Detecting Associations Based on the Multi-Variable Maximum Information Coefficient
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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
Uniform Partitioning of Data Grid for Association Detection
Sign Up to like & getrecommendations! 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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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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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