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ICML
2007
IEEE
16 years 5 months ago
Experimental perspectives on learning from imbalanced data
We present a comprehensive suite of experimentation on the subject of learning from imbalanced data. When classes are imbalanced, many learning algorithms can suffer from the pers...
Jason Van Hulse, Taghi M. Khoshgoftaar, Amri Napol...
ICML
2005
IEEE
16 years 5 months ago
A theoretical analysis of Model-Based Interval Estimation
Several algorithms for learning near-optimal policies in Markov Decision Processes have been analyzed and proven efficient. Empirical results have suggested that Model-based Inter...
Alexander L. Strehl, Michael L. Littman
AINA
2008
IEEE
15 years 11 months ago
A New Service Level Agreement Model for Best-Effort Traffics in IP over WDM
In this paper, we propose a new SLA model for best effort IP traffic over WDM networks. This model jointly considers two QoS metrics, workable traffic volume and availability, as ...
Hung-Yi Chang, Pi-Chung Wang, Chia-Tai Chan, Chun-...
IAT
2008
IEEE
15 years 11 months ago
Quantum Service Selection
Quantum service selection facilitates matchmaking of Web services and greatly benefits from quantum memory exponential in the number of its qubits as well as from computational s...
Matthias Klusch, René Schubotz
ICASSP
2008
IEEE
15 years 11 months ago
Unsupervised validity measures for vocalization clustering
This paper describes unsupervised speech/speaker cluster validity measures based on a dissimilarity metric, for the purpose of estimating the number of clusters in a speech data s...
Kuntoro Adi, Kristine E. Sonstrom, Peter M. Scheif...