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TNN
2010
127views Management» more  TNN 2010»
13 years 5 months ago
RAMOBoost: ranked minority oversampling in boosting
In recent years, learning from imbalanced data has attracted growing attention from both academia and industry due to the explosive growth of applications that use and produce imba...
Sheng Chen, Haibo He, Edwardo A. Garcia
CORR
2006
Springer
125views Education» more  CORR 2006»
13 years 10 months ago
Barriers and local minima in energy landscapes of stochastic local search
: A local search algorithm operating on an instance of a Boolean constraint satisfaction problem (in particular, k-SAT) can be viewed as a stochastic process traversing successive ...
Petteri Kaski
ICCAD
2005
IEEE
144views Hardware» more  ICCAD 2005»
14 years 7 months ago
An exact algorithm for the maximal sharing of partial terms in multiple constant multiplications
— In this paper we propose an exact algorithm that maximizes the sharing of partial terms in Multiple Constant Multiplication (MCM) operations. We model this problem as a Boolean...
Paulo F. Flores, José C. Monteiro, Eduardo ...
ML
2000
ACM
103views Machine Learning» more  ML 2000»
13 years 10 months ago
Phase Transitions in Relational Learning
One of the major limitations of relational learning is due to the complexity of verifying hypotheses on examples. In this paper we investigate this task in light of recent publishe...
Attilio Giordana, Lorenza Saitta
SDM
2008
SIAM
140views Data Mining» more  SDM 2008»
14 years 6 days ago
Creating a Cluster Hierarchy under Constraints of a Partially Known Hierarchy
Although clustering under constraints is a current research topic, a hierarchical setting, in which a hierarchy of clusters is the goal, is usually not considered. This paper trie...
Korinna Bade, Andreas Nürnberger