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G. Valentini. Classi cation of human malignancies by machine learning methods using DNA microarray gene expression data. In Fourth International Conference on Neural Networks and Expert Systems in Medicine and HealthCare, Milos island, Greece, 2001. (to appear).

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Effectiveness of Error Correcting Output Coding Methods in.. - Masulli, Alentini   (Correct)

.... ECOC was successfully applied to classify cloud types [1] for text classi cation [7, 22] for text to speech synthesis [6] to classify olive oils by means of electronic noses [44] for face veri cation [30] and to classify malignant and normal tissues using gene expression DNA microarray data [54]. ECOC methods present several open problems concerning their properties and the factors a ecting their e ectiveness. The trade o between error recovering capabilities and learnability of the dichotomies induced by the decomposition scheme have been tackled in several works [2, 53] but an ....

G. Valentini. Classi cation of human malignancies by machine learning methods using DNA microarray gene expression data. In G.M. Papadourakis, editor, Fourth International Conference Neural Networks and Expert Systems in Medicine and HealthCare, pages 399-408, Milos island, Greece, 2001.


NEURObjects: an object-oriented library for neural network.. - Valentini, Masulli   Self-citation (Valentini)   (Correct)

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G. Valentini. Classi cation of human malignancies by machine learning methods using DNA microarray gene expression data. In Fourth International Conference on Neural Networks and Expert Systems in Medicine and HealthCare, Milos island, Greece, 2001. (to appear).

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