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Construction of a smooth multivariate simulation environment from a finite one-to-one mapping

Published: 28 March 2008 Publication History

Abstract

Complex computer-simulated environments are often sought in which autonomous agents can interact and their capabilities can be examined. Creating such simulated environments, however, can often be regarded as a very non-trivial undertaking. This work demonstrates how one can construct a smooth and continuous online environment which is easily computable and runs in polynomial time using a finite number of example function input/output pairs. Due to the manner of its construction, the newly created smooth mapping will give the same or similar outputs as the original one-to-one function it was derived from. Also, having no discontinuities, the constructed smooth mapping will not break should it be made to accept out-of-range or erroneous actions from an agent which engages it. Ultimately, this algorithm is used to construct an integral portion of a sequential environment which is utilized in a study to simulate the acquisition of phoneme sequence generating ability thought to occur in the brain.

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D. L. James and Risto Miikkulainen. Sardnet: A self organizing feature map for sequences. Advances in Neural Processing Systems, 1995.
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T. Poggio and F. Girosi. Networks for approximation and learning. In Proceedings of the IEEE, volume 78 of 9, pages 1481--1497, 1990.
[3]
Reiner Schulz and James A. Reggia. Temporally asymmetric learning supports sequence processing in multi-winner self-organizing maps. Neural Computation, 16(3):535--561, March 2004.
[4]
S. Singh. Distinctive Features: Theory and Validation. University Park Press, 1976.
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S. Singh and J. Black. A study of twenty-six intervocalic consonants as spoken and recognized by four language groups. Journal of the Acoustic Society of America, 39(2):372--387, 1966.

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ACMSE '08: Proceedings of the 46th annual ACM Southeast Conference
March 2008
548 pages
ISBN:9781605581057
DOI:10.1145/1593105
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 28 March 2008

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  1. function construction
  2. phoneme sequence acquisition

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  • Research-article

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ACM SE08
ACM SE08: ACM Southeast Regional Conference
March 28 - 29, 2008
Alabama, Auburn

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Overall Acceptance Rate 502 of 1,023 submissions, 49%

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