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Titlebook: Enterprise Information Systems; 22nd International C Joaquim Filipe,Michał Śmiałek,Slimane Hammoudi Conference proceedings 2021 Springer Na

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Fast and Efficient Parallel Execution of SARIMA Prediction Modelsults obtained in past observations, it is possible to determine the percentage of precision that each parameter obtained, and, in this way, to determine the parameters that are more likely to obtain more accurate values in future observations, thus, eliminating the need to use specific algorithms t
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Comparative Evaluation of the Supervised Machine Learning Classification Methods and the Concept Dricept drift detection methods are ADWIN, DDM, EDDM, HDDMa, HDDMw, KSWIN, and Page Hinkley. We used the next-generation hyperparameter optimization framework Optuna and applied the non-parametric Friedman test to infer hypotheses and Nemeyni as a posthoc test to validate the results. We used five data
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Sammon Mapping-Based Gradient Boosted Trees for Tax Crime Prediction in the City of São Paulohat the ensemble of classifiers of GBT, combined with SM’s ability to identify relevant dimensions in data, contributed to produce higher prediction scores. These scores enable São Paulo’s tax administration to rank fiscal audits according to the highest probabilities of tax crime occurrence, levera
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Extraction of Speech Features and Alignment to Detect Early Dyslexia Evidencestaneously, the indirect characteristics are extracted through the alignment of audio signals, the Hidden Markov Model, and some heuristics of improvement. The indication of the probability of dyslexia is performed using a machine learning algorithm. The tests were compared with the specialist’s clas
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A Mixed Approach for Pallet Building Problem with Practical Constraintsers and an exact method is invoked to stack layers one over the other to form pallets. The performance of the algorithm is assessed through extensive computational tests on real-world instances. The results show that the exact model considerably increases the solution quality, creating very compact packings with a limited computational effort.
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