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Titlebook: Classification and Data Mining; Antonio Giusti,Gunter Ritter,Maurizio Vichi Conference proceedings 2013 Springer-Verlag Berlin Heidelberg

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A Model-Based Approach for Qualitative Assessment in Opinion Miningonsiderations. In both cases, we discuss the framework of CUB models introduced to analyse the ordinal responses by which people express their opinions. Specifically, the approach may be inserted as a useful routine in data mining area for improving the study of essential features supported by empirical evidence.
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Conference proceedings 2013 knowledge can be made available from data by clever use of data analysis methods. The volume is subdivided in three parts: Classification and Data Analysis; Data Mining; and Applications. The selection of peer reviewed papers had been presented at a meeting of classification societies held in Flore
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Inference on the CUB Model: An MCMC Approach algorithms. Since the mixture type of the CUB model is non-standard, a suitable MCMC algorithm has been developed and its performance has been evaluated via a simulation study and an application on real data.
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Classification of Data Chunks Using Proximal Vector Machines and Singular Value Decompositioning artificial datasets, we compare the developed algorithm with a voting scheme, showing that the proposed strategy allows a reduction in computational cost with a classification accuracy that well compares with the original method.
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https://doi.org/10.1007/978-3-319-57202-4erimental results on 36 imbalanced datasets using SVMs and logistic regression show that the asymmetric B42 could be a good choice for evaluating in imbalanced data environments since it puts more weight on the minority class.
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A Model for the Clustering of Variables Taking into Account External Datainds the correct partition when the parameters of the model are known, no matter which option of CLV is used. Furthermore, the two options of CLV are compared by means of a simulation study. Both options perform well except for the case of small samples with a very large noise. Moreover, in most cases the performance of both options is equivalent.
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