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Titlebook: Advances in Knowledge Discovery and Data Mining; 26th Pacific-Asia Co João Gama,Tianrui Li,Fei Teng Conference proceedings 2022 The Editor(

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0302-9743 ly reviewed and selected from a total of 558 submissions. They were organized in topical sections as follows:..Part I: Data Science and Big Data Technologies, Part II: Foundations; and Part III: Applications..978-3-031-05935-3978-3-031-05936-0Series ISSN 0302-9743 Series E-ISSN 1611-3349
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Effect of Different Encodings and Distance Functions on Quantum Instance-Based Classifiers and their effect on the performance. We show that, with certain data preparation strategies, quantum algorithms are comparable with the classic version, yet allowing for a theoretical reduction of the complexity for distances calculation.
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Hypersphere Neighborhood Rough Set for Rapid Attribute Reductioning of the NRS algorithm for radius optimization. Third, according to the change of objects within the positive region, the redundant attributes can be reduced efficiently. Experimental results show that HNRS outperforms state-of-the-art attribute reduction methods in terms of both efficiency and classification accuracy.
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