Volume 6, Number 9, Article 9, Pages 966-973 doi:10.1167/6.9.9 http://journalofvision.org/6/9/9/ ISSN 1534-7362
Two cases requiring external reinforcement in perceptual learning
Aaron R. Seitz
Department of Psychology, Boston University, Boston, MA, USA
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Jose E. Nanez Sr.
Department of Social and Behavioral Sciences, Arizona State University, Phoenix, AZ, USA
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Steve Holloway
Department of Social and Behavioral Sciences, Arizona State University, Phoenix, AZ, USA
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Yoshiaki Tsushima
Department of Psychology, Boston University, Boston, MA, USA
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Takeo Watanabe
Department of Psychology, Boston University, Boston, MA, USA
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Abstract

The role of external reinforcement is an issue of much debate and uncertainty in perceptual learning research. Although it is commonly acknowledged that external reinforcement, such as performance feedback, can aid in perceptual learning (M. H. Herzog & M. Fahle, 1997), there are many examples in which it is not required (K. Ball & R. Sekuler, 1987; M. Fahle, S. Edelman, & T. Poggio, 1995; A. Karni & D. Sagi, 1991; S. P. McKee & G. Westheimer, 1978; L. P. Shiu & H. Pashler, 1992). Additionally, learning without external reinforcement can occur even for stimuli that are irrelevant to the subject's task (A. R. Seitz & T. Watanabe, 2003). It has been thus hypothesized that internal reinforcement can serve a similar role as external reinforcement in learning (M. H. Herzog & M. Fahle, 1998; A. Seitz & T. Watanabe, 2005). This idea suggests that perceptual learning should occur in the absence of external reinforcement provided that easy exemplars are utilized as a basis for the subject to generate internal reinforcement. Here, we report results from two studies that show that this is not always the case. In the first study, subjects participated in two sessions of a motion direction discrimination task with low-contrast dots moving in directions separated by 90°. In the second study, subjects participated in 12 orientation-discrimination sessions using oriented bars (oriented either 70° or 110°) that were masked by spatial noise. Trials of different signal levels (yielding psychometric functions ranging from chance to ceiling) were randomly interleaved. In both studies, subjects experiencing external reinforcement showed significant learning, whereas subjects receiving no external reinforcement failed to show learning. We conclude that while internal reinforcement is an important learning signal, the presence of easy exemplars is not sufficient to generate reinforcement signals.

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History
Received April 26, 2006; published August 22, 2006
Citation
Seitz, A. R., Nanez, J. E., Sr., Holloway, S., Tsushima, Y., & Watanabe, T. (2006). Two cases requiring external reinforcement in perceptual learning. Journal of Vision, 6(9):9, 966-973, http://journalofvision.org/6/9/9/, doi:10.1167/6.9.9.
Keywords
perceptual learning, internal reinforcement, external reinforcement, feedback, motion discrimination, orientation discrimination
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