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Published in 2019 at "International Journal of Machine Learning and Cybernetics"
DOI: 10.1007/s13042-018-0789-6
Abstract: Stability analysis of heuristic ensemble classifiers, which are designed by using heuristic methods, is a significant topic due to the stochastic nature of heuristic algorithms. Considering the importance of this issue, the novelty of this…
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Keywords:
heuristic ensemble;
objective heuristic;
multi objective;
stability investigation ... See more keywords
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Published in 2017 at "Biocybernetics and Biomedical Engineering"
DOI: 10.1016/j.bbe.2017.04.005
Abstract: Abstract The paper presents an improved system to recognition of Fuhrman grading in clear-cell renal carcinoma using an ensemble of classifiers. The novelty of solution includes the segmentation applying wavelet transformation in preprocessing stage, application…
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Keywords:
wavelet transformation;
recognition fuhrman;
fuhrman grading;
ensemble classifiers ... See more keywords
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Published in 2019 at "IEEE Transactions on Neural Networks and Learning Systems"
DOI: 10.1109/tnnls.2018.2886341
Abstract: The number of component classifiers chosen for an ensemble greatly impacts the prediction ability. In this paper, we use a geometric framework for a priori determining the ensemble size, which is applicable to most of…
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Keywords:
number;
ensemble size;
less comprehensive;
number components ... See more keywords
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Published in 2024 at "IEEE Transactions on Visualization and Computer Graphics"
DOI: 10.1109/tvcg.2024.3514115
Abstract: The high performance of tree ensemble classifiers benefits from a large set of rules, which, in turn, makes the models hard to understand. To improve interpretability, existing methods extract a subset of rules for approximation…
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Keywords:
visualization;
anomalous rules;
ensemble classifiers;
scalable matrix ... See more keywords
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Published in 2020 at "Shock and Vibration"
DOI: 10.1155/2020/8899487
Abstract: In this paper, a new structural damage detection framework is proposed based on vibration analysis and pattern recognition, which consists of two stages: (1) signal processing and feature extraction and (2) damage detection by combining…
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Keywords:
damage detection;
structural damage;
ensemble classifiers;
wavelet transform ... See more keywords
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Published in 2024 at "PLOS ONE"
DOI: 10.1371/journal.pone.0307176
Abstract: Cancer immunotherapy enhances the body’s natural immune system to combat cancer, offering the advantage of lowered side effects compared to traditional treatments because of its high selectivity and efficacy. Utilizing computational methods to identify tumor…
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Keywords:
classifiers diverse;
ensemble classifiers;
tumor cell;
cell antigens ... See more keywords