959-4388(01)00271-9 · Cited by 81 · see citing works
A control model of human tongue movements in speech
Sanguineti, V., Laboissière, R., & Payan, Y. (1997) · Biological Cybernetics · doi:10.1007/s004220050362 · Cited by 81 · see citing works
Natke, U., & Kalveram, K. T. (2001) · Journal of Speech Language and Hearing Research · doi:10.1044/1092-4388(2001/045 · Cited by 77 · see citing works
Effects Of Auditory Masking Upon The Speech Of Stutterers
Maraist, J. A., & Hutton, C. (1957) · Journal of Speech and Hearing Disorders · doi:10.1044/jshd.2203.385 · Cited by 76 · see citing works
Diffusion tensor spectroscopy and imaging of the arcuate fasciculus
Upadhyay, J., Hallock, K., Ducros, M. G., Kim, D., & Ronen, I. (2007) · NeuroImage · doi:10.1016/j.neuroimage.2007.08.046 · Cited by 71 · see citing works
A multiple degree of freedom electromechanical Helmholtz resonator
Liu, F., Horowitz, S., Nishida, T., et al. (2007) · The Journal of the Acoustical Society of America · doi:10.1121/1.2735116 · Cited by 70 · see citing works
Articulation Without Oral Sensory Control
Scott, C. M., & Ringel, R. L. (1971) · Journal of Speech and Hearing Research · doi:10.1044/jshr.1404.804 · Cited by 68 · see citing works
Specificity of Speech Motor Learning
Tremblay, S. M., Houle, G., & Ostry, D. J. (2008) · Journal of Neuroscience · doi:10.1523/jneurosci.4196-07.2008 · Cited by 67 · see citing works
Hirano, S., Naito, Y., Okazawa, H., Kojima, H., Honjo, I., Ishizu, K., Yenokura, Y., Nagahama, Y., Fukuyama, H., & Konishi, J. (1997) · Experimental Brain Research · doi:10.1007/bf02454143 · Cited by 66 · see citing works
Length of muscle, and the heat and tension developed in an isometric contraction
Hill, A. V. (1925) · The Journal of Physiology · doi:10.1113/jphysiol.1925.sp002242 · Cited by 66 · see citing works
Postlingually Acquired Deafness: Speech Deterioration and the Wider Consequences
Cowie, R., & Douglas‐Cowie, E. (1992) · Mouton eBooks · doi:10.1515/9783110869125 · Cited by 61 · see citing works
Cortical speech processing mechanisms while vocalizing visually presented languages
Hirano, S., Kojima, H., Naito, Y., Honjo, I., Kamoto, Y., Okazawa, H., Ishizu, K., Yonekura, Y., Nagahama, Y., Fukuyama, H., et al. (1996) · Neuroreport · doi:10.1097/00001756-199612200-00071 · Cited by 57 · see citing works
Dynamics of intergestural timing: a perturbation study of lip-larynx coordination
Saltzman, E. L., Löfqvist, A., Kay, B. A., Kinsella-Shaw, J., & Rubin, P. E. (1998) · Experimental Brain Research · doi:10.1007/s002210050586 · Cited by 55 · see citing works
Sensorimotor actions in the control of multi-movement speech gestures
Abbs, J. H., & Gracco, V. L. (1983) · Trends in Neurosciences · doi:10.1016/0166-2236(83)90173-x · Cited by 55 · see citing works
Coding of temporal onset envelope in the auditory system
Heil, P. F. (2003) · Speech Communication · doi:10.1016/s0167-6393(02)00099-7 · Cited by 54 · see citing works
A systems perspective on the effective connectivity of overt speech production
Eickhoff, S. B., Heim, S., Zilles, K., & Amunts, K. (2009) · NeuroImage · doi:10.1016/s1053-8119(09)70789-x · Cited by 52 · see citing works
Godey, B., Atencio, C. A., Bonham, B. H., Schreiner, C. E., & Cheung, S. W. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00950.2004 · Cited by 51 · see citing works
Optimality, stochasticity, and variability in motor behavior
Guigon, E., Baraduc, P., & Desmurget, M. (2007) · Journal of Computational Neuroscience · doi:10.1007/s10827-007-0041-y · Cited by 49 · see citing works
Changes in sound pressure and fundamental frequency contours following changes in hearing status
Lane, H. L., Wozniak, J., Matthies, M. L., Svirsky, M. A., Perkell, J. S., O’Connell, M., & Manzella, J. (1997) · The Journal of the Acoustical Society of America · doi:10.1121/1.418245 · Cited by 49 · see citing works
Plasticity in Primary Auditory Cortex of Monkeys with Altered Vocal Production
Cheung, S. W., Nagarajan, S., Schreiner, C., Bedenbaugh, P., & Wong, A. (2005) · Journal of Neuroscience · doi:10.1523/jneurosci.5289-04.2005 · Cited by 47 · see citing works
Self-citationOn determinants of first-spike latency in auditory cortex
Heil, P. F., & Irvine, D. R. F. (1996) · Neuroreport · doi:10.1097/00001756-199611250-00056 · Cited by 45 · see citing works
Kalveram, K. T., & Jäncke, L. (2009) · Folia Phoniatrica et Logopaedica · doi:10.1159/000265930 · Cited by 40 · see citing works
Task-specific sensorimotor interactions in speech production
Shaiman, S., & Gracco, V. L. (2002) · Experimental Brain Research · doi:10.1007/s00221-002-1195-5 · Cited by 40 · see citing works
Natke, U., Grosser, J., & Kalveram, K. T. (2001) · Journal of Fluency Disorders · doi:10.1016/s0094-730x(01)00099-7 · Cited by 36 · see citing works
Delayed Auditory Feedback and Stuttering
Soderberg, G. A. (1968) · Journal of Speech and Hearing Disorders · doi:10.1044/jshd.3303.260 · Cited by 35 · see citing works
Recent advances in laryngeal sensorimotor control for voice, speech and swallowing
Ludlow, C. L. (2004) · Current Opinion in Otolaryngology & Head & Neck Surgery · doi:10.1097/01.moo.0000120302.58882.13 · Cited by 31 · see citing works
Why can't you tickle yourself?
Simpson, M. (2001) · Western Journal of Medicine · doi:10.1136/ewjm.174.6.425 · Cited by 30 · see citing works
Reliability of sidetone amplification effect in vocal intensity
Chang-Yit, R., Pick, H. L., & Siegel, G. M. (1975) · Journal of Communication Disorders · doi:10.1016/0021-9924(75)90032-5 · Cited by 29 · see citing works
Multimodal integration for the representation of space in the posterior parietal cortex
Andersen, R. A. (1998) · doi:10.1093/oso/9780198524533.003.0005 · Cited by 29 · see citing works
Compensatory responses to loudness-shifted voice feedback during production of Mandarin speech
Liu, H., Zhang, Q., Xu, Y., & Larson, C. R. (2007) · The Journal of the Acoustical Society of America · doi:10.1121/1.2773955 · Cited by 25 · see citing works
The motor cortex is involved in reflexive compensatory adjustment of speech articulation
Ito, T., Kimura, T., & Gomi, H. (2005) · Neuroreport · doi:10.1097/01.wnr.0000185956.58099.f4 · Cited by 25 · see citing works
The structure of segmental errors in the speech of deaf children
Levitt, H., Stromberg, H., Smith, C., & Gold, T. (1980) · Journal of Communication Disorders · doi:10.1016/0021-9924(80)90043-x · Cited by 22 · see citing works
Coarticulation theory, data and techniques
Hardcastle, W. J. (1999) · Cited by 17 · see citing works
Is the long-latency stretch reflex in human masseter transcortical?
Pearce, S. L., Miles, T. S., Thompson, P. D., & Nordstrom, M. A. (2003) · Experimental Brain Research · doi:10.1007/s00221-003-1467-8 · Cited by 16 · see citing works
Auditory receptive area in the cerebellar hemisphere is surrounded by somatosensory areas
Huang, C., Liu, G., Yang, B.-Y., Mu, H., & Hsia, C.-F. (1991) · Brain Research · doi:10.1016/0006-8993(91)91025-v · Cited by 15 · see citing works
Auditory management of hearing-impaired children : principles and prerequisites for intervention
Ross, M., & Giolas, T. G. (1978) · University Park Press eBooks · Cited by 12 · see citing works
Monoson, P. K. (1994) · Ear and Hearing · doi:10.1097/00003446-199412000-00014 · Cited by 9 · see citing works
Computer applications in audiology and rehabilitation of the hearing impaired
Levitt, H. (1980) · Journal of Communication Disorders · doi:10.1016/0021-9924(80)90046-5 · Cited by 6 · see citing works
Human Jaw Motion Control in Mastication and Speech
Ostry, D. J., Flanagan, J. R., Feldman, A. G., & Munhall, K. G. (1991) · Springer eBooks · doi:10.1007/978-94-011-3626-6_42 · Cited by 4 · see citing works
Motor and sensory adaptation following auditory perturbation of /s/ production
Shiller, D. M., Sato, M., Gracco, V. L., & Baum, S. R. (2007) · The Journal of the Acoustical Society of America · doi:10.1121/1.2942961 · Cited by 3 · see citing works
Adaptation to altered feedback in speech
Jones, J. A., Munhall, K. G., & Vatikiotis-Bateson, E. (1998) · The Journal of the Acoustical Society of America · doi:10.1121/1.424473 · Cited by 2 · see citing works
Involvement of Auditory Cortex in Speech Production
Guenther, F. H. (2008) · The Journal of the Acoustical Society of America · doi:10.1121/1.2934681 · Cited by 1 · see citing works
Neuronal activity and the early formation of ocular dominance columns in the visual cortex
Eysel, U. T. (2000) · Neuroreport · doi:10.1097/00001756-200008030-00001 · Cited by 1 · see citing works
Attenuation of (n,0) Transverse Modes in a Rectangular Tube
Beatty, R. E. (1950) · The Journal of the Acoustical Society of America · doi:10.1121/1.1906664 · Cited by 1 · see citing works
Ultrasonic backscattering from random rough solid interfaces
de Billy, M., Quentin, G., & Adler, L. (1981) · The Journal of the Acoustical Society of America · doi:10.1121/1.2018884
Curio (2000) · doi:10.1002/(sici)1097-0193(200004)9:4
Yeterian (1998) · doi:10.1002/(sici)1096-9861(19980928)399:3
Flagged first, then by citations
Research works printed but not linked: 4
- Ghosh S. S. (2004). Understanding Cortical and Cerebellar Contributions to Speech Production Through Modeling and Functional Imaging. Ph. D. dissertation, Boston University, Boston, MA
- Houde J. F. Jordan M. I. (1997). “Adaptation in speech motor control,” in Advances in Neural Information Processing Systems, Vol. 10, eds Jordan M. I. Kearns M. J. Solla S. A. (Cambridge, MA: MIT Press), 38– 44
- Jacobs O. L. R. (1993). Introduction to Control Theory, 2nd Edn. Oxford, UK: Oxford University Press
- Ostry D. J. Flanagan J. R. Feldman A. G. Munhall K. G. (1992). “Human jaw movement kinematics and control,” in Tutorials in Motor Behavior, 2. Advances in Psychology, Vol. 87, eds Stelmach G. E. Requin J. (Oxford: North-Holland), 647– 660
Cited by
Sorted by citations
Computational neuroanatomy of speech production
Hickok, G. (2012) · Nature Reviews Neuroscience · doi:10.1038/nrn3158 · Cited by 837 · see citing works
Perrone-Bertolotti, M., Rapin, L., Lachaux, J.-P., Baciu, M., & Lœvenbruck, H. (2014) · Behavioural Brain Research · doi:10.1016/j.bbr.2013.12.034 · Cited by 317 · see citing works
Human cortical sensorimotor network underlying feedback control of vocal pitch
Chang, E., Niziolek, C., Knight, R., Nagarajan, S., & Houde, J. (2013) · Proceedings of the National Academy of Sciences of the United States of America · doi:10.1073/pnas.1216827110 · Cited by 253 · see citing works
Self-citationWhat does motor efference copy represent? Evidence from speech production
Niziolek, C. A., Nagarajan, S. S., & Houde, J. F. (2013) · The Journal of Neuroscience · doi:10.1523/jneurosci.2137-13.2013 · Cited by 222 · see citing works
Self-citationThe auditory representation of speech sounds in human motor cortex
Cheung, C., Hamilton, L. S., Johnson, K. A., & Chang, E. F. (2016) · eLife · doi:10.7554/elife.12577 · Cited by 218 · see citing works
Translating Birdsong: Songbirds as a model for basic and applied medical research
Brainard, M., & Doupe, A. (2013) · Annual Review of Neuroscience · doi:10.1146/annurev-neuro-060909-152826 · Cited by 229 · see citing works
The architecture of speech production and the role of the phoneme in speech processing
Hickok, G. S. (2013) · Language Cognition and Neuroscience · doi:10.1080/01690965.2013.834370 · Cited by 188 · see citing works
Neural basis of speech perception
Hickok, G. S., & Poeppel, D. (2015) · Handbook of clinical neurology · doi:10.1016/b978-0-444-62630-1.00008-1 · Cited by 155 · see citing works
Cai, S., Beal, D. S., Ghosh, S., Tiede, M., Guenther, F. H., & Perkell, J. S. (2012) · PLoS ONE · doi:10.1371/journal.pone.0041830 · Cited by 148 · see citing works
Buz, E., Tanenhaus, M. K., & Jaeger, T. F. (2016) · Journal of Memory and Language · doi:10.1016/j.jml.2015.12.009 · Cited by 145 · see citing works
The cortical computations underlying feedback control in vocal production
Houde, J. F., & Chang, E. F. (2015) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2015.04.006 · Cited by 121 · see citing works
Self-citationThe FACTS model of speech motor control: Fusing state estimation and task-based control
Parrell, B., Ramanarayanan, V., Nagarajan, S. S., & Houde, J. F. (2019) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1007321 · Cited by 119 · see citing works
Self-citationKrieg, S. M., Tarapore, P. E., Picht, T., Tanigawa, N., Houde, J. F., Sollmann, N., Meyer, B., Vajkoczy, P., Berger, M. S., Ringel, F. A., et al. (2014) · NeuroImage · doi:10.1016/j.neuroimage.2014.06.016 · Cited by 110 · see citing works
Self-citationKleber, B., Zeitouni, A. G., Friberg, A., & Zatorre, R. J. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.4418-12.2013 · Cited by 110 · see citing works
Silva, A. B., Littlejohn, K. T., Liu, J. R., Moses, D. A., & Chang, E. F. (2024) · Nature Reviews Neuroscience · doi:10.1038/s41583-024-00819-9 · Cited by 103 · see citing works
“Furthermore, self-perception of speech is an important component to speech-motor control 122,123 .”
Functional Heterogeneity within the Default Network during Semantic Processing and Speech Production
Seghier, M. L., & Price, C. J. (2012) · Frontiers in Psychology · doi:10.3389/fpsyg.2012.00281 · Cited by 104 · see citing works
Grandchamp, R., Rapin, L., Perrone-Bertolotti, M., Pichat, C., Haldin, C., Cousin, E., Lachaux, J.-P., Dohen, M., Perrier, P., Garnier, M., et al. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02019 · Cited by 97 · see citing works
Decoding Articulatory Features from fMRI Responses in Dorsal Speech Regions
Correia, J., Jansma, B. M., & Bonte, M. L. (2015) · Journal of Neuroscience · doi:10.1523/jneurosci.0977-15.2015 · Cited by 99 · see citing works
Language prediction mechanisms in human auditory cortex
Forseth, K. J., Hickok, G. S., Rollo, P. S., & Tandon, N. (2020) · Nature Communications · doi:10.1038/s41467-020-19010-6 · Cited by 97 · see citing works
Friston, K. J., Sajid, N., Quiroga‐Martinez, D. R., Parr, T., Price, C. J., & Holmes, E. (2020) · Hearing Research · doi:10.1016/j.heares.2020.107998 · Cited by 102 · see citing works
Neural Correlates of Vocal Production and Motor Control in Human Heschl's Gyrus
Behroozmand, R., Oya, H., Nourski, K. V., Kawasaki, H., Larson, C. R., Brugge, J. F., Howard, M. A., & Greenlee, J. D. W. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.3305-14.2016 · Cited by 92 · see citing works
Sensorimotor impairment of speech auditory feedback processing in aphasia
Behroozmand, R., Johnson, L. P., Johari, K., Bonilha, L., Rorden, C., Hickok, G. S., & Fridriksson, J. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.10.014 · Cited by 86 · see citing works
Floegel, M., Fuchs, S. I., & Kell, C. A. (2020) · Nature Communications · doi:10.1038/s41467-020-16743-2 · Cited by 85 · see citing works
Jenson, D. E., Bowers, A. L., Harkrider, A. W., Thornton, D. M., Cuellar, M. E., & Saltuklaroglu, T. (2014) · Frontiers in Psychology · doi:10.3389/fpsyg.2014.00656 · Cited by 82 · see citing works
Sensorimotor adaptation of voice fundamental frequency in Parkinson's disease
Abur, D., Lester‐Smith, R. A., Daliri, A., Lupiani, A. A., Guenther, F. H., & Stepp, C. E. (2018) · PLoS ONE · doi:10.1371/journal.pone.0191839 · Cited by 79 · see citing works
Herman, A. B., Houde, J. F., Vinogradov, S., & Nagarajan, S. S. (2013) · Journal of Neuroscience · doi:10.1523/jneurosci.1472-12.2013 · Cited by 76 · see citing works
Self-citationNeural Basis of Speech Perception
Hickok, G. S., & Poeppel, D. (2015) · Elsevier eBooks · doi:10.1016/b978-0-12-407794-2.00025-0 · Cited by 80 · see citing works
Modeling the Role of Sensory Feedback in Speech Motor Control and Learning
Parrell, B., & Houde, J. (2019) · Journal of Speech, Language, and Hearing Research · doi:10.1044/2019_jslhr-s-csmc7-18-0127 · Cited by 75 · see citing works
Self-citationA bilateral cortical network responds to pitch perturbations in speech feedback
Kort, N. S., Nagarajan, S. S., & Houde, J. F. (2013) · NeuroImage · doi:10.1016/j.neuroimage.2013.09.042 · Cited by 75 · see citing works
Self-citationTian, X., & Poeppel, D. (2015) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00692 · Cited by 75 · see citing works
Current models of speech motor control: A control-theoretic overview of architectures and properties
Parrell, B., Lammert, A. C., Ciccarelli, G. A., & Quatieri, T. F. (2019) · The Journal of the Acoustical Society of America · doi:10.1121/1.5092807 · Cited by 78 · see citing works
Rogalsky, C., Poppa, T., Chen, K., Anderson, S. W., Damásio, H., Love, T. E., & Hickok, G. S. (2015) · Neuropsychologia · doi:10.1016/j.neuropsychologia.2015.03.012 · Cited by 73 · see citing works
Neural evidence for predictive coding in auditory cortex during speech production
Okada, K., Matchin, W., & Hickok, G. S. (2017) · Psychonomic Bulletin & Review · doi:10.3758/s13423-017-1284-x · Cited by 69 · see citing works
Brumberg, J. S., Krusienski, D. J., Chakrabarti, S., Gunduz, A., Brunner, P., Ritaccio, A. L., & Schalk, G. (2016) · PLoS ONE · doi:10.1371/journal.pone.0166872 · Cited by 71 · see citing works
An fMRI Study of Audiovisual Speech Perception Reveals Multisensory Interactions in Auditory Cortex
Okada, K., Venezia, J. H., Matchin, W., Saberi, K., & Hickok, G. S. (2013) · PLoS ONE · doi:10.1371/journal.pone.0068959 · Cited by 70 · see citing works
Kleber, B., Friberg, A., Zeitouni, A. G., & Zatorre, R. J. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.11.059 · Cited by 70 · see citing works
Ozker, M., Doyle, W., Devinsky, O., & Flinker, A. (2022) · PLOS Biology · doi:10.1371/journal.pbio.3001493 · Cited by 59 · see citing works
New Developments in Understanding the Complexity of Human Speech Production
Simonyan, K., Ackermann, H., Chang, E. F., & Greenlee, J. D. W. (2016) · Journal of Neuroscience · doi:10.1523/jneurosci.2424-16.2016 · Cited by 67 · see citing works
The Application of EEG Mu Rhythm Measures to Neurophysiological Research in Stuttering
Jenson, D. E., Bowers, A. L., Hudock, D., & Saltuklaroglu, T. (2020) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2019.00458 · Cited by 63 · see citing works
Kleber, B., Veit, R., Moll, C. V., Christian Gaser, B., Birbaumer, N., & Lotze, M. (2016) · NeuroImage · doi:10.1016/j.neuroimage.2016.03.045 · Cited by 65 · see citing works
A Comprehension- or a Production-Based Monitor? Response to Roelofs (2020)
Nozari, N. (2020) · Journal of Cognition · doi:10.5334/joc.102 · Cited by 64 · see citing works
The dual stream model of speech and language processing
Hickok, G. S. (2022) · Handbook of clinical neurology · doi:10.1016/b978-0-12-823384-9.00003-7 · Cited by 69 · see citing works
Reliance on auditory feedback in children with childhood apraxia of speech
Iuzzini-Seigel, J., Hogan, T. P., GUARINO, A. J., & Green, J. R. (2015) · Journal of Communication Disorders · doi:10.1016/j.jcomdis.2015.01.002 · Cited by 65 · see citing works
Evidence that the Lombard effect is frequency-specific in humans
Stowe, L. M., & Golob, E. J. (2013) · The Journal of the Acoustical Society of America · doi:10.1121/1.4807645 · Cited by 63 · see citing works
Stefaniak, J. D., Alyahya, R. S. W., & Ralph, M. A. L. (2021) · NeuroImage · doi:10.1016/j.neuroimage.2021.117960 · Cited by 59 · see citing works
Krieg, S. M., Sollmann, N., Tanigawa, N., Förschler, A., Meyer, B., & Ringel, F. A. (2015) · Brain Structure and Function · doi:10.1007/s00429-015-1042-7 · Cited by 59 · see citing works
Abnormal vocal behavior predicts executive and memory deficits in Alzheimer's disease
Ranasinghe, K. G., Gill, J. S., Kothare, H., Beagle, A. J., Mizuiri, D., Honma, S. M., Gorno‐Tempini, M. L., Miller, B. L., Vossel, K. A., Nagarajan, S. S., et al. (2017) · Neurobiology of Aging · doi:10.1016/j.neurobiolaging.2016.12.020 · Cited by 59 · see citing works
Self-citationDifferential Diagnosis of Apraxia of Speech in Children and Adults: A Scoping Review
Allison, K. M., Cordella, C., Iuzzini-Seigel, J., & Green, J. R. (2020) · Journal of Speech Language and Hearing Research · doi:10.1044/2020_jslhr-20-00061 · Cited by 58 · see citing works
Mathalon, D., Roach, B., Ferri, J., Loewy, R., Stuart, B. K., Perez, V., Trujillo, T. H., & Ford, J. (2018) · Psychological Medicine · doi:10.1017/s0033291718002659 · Cited by 45 · see citing works
Speaking-Induced Suppression of the Auditory Cortex in Humans and Its Relevance to Schizophrenia
Whitford, T. J. (2019) · Biological Psychiatry Cognitive Neuroscience and Neuroimaging · doi:10.1016/j.bpsc.2019.05.011 · Cited by 56 · see citing works
The Neural Basis of Vocal Pitch Imitation in Humans
Belyk, M., Pfordresher, P. Q., Mario Liotti, A., & Brown, S. (2015) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00914 · Cited by 55 · see citing works
Guo, Z., Wu, X., Li, W., Jones, J. A., Yan, N., Sheft, S., Liu, P., & Liu, H. (2017) · Journal of Neuroscience · doi:10.1523/jneurosci.1329-17.2017 · Cited by 54 · see citing works
Human Sensorimotor Cortex Control of Directly Measured Vocal Tract Movements during Vowel Production
Conant, D. F., Bouchard, K. E., Leonard, M. K., & Chang, E. F. (2018) · Journal of Neuroscience · doi:10.1523/jneurosci.2382-17.2018 · Cited by 54 · see citing works
Sato, M., Grabski, K., Garnier, M., Granjon, L., Schwartz, J., & Nguyen, N. (2013) · Frontiers in Psychology · doi:10.3389/fpsyg.2013.00422 · Cited by 53 · see citing works
der Merwe, A. V. (2020) · Aphasiology · doi:10.1080/02687038.2020.1765306 · Cited by 55 · see citing works
Speech entrainment compensates for Broca's area damage
Fridriksson, J., Basilakos, A., Hickok, G. S., Bonilha, L., & Rorden, C. (2015) · Cortex · doi:10.1016/j.cortex.2015.04.013 · Cited by 51 · see citing works
Auditory representation of learned sound sequences in motor regions of the macaque brain
Archakov, D., DeWitt, I., Kuśmierek, P., Ortiz-Rios, M., Cameron, D. J., Cui, D., Morin, E. L., VanMeter, J. W., Sams, M. E., Jääskeläinen, I. P., et al. (2020) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1915610117 · Cited by 50 · see citing works
Auditory Cortex Processes Variation in Our Own Speech
Sitek, K. R., Mathalon, D. H., Roach, B. J., Houde, J. F., Niziolek, C. A., & Ford, J. M. (2013) · PLoS ONE · doi:10.1371/journal.pone.0082925 · Cited by 53 · see citing works
Self-citationMatchin, W., Groulx, K., & Hickok, G. S. (2013) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_00515 · Cited by 49 · see citing works
Role of N-Methyl D-aspartate receptors in action-based predictive coding deficits in schizophrenia
Kort, N. S., Ford, J. M., Roach, B. J., Gunduz-Bruce, H., Krystal, J. H., Jaeger, J., Reinhart, R. M. G., & Mathalon, D. H. (2017) · Biological Psychiatry · doi:10.1016/j.biopsych.2016.06.019 · Cited by 48 · see citing works
Kingyon, J. R., Behroozmand, R., Kelley, R. M., Oya, H., Kawasaki, H., Narayanan, N. S., & Greenlee, J. D. W. (2015) · Neuroscience · doi:10.1016/j.neuroscience.2015.07.069 · Cited by 38 · see citing works
Saltuklaroglu, T., Harkrider, A. W., Thornton, D. M., Jenson, D. E., & Kittilstved, T. (2017) · NeuroImage · doi:10.1016/j.neuroimage.2017.04.022 · Cited by 46 · see citing works
Spatially Conditioned Speech Timing: Evidence and Implications
Shaw, J. A., & Chen, W. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.02726 · Cited by 46 · see citing works
What Acoustic Studies Tell Us About Vowels in Developing and Disordered Speech
Kent, R. D., & Rountrey, C. E. (2020) · American Journal of Speech-Language Pathology · doi:10.1044/2020_ajslp-19-00178 · Cited by 45 · see citing works
Corticomuscular Coherence Is Tuned to the Spontaneous Rhythmicity of Speech at 2–3 Hz
Ruspantini, I., Saarinen, T., Belardinelli, P., Jalava, A., Parviainen, T. M., Kujala, J., & Salmelin, R. H. (2012) · Journal of Neuroscience · doi:10.1523/jneurosci.3191-11.2012 · Cited by 44 · see citing works
The Gesture as an Autonomous Nonlinear Dynamical System
Sorensen, T., & Gafos, A. I. (2016) · Ecological Psychology · doi:10.1080/10407413.2016.1230368 · Cited by 44 · see citing works
Hemodynamics of speech production: An fNIRS investigation of children who stutter
Walsh, B. M., Tian, F., Tourville, J. A., Yücel, M. A., Kuczek, T., & Bostian, A. (2017) · Scientific Reports · doi:10.1038/s41598-017-04357-6 · Cited by 44 · see citing works
Individual variability as a window on production-perception interactions in speech motor control
Franken, M. K., Acheson, D. J., McQueen, J. M., Eisner, F., & Peter Hagoort, A. (2017) · The Journal of the Acoustical Society of America · doi:10.1121/1.5006899 · Cited by 44 · see citing works
EEG mu rhythms: Rich sources of sensorimotor information in speech processing
Saltuklaroglu, T., Bowers, A. L., Harkrider, A. W., Casenhiser, D. M., Reilly, K. J., Jenson, D. E., & Thornton, D. M. (2018) · Brain and Language · doi:10.1016/j.bandl.2018.09.005 · Cited by 43 · see citing works
Houde, J. F., Gill, J. S., Agnew, Z. K., Kothare, H., Hickok, G. S., Parrell, B., Ivry, R. B., & Nagarajan, S. S. (2019) · The Journal of the Acoustical Society of America · doi:10.1121/1.5100910 · Cited by 41 · see citing works
Self-citationLimited Pre-Speech Auditory Modulation in Individuals Who Stutter: Data and Hypotheses
Max, L., & Daliri, A. (2019) · Journal of Speech Language and Hearing Research · doi:10.1044/2019_jslhr-s-csmc7-18-0358 · Cited by 48 · see citing works
Jenson, D. E., Harkrider, A. W., Thornton, D. M., Bowers, A. L., & Saltuklaroglu, T. (2015) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2015.00534 · Cited by 43 · see citing works
Abnormal speech motor control in individuals with 16p11.2 deletions
Demopoulos, C., Kothare, H., Mizuiri, D., Henderson-Sabes, J., Fregeau, B., Tjernagel, J., Houde, J. F., Sherr, E. H., & Nagarajan, S. S. (2018) · Scientific Reports · doi:10.1038/s41598-018-19751-x · Cited by 42 · see citing works
Self-citationEliades, S. J., & Wang, X. (2012) · Journal of Neurophysiology · doi:10.1152/jn.00698.2012 · Cited by 41 · see citing works
A cortical circuit for voluntary laryngeal control: Implications for the evolution language
Hickok, G. S. (2016) · Psychonomic Bulletin & Review · doi:10.3758/s13423-016-1100-z · Cited by 42 · see citing works
An interactive model of auditory-motor speech perception
Liebenthal, E., & Möttönen, R. (2017) · Brain and Language · doi:10.1016/j.bandl.2017.12.004 · Cited by 42 · see citing works
Successful auditory motor adaptation requires task-relevant auditory errors
Daliri, A., & Dittman, J. (2019) · Journal of Neurophysiology · doi:10.1152/jn.00662.2018 · Cited by 43 · see citing works
Ylinen, S., Nora, A., Leminen, A., Hakala, T., Huotilainen, M., Shtyrov, Y., Mäkelä, J. P., & Service, E. (2015) · Cerebral Cortex · doi:10.1093/cercor/bht351 · Cited by 42 · see citing works
Modulations of the auditory M100 in an imitation task
Franken, M. K., Peter Hagoort, A., & Acheson, D. J. (2015) · Brain and Language · doi:10.1016/j.bandl.2015.01.001 · Cited by 41 · see citing works
Berisha, V., & Liss, J. M. (2024) · npj Digital Medicine · doi:10.1038/s41746-024-01199-1 · Cited by 41 · see citing works
Sensorimotor integration on a rapid time scale
Luo, J., Kothari, N. B., & Moss, C. F. (2017) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1702671114 · Cited by 40 · see citing works
Robust Sensorimotor Learning during Variable Sentence-Level Speech
Lametti, D. R., Smith, H. J., Watkins, K. E., & Shiller, D. M. (2018) · Current Biology · doi:10.1016/j.cub.2018.07.030 · Cited by 41 · see citing works
Liu, D., Dai, G., Liu, C., Guo, Z., Xu, Z., Jones, J. A., Liu, P., & Liu, H. (2020) · Cerebral Cortex · doi:10.1093/cercor/bhaa054 · Cited by 41 · see citing works
The Relation of Articulatory and Vocal Auditory–Motor Control in Typical Speakers
Lester‐Smith, R. A., Daliri, A., Enos, N. M., Abur, D., Lupiani, A. A., Letcher, S. M., & Stepp, C. E. (2020) · Journal of Speech Language and Hearing Research · doi:10.1044/2020_jslhr-20-00192 · Cited by 41 · see citing works
Non-fluent speech following stroke is caused by impaired efference copy
Feenaughty, L., Basilakos, A., Bonilha, L., den Ouden, D., Rorden, C., Stark, B. C., & Fridriksson, J. (2017) · Cognitive Neuropsychology · doi:10.1080/02643294.2017.1394834 · Cited by 40 · see citing works
Formant compensation for auditory feedback with English vowels
Mitsuya, T., MacDonald, E., Munhall, K. G., & Purcell, D. W. (2015) · The Journal of the Acoustical Society of America · doi:10.1121/1.4923154 · Cited by 41 · see citing works
Hickok, G. S., Rogalsky, C., Chen, R., Herskovits, E. H., Townsley, S., & Hillis, A. E. (2014) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2014.00649 · Cited by 40 · see citing works
Cortico-cerebellar Networks Drive Sensorimotor Learning in Speech
Lametti, D. R., Smith, H. J., Freidin, P. F., & Watkins, K. E. (2017) · Journal of Cognitive Neuroscience · doi:10.1162/jocn_a_01216 · Cited by 40 · see citing works
The neuroanatomy of speech sequencing at the syllable level
Rong, F., Isenberg, A. L., Sun, E., & Hickok, G. S. (2018) · PLoS ONE · doi:10.1371/journal.pone.0196381 · Cited by 39 · see citing works
Hyperdirect connectivity of opercular speech network to the subthalamic nucleus
Jorge, A., Lipski, W. J., Wang, D., Crammond, D. J., Turner, R. S., & Richardson, R. M. (2022) · Cell Reports · doi:10.1016/j.celrep.2022.110477 · Cited by 39 · see citing works
Opposing and following responses in sensorimotor speech control: Why responses go both ways
Franken, M. K., Acheson, D. J., McQueen, J. M., Peter Hagoort, A., & Eisner, F. (2018) · Psychonomic Bulletin & Review · doi:10.3758/s13423-018-1494-x · Cited by 39 · see citing works
Jenson, D., Reilly, K. J., Harkrider, A. W., Thornton, D. M., & Saltuklaroglu, T. (2018) · NeuroImage Clinical · doi:10.1016/j.nicl.2018.05.026 · Cited by 37 · see citing works
Speech Production From a Developmental Perspective
Redford, M. A. (2019) · Journal of Speech Language and Hearing Research · doi:10.1044/2019_jslhr-s-csmc7-18-0130 · Cited by 37 · see citing works
Behroozmand, R., Ibrahim, N., Korzyukov, O. A., Robin, D. A., & Larson, C. R. (2015) · Frontiers in Neuroscience · doi:10.3389/fnins.2015.00109 · Cited by 36 · see citing works
Bihemispheric network dynamics coordinating vocal feedback control
Kort, N. S., Cuesta, P., Houde, J. F., & Nagarajan, S. S. (2016) · Human Brain Mapping · doi:10.1002/hbm.23114 · Cited by 36 · see citing works
Self-citationContributions of sensory tuning to auditory-vocal interactions in marmoset auditory cortex
Eliades, S. J., & Wang, X. (2017) · Hearing Research · doi:10.1016/j.heares.2017.03.001 · Cited by 37 · see citing works
Li, S., Zhu, H., & Tian, X. (2020) · Cerebral Cortex · doi:10.1093/cercor/bhaa154 · Cited by 35 · see citing works
Broadfoot, C. K., Abur, D., Hoffmeister, J. D., Stepp, C. E., & Ciucci, M. R. (2019) · Perspectives of the ASHA Special Interest Groups · doi:10.1044/2019_pers-sig3-2019-0001 · Cited by 34 · see citing works
Behroozmand, R., Sangtian, S., Korzyukov, O. A., & Larson, C. R. (2016) · Brain Research · doi:10.1016/j.brainres.2016.01.040 · Cited by 33 · see citing works
Relationships between vocal pitch perception and production: a developmental perspective
Murray, E. S. H., & Stepp, C. E. (2020) · Scientific Reports · doi:10.1038/s41598-020-60756-2 · Cited by 33 · see citing works
- Authors
- Houde, J. F., & Nagarajan, S. S.
- Affiliations
- University of California, San Francisco (US)
- Corresponding author
- Houde, John F.
- Venue
- Frontiers in Human Neuroscience
- Publisher
- Frontiers Media SA
- Published
- 2011
- Volume
- 5
- Pages
- 82-82
- ISSN
- 1662-5161 (ISSN-L)
- PMC
- PMC3200525
- OpenAlex
- W2037506348
- Cited by
- 463
- References
- 187
- Citations by year
- 2026: 61 · 2025: 34 · 2024: 30 · 2023: 22 · 2022: 31 · 2021: 37 · 2020: 45 · 2019: 39 · 2018: 36 · 2017: 34 · 2016: 22 · 2015: 27 · 2014: 14 · 2013: 21 · 2012: 8
- FWCI
- 17.97
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Frontiers in Human Neuroscience (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Science Foundation
- National Institutes of Health
- National Institute on Deafness and Other Communication Disorders (R01DC006435, R01DC010145)
- Topics
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Phonetics and Phonology Research
- Life Sciences › Neuroscience › Cognitive Neuroscience › Motor Control and Adaptation
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neurobiology of Language and Bilingualism
- Keywords
- speech motor control, state feedback control, vocal tract dynamics, neural correlates, motor control models, speech production
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
