A Feature Selection Approach for Emulating the Structure of Mental Representations

Tscherepanow M, Kortkamp M, Kühnel S, Helbach J, Schütz C, Schack T (2011)
In: Neural information processing : 18th international conference, ICONIP 2011, Shanghai, China, November 13-17, 2011; proceedings. Lu B-L, Zhang L, Kwok J (Eds); Lecture Notes in Computer Science, 7064, . Springer: 639-648.

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Conference Paper | Published | English
Editor
Lu, Bao-Liang ; Zhang, Liqing ; Kwok, James
Abstract
In order to develop artificial agents operating in complex ever-changing environments, advanced technical memory systems are required. At this juncture, two central questions are which information needs to be stored and how it is represented. On the other hand, cognitive psychology provides methods to measure the structure of mental representations in humans. But the nature and the characteristics of the underlying representations are largely unknown. We propose to use feature selection methods to determine adequate technical features for approximating the structure of mental representations found in humans. Although this approach does not allow for drawing conclusions transferable to humans, it constitutes an excellent basis for creating technical equivalents of mental representations.
Publishing Year
Conference
18th International Conference on Neural Information Processing (ICONIP 2011)
Location
Shanghai, China
Conference Date
2011-11-13 – 2011-11-17
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Tscherepanow M, Kortkamp M, Kühnel S, Helbach J, Schütz C, Schack T. A Feature Selection Approach for Emulating the Structure of Mental Representations. In: Lu B-L, Zhang L, Kwok J, eds. Neural information processing : 18th international conference, ICONIP 2011, Shanghai, China, November 13-17, 2011; proceedings. Lecture Notes in Computer Science, 7064. Springer; 2011: 639-648.
Tscherepanow, M., Kortkamp, M., Kühnel, S., Helbach, J., Schütz, C., & Schack, T. (2011). A Feature Selection Approach for Emulating the Structure of Mental Representations. In B. - L. Lu, L. Zhang, & J. Kwok (Eds.), Lecture Notes in Computer Science, 7064. Neural information processing : 18th international conference, ICONIP 2011, Shanghai, China, November 13-17, 2011; proceedings (pp. 639-648). Springer.
Tscherepanow, M., Kortkamp, M., Kühnel, S., Helbach, J., Schütz, C., and Schack, T. (2011). “A Feature Selection Approach for Emulating the Structure of Mental Representations” in Neural information processing : 18th international conference, ICONIP 2011, Shanghai, China, November 13-17, 2011; proceedings, ed. B. - L. Lu, L. Zhang, and J. Kwok Lecture Notes in Computer Science, 7064 (Springer), 639-648.
Tscherepanow, M., et al., 2011. A Feature Selection Approach for Emulating the Structure of Mental Representations. In B. - L. Lu, L. Zhang, & J. Kwok, eds. Neural information processing : 18th international conference, ICONIP 2011, Shanghai, China, November 13-17, 2011; proceedings. Lecture Notes in Computer Science, 7064. Springer, pp. 639-648.
M. Tscherepanow, et al., “A Feature Selection Approach for Emulating the Structure of Mental Representations”, Neural information processing : 18th international conference, ICONIP 2011, Shanghai, China, November 13-17, 2011; proceedings, B.-L. Lu, L. Zhang, and J. Kwok, eds., Lecture Notes in Computer Science, 7064, Springer, 2011, pp.639-648.
Tscherepanow, M., Kortkamp, M., Kühnel, S., Helbach, J., Schütz, C., Schack, T.: A Feature Selection Approach for Emulating the Structure of Mental Representations. In: Lu, B.-L., Zhang, L., and Kwok, J. (eds.) Neural information processing : 18th international conference, ICONIP 2011, Shanghai, China, November 13-17, 2011; proceedings. Lecture Notes in Computer Science, 7064. p. 639-648. Springer (2011).
Tscherepanow, Marko, Kortkamp, Marco, Kühnel, Sina, Helbach, Jonathan, Schütz, Christoph, and Schack, Thomas. “A Feature Selection Approach for Emulating the Structure of Mental Representations”. Neural information processing : 18th international conference, ICONIP 2011, Shanghai, China, November 13-17, 2011; proceedings. Ed. Bao-Liang Lu, Liqing Zhang, and James Kwok. Springer, 2011. Lecture Notes in Computer Science, 7064. 639-648.
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