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In order to evaluate the quality of the recommendations that the system de ned above produces, and to ensure that the system works properly, two datasets from the UCI machine learning repository [78] were selected. The data was exported into a test system by mapping the data records into usage records. After this, a leave-one-out cross-validation was used to test the classi cation accuracy of the system. In the experiments, the TAN was used and since the system is able to make probabilistic predictions, also the logarithmic loss log pi was measured, where pi is the probability assigned to the correct class. The datasets and the experimental results are summarised in Table 4.3. The rst dataset, Vote, consisted of 435 records. The dataset contains many records with missing values. In this experiment, only the part of the dataset with complete information was considered, resulting in 232 records. The classi cation task is a binary task and the system used was able to achieve 94.4% accuracy on the dataset. The second data, Zoo, consisted of 101 records, each of which had 17 attributes. However, since one of the attributes was a unique identi er, it was removed. On this dataset, the system achieved an accuracy of 98%. vb.net upc-a reader VB . NET UPC-A Barcode Reader SDK - Decode & Scan UPC-A ...
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