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. 2008 Apr;43(2):755–772. doi: 10.1111/j.1475-6773.2007.00761.x

Table 2.

Final Boosted Regression Trees and Main Effects Linear Models

Mean Cost (Dollars)
Percent of Variance Explained Predicted


Year Plan Type Nodes/Tree* Boosted Trees Main Effects Gain Observed Boosted Trees Main Effects
2001 Indemnity 9 49.7 47.2 2.5 4,005 3,986 4,007
PPO 9 52.1 47.6 4.5 3,141 3,136 3,157
POS 6 49.8 42.5 7.3 2,787 2,783 2,805
2002 Indemnity 8 17.7 16.6 1.1 4,141 4,184 4,216
PPO 12 15.2 14.2 1.0 3,898 3,885 3,910
POS 2 15.2 14.8 0.4 2,953 2,982 2,994
*

Number of terminal nodes per tree in final boosted regression trees model.

Based on test samples.

Gain=percent of variance explained by tree boosting minus percent explained by main effects.

POS, point-of-service; PPO, preferred provider organization.