Abstract
This paper traces the historical origins of perceptual computing and credits Tong and Bonissone (IEEE Trans Syst Man Cybern 10:716–723, 1980) as being the first to originate it but under a different name. It also takes the position that interval type-2 fuzzy sets, and not type-1 fuzzy sets, should be used in perceptual computing. Finally, it proposes some testable guidelines for when a solution (e.g., perceptual computing) may be branded computing with words.
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References
Buckley J. J., Feuring T. (1999) Computing with words in control. In: Zadeh L. A., Kacprzyk J. (eds) Computing with words in information/intelligent systems 2: applications. Physica-Verlag, Heidelberg, pp 289–304
Bustince H. (2000) Indicator of inclusion grade for interval-valued fuzzy sets, application to approximate reasoning based on interval-valued fuzzy sets. International Journal of Approximate Reasoning 23: 137–209
Herrera F., Herrera-Viedma E. (1997) Aggregation operators for linguistic weighted information. IEEE Transactions on Systems, Man and Cybernetics, Part-A: Systems and Humans 27: 646–656
Lawry J. (2001) An alternative to computing with words. International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems 9: 3–16
Lawry J., Shanahan J., Ralescu A. (2003) Modeling with words, lecture notes in artificial intelligence. Springer, New York, p 2873
Liu, F., & Mendel, J. M. (2007). An interval approach to fuzzistics for interval type-2 fuzzy sets. Proceedings of FUZZ-IEEE (pp. 1030–1035). London, England.
Liu F., Mendel J. M. (2008) Encoding words into interval type-2 fuzzy sets using an interval approach. IEEE Transactions on Fuzzy Systems 16(2): 1503–1521
Margaliot M., Langholz G. (2004) Fuzzy control of a benchmark problem: A computing with words approach. IEEE Transactions on Fuzzy Systems 12(2): 230–235
Mendel, J. M. (1999). Computing with words: When words can mean different things to different people. In Proceedings of 3rd international ICSC symposium on fuzzy logic and applications. Rochester, NY: Rochester University.
Mendel, J. M. (2001). The perceptual computer: An architecture for computing with words. In Proceedings of Modeling With Words Workshop in the Proceedings of FUZZ-IEEE (pp. 35–38). Melbourne, Australia.
Mendel J. M. (2002) An architecture for making judgments using computing with words. International Journal of Applied mathematics and Computter Science 12(3): 325–335
Mendel, J. M. (2003). Fuzzy sets for words: A new beginning. In Proceedings of FUZZ-IEEE (pp. 37–42) St. Louis, MO.
Mendel J. M. (2007a) Computing with words and its relationships with fuzzistics. Information Sciences 177: 998–1006
Mendel J. M. (2007b) Computing with words: Zadeh, Turing, Popper and Occam. IEEE Computational Intelligence Magazine 2(4): 10–17
Mendel J. M., Wu D. (2010) Perceptual computing: Aiding people in making subjective judgments. IEEE Press and John Wiley, New Jersey
Popper K. (1959) The logic of scientific discovery (translation of Logik der forschung). Hutchinson, London
Rubin S. H. (1999) Computing with words. IEEE Transactions on Systems, Man and Cybernetics, Part B 29(4): 518–524
Schmucker K. S. (1984) Fuzzy sets, natural language computations, and risk analysis. Computer Science Press, Rockville, MD
Tong R. M., Bonissone P. P. (1980) A linguistic approach to decision making with fuzzy sets. IEEE Transactions on Systems, Man, Cybernetics 10: 716–723
Turksen I. B. (2002) Type-2 representation and reasoning for CWW. Fuzzy Sets and Systems 127: 17–36
Wang P. P. (2001) Computing with words. John Wiley, New York
Wang H., Qiu D. (2003) Computing with words via turing machines: A formal approach. IEEE Transactions on Fuzzy Systems 11(6): 742–753
Wu D., Mendel J. M. (2007) Uncertainty measures for interval type-2 fuzzy sets. Information Sciences 177: 5378–5393
Yager R. (1999) Aproximate reasoning as a basis for computing with words. In: Zadeh L. A., Kacprzyk J. (eds) Computing with words in information/intelligent systems 2: applications. Physica-Verlag, Heidelberg, pp 50–77
Yager R. (2004) On the retranslation process in Zadeh’s paradigm of computing with words. IEEE Transactions on Systems, Man, and Cybernetics Part B: Cybernetics 34: 1184–1195
Zadeh L. A. (1975) The concept of a linguistic variable and its application to approximate reasoning−1. Information Sciences 8: 199–249
Zadeh L. A. (1996) Fuzzy logic–computing with words. IEEE Transactions on Fuzzy Systems 4: 103–111
Zadeh L. A. (1999) From computing with numbers to computing with words—from manipulation of measurements to manipulation of perceptions. IEEE Transactions on Circuits and Systems–I: Fundamental Theory and Applications 4: 105–119
Zadeh L. A., Kacprzyk J., (eds) (1999) Computing with words in information/intelligent systems 1 & 2. Physica-Verlag, New York
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Mendel, J.M. Historical reflections and new positions on perceptual computing. Fuzzy Optim Decis Making 8, 325–335 (2009). https://doi.org/10.1007/s10700-009-9070-5
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DOI: https://doi.org/10.1007/s10700-009-9070-5