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Designing Storage Efficient Decision Trees
March 1991 (vol. 40 no. 3)
pp. 315-320

The problem of designing storage-efficient decision trees from decision tables is examined. It is shown that for most cases, the construction of the storage optimal decision tree is an NP-complete problem, and therefore a heuristic approach to the problem is necessary. A systematic procedure analogous to the information-theoretic heuristic is developed. The algorithm has low computational complexity and performs well experimentally.

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Index Terms:
storage efficient decision trees; decision tables; storage optimal decision tree; NP-complete problem; information-theoretic heuristic; computational complexity; computational complexity; data structures; decision tables; decision theory; trees (mathematics).
Citation:
O.J. Murphy, R.L. McCraw, "Designing Storage Efficient Decision Trees," IEEE Transactions on Computers, vol. 40, no. 3, pp. 315-320, March 1991, doi:10.1109/12.76408
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