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Humans integrate visual and haptic information in a statistically optimal fashion

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Cited by:

  1. Elina Stengård & Ronald van den Berg, 2019. "Imperfect Bayesian inference in visual perception," PLOS Computational Biology, Public Library of Science, vol. 15(4), pages 1-27, April.
  2. Jingwei Sun & Jian Li & Hang Zhang, 2019. "Human representation of multimodal distributions as clusters of samples," PLOS Computational Biology, Public Library of Science, vol. 15(5), pages 1-29, May.
  3. Seth W. Egger & Stephen G. Lisberger, 2022. "Neural structure of a sensory decoder for motor control," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
  4. Isabelle Brocas & Juan D Carrillo, 2007. "Reason, Emotion, and Information Processing in the Brain," Levine's Working Paper Archive 122247000000001594, David K. Levine.
  5. Benjamin T Crane, 2012. "Direction Specific Biases in Human Visual and Vestibular Heading Perception," PLOS ONE, Public Library of Science, vol. 7(12), pages 1-15, December.
  6. David R Wozny & Ulrik R Beierholm & Ladan Shams, 2010. "Probability Matching as a Computational Strategy Used in Perception," PLOS Computational Biology, Public Library of Science, vol. 6(8), pages 1-7, August.
  7. Marc Gueguen & Nicolas Vuillerme & Brice Isableu, 2012. "Does the Integration of Haptic and Visual Cues Reduce the Effect of a Biased Visual Reference Frame on the Subjective Head Orientation?," PLOS ONE, Public Library of Science, vol. 7(4), pages 1-14, April.
  8. Konrad P Körding & Ulrik Beierholm & Wei Ji Ma & Steven Quartz & Joshua B Tenenbaum & Ladan Shams, 2007. "Causal Inference in Multisensory Perception," PLOS ONE, Public Library of Science, vol. 2(9), pages 1-10, September.
  9. Florent Meyniel & Maxime Maheu & Stanislas Dehaene, 2016. "Human Inferences about Sequences: A Minimal Transition Probability Model," PLOS Computational Biology, Public Library of Science, vol. 12(12), pages 1-26, December.
  10. Kimberley J. Mathot & Josue David Arteaga-Torres & Anne Besson & Deborah M. Hawkshaw & Natasha Klappstein & Rebekah A. McKinnon & Sheeraja Sridharan & Shinichi Nakagawa, 2024. "A systematic review and meta-analysis of unimodal and multimodal predation risk assessment in birds," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
  11. Ksander N de Winkel & Mikhail Katliar & Heinrich H Bülthoff, 2017. "Causal Inference in Multisensory Heading Estimation," PLOS ONE, Public Library of Science, vol. 12(1), pages 1-20, January.
  12. Philipp Schustek & Rubén Moreno-Bote, 2018. "Instance-based generalization for human judgments about uncertainty," PLOS Computational Biology, Public Library of Science, vol. 14(6), pages 1-27, June.
  13. Christoph Kayser & Ladan Shams, 2015. "Multisensory Causal Inference in the Brain," PLOS Biology, Public Library of Science, vol. 13(2), pages 1-7, February.
  14. Marine Hainguerlot & Thibault Gajdos & Jean-Christophe Vergnaud & Vincent de Gardelle, 2023. "How Overconfidence Bias Influences Suboptimality in Perceptual Decision Making," Post-Print hal-04197403, HAL.
  15. Mathilda Froesel & Maëva Gacoin & Simon Clavagnier & Marc Hauser & Quentin Goudard & Suliann Ben Hamed, 2022. "Socially meaningful visual context either enhances or inhibits vocalisation processing in the macaque brain," Nature Communications, Nature, vol. 13(1), pages 1-17, December.
  16. Wen-Hao Zhang & Si Wu & Krešimir Josić & Brent Doiron, 2023. "Sampling-based Bayesian inference in recurrent circuits of stochastic spiking neurons," Nature Communications, Nature, vol. 14(1), pages 1-19, December.
  17. Shaiyan Keshvari & Ronald van den Berg & Wei Ji Ma, 2012. "Probabilistic Computation in Human Perception under Variability in Encoding Precision," PLOS ONE, Public Library of Science, vol. 7(6), pages 1-9, June.
  18. Simon Weiler & Vahid Rahmati & Marcel Isstas & Johann Wutke & Andreas Walter Stark & Christian Franke & Jürgen Graf & Christian Geis & Otto W. Witte & Mark Hübener & Jürgen Bolz & Troy W. Margrie & Kn, 2024. "A primary sensory cortical interareal feedforward inhibitory circuit for tacto-visual integration," Nature Communications, Nature, vol. 15(1), pages 1-24, December.
  19. Lunn, Pete & Duffy, David, 2010. "The Euro Through the Looking-Glass: Perceived Inflation Following the 2002 Currency Changeover," Papers WP338, Economic and Social Research Institute (ESRI).
  20. Brocas, Isabelle & Carrillo, Juan D., 2012. "From perception to action: An economic model of brain processes," Games and Economic Behavior, Elsevier, vol. 75(1), pages 81-103.
  21. Wendy J Adams, 2016. "The Development of Audio-Visual Integration for Temporal Judgements," PLOS Computational Biology, Public Library of Science, vol. 12(4), pages 1-17, April.
  22. Edward J A Turnham & Daniel A Braun & Daniel M Wolpert, 2011. "Inferring Visuomotor Priors for Sensorimotor Learning," PLOS Computational Biology, Public Library of Science, vol. 7(3), pages 1-13, March.
  23. Togawa, Taku & Ishii, Hiroaki & Park, Jaewoo & Roy, Rajat, 2023. "The temperature of newness: How vision–temperature correspondence in advertising influences newness perception and product evaluation," Journal of Business Research, Elsevier, vol. 160(C).
  24. Guido Marco Cicchini & Giovanni D’Errico & David Charles Burr, 2022. "Crowding results from optimal integration of visual targets with contextual information," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
  25. Hiroyuki Umemura, 2014. "Effects of Haptic Information on the Perception of Dynamic 3-D Movement," PLOS ONE, Public Library of Science, vol. 9(9), pages 1-8, September.
  26. Christopher W Bishop & Lee M Miller, 2011. "Speech Cues Contribute to Audiovisual Spatial Integration," PLOS ONE, Public Library of Science, vol. 6(8), pages 1-7, August.
  27. Jean-François Patri & Pascal Perrier & Jean-Luc Schwartz & Julien Diard, 2018. "What drives the perceptual change resulting from speech motor adaptation? Evaluation of hypotheses in a Bayesian modeling framework," PLOS Computational Biology, Public Library of Science, vol. 14(1), pages 1-38, January.
  28. Igor Linkov & Susan Cormier & Joshua Gold & F. Kyle Satterstrom & Todd Bridges, 2012. "Using Our Brains to Develop Better Policy," Risk Analysis, John Wiley & Sons, vol. 32(3), pages 374-380, March.
  29. Jan Vrána & Stanislav Mokrý, 2020. "Haptics and its Effect on Consumers' Intentions Using Neuroscientific Methods: Literature Review," Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Mendel University Press, vol. 68(2), pages 451-457.
  30. Tim Genewein & Eduard Hez & Zeynab Razzaghpanah & Daniel A Braun, 2015. "Structure Learning in Bayesian Sensorimotor Integration," PLOS Computational Biology, Public Library of Science, vol. 11(8), pages 1-27, August.
  31. Xiaochen Zhang & Lingling Jin & Jie Zhao & Jiazhen Li & Ding-Bang Luh & Tiansheng Xia, 2022. "The Influences of Different Sensory Modalities and Cognitive Loads on Walking Navigation: A Preliminary Study," Sustainability, MDPI, vol. 14(24), pages 1-14, December.
  32. Florent Meyniel, 2020. "Brain dynamics for confidence-weighted learning," PLOS Computational Biology, Public Library of Science, vol. 16(6), pages 1-27, June.
  33. Peter W Battaglia & Daniel Kersten & Paul R Schrater, 2011. "How Haptic Size Sensations Improve Distance Perception," PLOS Computational Biology, Public Library of Science, vol. 7(6), pages 1-13, June.
  34. Joseph G Makin & Benjamin K Dichter & Philip N Sabes, 2015. "Learning to Estimate Dynamical State with Probabilistic Population Codes," PLOS Computational Biology, Public Library of Science, vol. 11(11), pages 1-28, November.
  35. Wladimir Kirsch & Benjamin Ullrich & Wilfried Kunde, 2016. "Are Effects of Action on Perception Real? Evidence from Transformed Movements," PLOS ONE, Public Library of Science, vol. 11(12), pages 1-15, December.
  36. Changbo Zhu & Ke Zhou & Fengzhen Tang & Yandong Tang & Xiaoli Li & Bailu Si, 2022. "A Hierarchical Bayesian Model for Inferring and Decision Making in Multi-Dimensional Volatile Binary Environments," Mathematics, MDPI, vol. 10(24), pages 1-35, December.
  37. Lunn, Pete & Lunn, Mary, 2014. "A Computational Theory of Willingness to Exchange," Papers WP477, Economic and Social Research Institute (ESRI).
  38. Hiroyuki Umemura, 2021. "The effect of active hand movement on visually perceived depth direction," PLOS ONE, Public Library of Science, vol. 16(1), pages 1-21, January.
  39. Johannes Burge & Priyank Jaini, 2017. "Accuracy Maximization Analysis for Sensory-Perceptual Tasks: Computational Improvements, Filter Robustness, and Coding Advantages for Scaled Additive Noise," PLOS Computational Biology, Public Library of Science, vol. 13(2), pages 1-32, February.
  40. Jordi Grau-Moya & Pedro A Ortega & Daniel A Braun, 2012. "Risk-Sensitivity in Bayesian Sensorimotor Integration," PLOS Computational Biology, Public Library of Science, vol. 8(9), pages 1-7, September.
  41. Joseph G Makin & Matthew R Fellows & Philip N Sabes, 2013. "Learning Multisensory Integration and Coordinate Transformation via Density Estimation," PLOS Computational Biology, Public Library of Science, vol. 9(4), pages 1-17, April.
  42. Yingjie Lai & Chaemoon Yoo & Xiaomin Zhou & Younghwan Pan, 2023. "Elements of Food Service Design for Low-Carbon Tourism-Based on Dine-In Tourist Behavior and Attitudes in China," Sustainability, MDPI, vol. 15(9), pages 1-21, May.
  43. Nienke B Debats & Idsart Kingma & Peter J Beek & Jeroen B J Smeets, 2012. "Moving the Weber Fraction: The Perceptual Precision for Moment of Inertia Increases with Exploration Force," PLOS ONE, Public Library of Science, vol. 7(9), pages 1-9, September.
  44. Laurence Aitchison & Máté Lengyel, 2016. "The Hamiltonian Brain: Efficient Probabilistic Inference with Excitatory-Inhibitory Neural Circuit Dynamics," PLOS Computational Biology, Public Library of Science, vol. 12(12), pages 1-24, December.
  45. Catarina Mendonça & Pietro Mandelli & Ville Pulkki, 2016. "Modeling the Perception of Audiovisual Distance: Bayesian Causal Inference and Other Models," PLOS ONE, Public Library of Science, vol. 11(12), pages 1-18, December.
  46. Yoshiaki Tsushima & Sho Okada & Yuka Kawai & Akio Sumita & Hiroshi Ando & Mitsunori Miki, 2020. "Effect of illumination on perceived temperature," PLOS ONE, Public Library of Science, vol. 15(8), pages 1-8, August.
  47. Anna Lambrechts & Vincent Walsh & Virginie van Wassenhove, 2013. "Evidence Accumulation in the Magnitude System," PLOS ONE, Public Library of Science, vol. 8(12), pages 1-10, December.
  48. Myrthe A Plaisier & Jeroen B J Smeets, 2012. "Mass Is All That Matters in the Size–Weight Illusion," PLOS ONE, Public Library of Science, vol. 7(8), pages 1-6, August.
  49. Emily Cibelli & Yang Xu & Joseph L Austerweil & Thomas L Griffiths & Terry Regier, 2016. "The Sapir-Whorf Hypothesis and Probabilistic Inference: Evidence from the Domain of Color," PLOS ONE, Public Library of Science, vol. 11(7), pages 1-28, July.
  50. Luigi Acerbi & Kalpana Dokka & Dora E Angelaki & Wei Ji Ma, 2018. "Bayesian comparison of explicit and implicit causal inference strategies in multisensory heading perception," PLOS Computational Biology, Public Library of Science, vol. 14(7), pages 1-38, July.
  51. John Porrill & Paul Dean, 2008. "Silent Synapses, LTP, and the Indirect Parallel-Fibre Pathway: Computational Consequences of Optimal Cerebellar Noise-Processing," PLOS Computational Biology, Public Library of Science, vol. 4(5), pages 1-9, May.
  52. Adam N Sanborn & Ulrik R Beierholm, 2016. "Fast and Accurate Learning When Making Discrete Numerical Estimates," PLOS Computational Biology, Public Library of Science, vol. 12(4), pages 1-28, April.
  53. Patricia Besson & Christophe Bourdin & Lionel Bringoux, 2011. "A Comprehensive Model of Audiovisual Perception: Both Percept and Temporal Dynamics," PLOS ONE, Public Library of Science, vol. 6(8), pages 1-11, August.
  54. Ahmed A Mostafa & Bernard Marius ‘t Hart & Denise Y P Henriques, 2019. "Motor learning without moving: Proprioceptive and predictive hand localization after passive visuoproprioceptive discrepancy training," PLOS ONE, Public Library of Science, vol. 14(8), pages 1-19, August.
  55. Anthony Renard & Evan R. Harrell & Brice Bathellier, 2022. "Olfactory modulation of barrel cortex activity during active whisking and passive whisker stimulation," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
  56. Timothy Hospedales & Sethu Vijayakumar, 2009. "Multisensory Oddity Detection as Bayesian Inference," PLOS ONE, Public Library of Science, vol. 4(1), pages 1-13, January.
  57. Jannes Jegminat & Maya A Jastrzębowska & Matthew V Pachai & Michael H Herzog & Jean-Pascal Pfister, 2020. "Bayesian regression explains how human participants handle parameter uncertainty," PLOS Computational Biology, Public Library of Science, vol. 16(5), pages 1-23, May.
  58. Ryoji Onagawa & Kae Mukai & Kazutoshi Kudo, 2022. "Different planning policies for the initial movement velocity depending on whether the known uncertainty is in the cursor or in the target: Motor planning in situations where two potential movement di," PLOS ONE, Public Library of Science, vol. 17(3), pages 1-19, March.
  59. Gregory Zelic & Denis Mottet & Julien Lagarde, 2012. "Behavioral Impact of Unisensory and Multisensory Audio-Tactile Events: Pros and Cons for Interlimb Coordination in Juggling," PLOS ONE, Public Library of Science, vol. 7(2), pages 1-11, February.
  60. Francesco Rigoli & Christoph Mathys & Karl J Friston & Raymond J Dolan, 2017. "A unifying Bayesian account of contextual effects in value-based choice," PLOS Computational Biology, Public Library of Science, vol. 13(10), pages 1-28, October.
  61. Udo A Ernst & Sunita Mandon & Nadja Schinkel–Bielefeld & Simon D Neitzel & Andreas K Kreiter & Klaus R Pawelzik, 2012. "Optimality of Human Contour Integration," PLOS Computational Biology, Public Library of Science, vol. 8(5), pages 1-17, May.
  62. Andra Mihali & Marianne Broeker & Florian D. M. Ragalmuto & Guillermo Horga, 2023. "Introspective inference counteracts perceptual distortion," Nature Communications, Nature, vol. 14(1), pages 1-24, December.
  63. Noelle R B Stiles & Monica Li & Carmel A Levitan & Yukiyasu Kamitani & Shinsuke Shimojo, 2018. "What you saw is what you will hear: Two new illusions with audiovisual postdictive effects," PLOS ONE, Public Library of Science, vol. 13(10), pages 1-22, October.
  64. Pedram Daee & Maryam S Mirian & Majid Nili Ahmadabadi, 2014. "Reward Maximization Justifies the Transition from Sensory Selection at Childhood to Sensory Integration at Adulthood," PLOS ONE, Public Library of Science, vol. 9(7), pages 1-13, July.
  65. Femke E van Beek & Wouter M Bergmann Tiest & Astrid M L Kappers, 2014. "Haptic Discrimination of Distance," PLOS ONE, Public Library of Science, vol. 9(8), pages 1-9, August.
  66. Seha Kim & Johannes Burge, 2020. "Natural scene statistics predict how humans pool information across space in surface tilt estimation," PLOS Computational Biology, Public Library of Science, vol. 16(6), pages 1-26, June.
  67. Erik J Schlicht & Shinsuke Shimojo & Colin F Camerer & Peter Battaglia & Ken Nakayama, 2010. "Human Wagering Behavior Depends on Opponents' Faces," PLOS ONE, Public Library of Science, vol. 5(7), pages 1-10, July.
  68. Alyanne M de Haan & Helen A Anema & H Chris Dijkerman, 2012. "Fingers Crossed! An Investigation of Somatotopic Representations Using Spatial Directional Judgements," PLOS ONE, Public Library of Science, vol. 7(9), pages 1-8, September.
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