Learning Monotone Term Decision Lists

نویسندگان

  • David Guijarro
  • Víctor Lavín Puente
  • Vijay Raghavan
چکیده

We study the learnability of monotone term decision lists in the exact model of equivalence and membership queries. We show that, for any constant k 0, k-term monotone decision lists are exactly and properly learnable with n O(k) membership queries in O(n k 3) time. We also show n (k) membership queries are necessary for exact learning. In contrast, both k-term monotone decision lists (k 2) and general monotone decision lists are not learnable with equivalence queries alone.

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تاریخ انتشار 1997