**:** Goubko M. V.
**:** Lower-bound Estimate for Cost-sensitive Decision Trees

**:**
**:** 2011
** :**
** :** Goubko M.V. Lower-bound Estimate for Cost-sensitive Decision Trees // Preprints of the 18th IFAC World Congress, Milano (Italy), August 28 - September 2, 2011. P. 9005-9010.

**:** While an extensive body of literature investigates problems of decision trees growing, just a few study lower-bound estimates for the expected classification cost of decision trees, especially for varying costs of tests. In this paper a new lower-bound estimate is proposed. Computation of the estimate is reduced to solving a series of set-covering problems. Computational complexity and other properties of the lower-bound estimate are investigated. The top-down algorithm of tree construction based on the proposed estimate is tested against several popular greedy cost-sensitive heuristics on a range of standard data sets from UCI Machine Learning Repository.

** :**
** :**
** :**
DRAFT (PDF)Poster (PDF)Presetnation (PPS)
: 2723, : 1826, : 25.