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Variational oblique predictive clustering trees

delete2026-01-22
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OA
AI
V
Viktor Andonovikj
S
Sašo Džeroski
B
Biljana Mileva Boshkoska
P
Pavle Boškoski
DOI:10.1016/j.eswa.2026.131255delete
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摘要

摘要

En 中文
• Introduces VSPYCT, a variational Bayesian oblique decision tree for struc- tured output prediction. • Captures parameter uncertainty through variational inference in each tree split. • Matches or outperforms SPYCT ensembles on classification and multi-target regression tasks. • Provides feature importance scores and visual interpretability within a single-tree framework. • Demonstrates robustness to spurious features and performs well across varied dataset properties.
Keyword:
Variational inference
Predictive clustering
Interpretable models
Structured output prediction
Uncertainty quantification
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期刊

Expert Systems with Applications 封面图
Expert Systems with Applications
IF:
7.5
论文数:
3.0W
被引数:
10.2W

机构

J
Jozef Stefan Institute
学者数:
3.9K
论文数: 3.0K
被引数: 18
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