Abstract
We consider the problem of computing with faulty components in the context of the Boolean decision tree model, in which cost is measured by the number of input bits queried and the responses to queries are faulty with a fixed probabilty. We show that f can be represented in k — DNF form and in j — CNF form, then O(n log(min{j, k/q})) queries suffice to compute f with probability of error less than q. This work uses a new approach to extend results of Feige, Raghavan, Peleg and Upfal, who proved the same bound for a narrower class of functions.
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References
Uriel Feige, David Peleg, Prabhakar Raghavan and Eli Upfal. Computing with Noisy Information, 22nd Annual ACM Symposium on Theory of Computing, 1990, 128–137.
Uriel Feige, David Peleg, Prabhakar Raghavan and Eli Upfal. Computing with Noisy Information, unpublished manuscript (1991).
Claire Kenyon and Andrew C. Yao. On evaluating boolean functions with unreliable tests, International Journal of Foundations of Computer Science, 1, 1(1990), 1–10.
William Feller. An Introduction to Probability Theory and its Applications, Volume 1, Wiley and Sons 1957.
Anna Gal Lower Bounds for the Complexity for Reliable Boolean Circuits with Noisy Gates, FOCS '91.
N. Nisan CREW PRAMs and Decision Trees STOC '89.
N. Pippenger On Networks of Noisy Gates FOCS '85.
R. Reischuk and B. Schmeltz. Reliable Computation with Noisy Circuits and Decision Trees — A General n log n Lower Bound, FOCS '91.
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© 1992 Springer-Verlag Berlin Heidelberg
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Kenyon, C., King, V. (1992). On Boolean decision trees with faulty nodes. In: Dolev, D., Galil, Z., Rodeh, M. (eds) Theory of Computing and Systems. ISTCS 1992. Lecture Notes in Computer Science, vol 601. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0035163
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DOI: https://doi.org/10.1007/BFb0035163
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