Literature DB >> 21184351

In praise of "false" models and rich data.

Hugo L Fernandes1, Konrad P Kording.   

Abstract

The authors argue that "true" models that aim at faithfully mimicking or reproducing every property of the sensorimotor system cannot be compact as they need many free parameters. Consequently, most scientists in motor control use what are called "false" models--models that derive from well-defined approximations. The authors conceptualize these models as a priori limited in scope and approximate. As such, they argue that a quantitative characterization of the deviations between the system and the model, more than the mere act of falsifying, allows scientists to make progress in understanding the sensorimotor system. Ultimately, this process should result in models that explain as much data variance as possible. The authors conclude by arguing that progress in that direction could strongly benefit from databases of experimental results and collections of models.

Mesh:

Year:  2010        PMID: 21184351     DOI: 10.1080/00222895.2010.526462

Source DB:  PubMed          Journal:  J Mot Behav        ISSN: 0022-2895            Impact factor:   1.328


  5 in total

Review 1.  Bayesian statistics: relevant for the brain?

Authors:  Konrad Paul Kording
Journal:  Curr Opin Neurobiol       Date:  2014-01-24       Impact factor: 6.627

2.  Estimating the relevance of world disturbances to explain savings, interference and long-term motor adaptation effects.

Authors:  Max Berniker; Konrad P Kording
Journal:  PLoS Comput Biol       Date:  2011-10-06       Impact factor: 4.475

3.  Robot-assisted surgery: an emerging platform for human neuroscience research.

Authors:  Anthony M Jarc; Ilana Nisky
Journal:  Front Hum Neurosci       Date:  2015-06-04       Impact factor: 3.169

Review 4.  Over my fake body: body ownership illusions for studying the multisensory basis of own-body perception.

Authors:  Konstantina Kilteni; Antonella Maselli; Konrad P Kording; Mel Slater
Journal:  Front Hum Neurosci       Date:  2015-03-24       Impact factor: 3.169

5.  Physiological models of the lateral superior olive.

Authors:  Go Ashida; Daniel J Tollin; Jutta Kretzberg
Journal:  PLoS Comput Biol       Date:  2017-12-27       Impact factor: 4.475

  5 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.