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» Randomness and Universal Machines
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99
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WEBI
2007
Springer
15 years 6 months ago
Emotion Classification Using Web Blog Corpora
In this paper, we investigate the emotion classification of web blog corpora using support vector machine (SVM) and conditional random field (CRF) machine learning techniques. The...
Changhua Yang, Kevin Hsin-Yih Lin, Hsin-Hsi Chen
109
Voted
SEFM
2005
IEEE
15 years 6 months ago
Experimental Evaluation of FSM-Based Testing Methods
The development of test cases is an important issue for testing software, communication protocols and other reactive systems. A number of methods are known for the development of ...
Rita Dorofeeva, Nina Yevtushenko, Khaled El-Fakih,...
IWANN
2005
Springer
15 years 6 months ago
Bias and Variance of Rotation-Based Ensembles
Abstract. In Machine Learning, ensembles are combination of classifiers. Their objective is to improve the accuracy. In previous works, we have presented a method for the generati...
Juan José Rodríguez, Carlos J. Alons...
ICML
2004
IEEE
15 years 6 months ago
Kernel-based discriminative learning algorithms for labeling sequences, trees, and graphs
We introduce a new perceptron-based discriminative learning algorithm for labeling structured data such as sequences, trees, and graphs. Since it is fully kernelized and uses poin...
Hisashi Kashima, Yuta Tsuboi
95
Voted
ICANN
2009
Springer
15 years 5 months ago
Empirical Study of the Universum SVM Learning for High-Dimensional Data
Abstract. Many applications of machine learning involve sparse highdimensional data, where the number of input features is (much) larger than the number of data samples, d n. Predi...
Vladimir Cherkassky, Wuyang Dai