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» A Measure of Decision Flexibility
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94
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ECML
2007
Springer
15 years 6 months ago
Decision Tree Instability and Active Learning
Decision tree learning algorithms produce accurate models that can be interpreted by domain experts. However, these algorithms are known to be unstable – they can produce drastic...
Kenneth Dwyer, Robert Holte
119
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ISIPTA
2005
IEEE
161views Mathematics» more  ISIPTA 2005»
15 years 6 months ago
Decision making under incomplete data using the imprecise Dirichlet model
The paper presents an efficient solution to decision problems where direct partial information on the distribution of the states of nature is available, either by observations of ...
Lev V. Utkin, Thomas Augustin
SDM
2010
SIAM
184views Data Mining» more  SDM 2010»
15 years 2 months ago
A Robust Decision Tree Algorithm for Imbalanced Data Sets
We propose a new decision tree algorithm, Class Confidence Proportion Decision Tree (CCPDT), which is robust and insensitive to class distribution and generates rules which are st...
Wei Liu, Sanjay Chawla, David A. Cieslak, Nitesh V...
113
Voted
AAAI
2000
15 years 2 months ago
Making Rational Decisions Using Adaptive Utility Elicitation
Rational decision making requires full knowledge of the utility function of the person affected by the decisions. However, in many cases, the task of acquiring such knowledge is n...
Urszula Chajewska, Daphne Koller, Ronald Parr
ANOR
2006
82views more  ANOR 2006»
15 years 22 days ago
The efficiency of joint decision making in buyer-supplier relationships
This paper examines the effectiveness of joint decision making within 87 pairs of buyer-supplier relationships in manufacturing. Joint decision making is an important attribute of ...
Markus Biehl, Wade D. Cook, David A. Johnston