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   Articles with "information coefficient" as a keyword



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Detecting Associations Based on the Multi-Variable Maximum Information Coefficient

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recommendations! Published in 2021 at "IEEE Access"

DOI: 10.1109/access.2021.3070925

Abstract: The maximum information coefficient (MIC) is a novel and widely-using measure of association detection in large datasets. The most outstanding feature of MIC is that it has both generality and equability. However, MIC can only… read more here.

Keywords: multi variable; information coefficient; variable maximum; maximum information ... See more keywords

Maximal Information Coefficient-Based Undersampling Method for Highly-Imbalanced Learning

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recommendations! Published in 2025 at "IEEE Access"

DOI: 10.1109/access.2025.3525475

Abstract: Learning from highly-imbalanced datasets is still a big challenge in the field of machine learning because models created by general learning algorithms are weak in recognizing the samples from the minority class correctly. Undersampling is… read more here.

Keywords: maximal information; undersampling method; highly imbalanced; information coefficient ... See more keywords
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Uniform Partitioning of Data Grid for Association Detection

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recommendations! Published in 2022 at "IEEE Transactions on Pattern Analysis and Machine Intelligence"

DOI: 10.1109/tpami.2020.3029487

Abstract: Inferring appropriate information from large datasets has become important. In particular, identifying relationships among variables in these datasets has far-reaching impacts. In this article, we introduce the uniform information coefficient (UIC), which measures the amount… read more here.

Keywords: information coefficient; uniform partitioning; partitioning data; association ... See more keywords

Maximal Information Coefficient-Based Testing to Identify Epistasis in Case-Control Association Studies

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recommendations! Published in 2022 at "Computational and Mathematical Methods in Medicine"

DOI: 10.1155/2022/7843990

Abstract: Interactions between genetic variants (epistasis) are ubiquitous in the model system and can significantly affect evolutionary adaptation, genetic mapping, and precision medical efforts. In this paper, we proposed a method for epistasis detection, called EpiMIC… read more here.

Keywords: maximal information; epistasis; information coefficient; association ... See more keywords

What Affects Emotional Well-Being during Travel? Identifying the Factors by Maximal Information Coefficient

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recommendations! Published in 2022 at "International Journal of Environmental Research and Public Health"

DOI: 10.3390/ijerph19074326

Abstract: Traveler emotional well-being as a specific domain of subjective well-being has attracted attention across the field of transportation. Studies on identifying factors of travel-related emotional well-being can help policy makers to formulate concrete strategies to… read more here.

Keywords: emotional well; information coefficient; maximal information; identifying factors ... See more keywords