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First spectral dataset of Parthenium hysterophorus (Famine Weed) to support multi-sensor species classification and modelling. [PDF]
Data BriefKganyago M.
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Kolmogorov GAM Networks Are All You Need! [PDF]
Entropy (Basel)Polson S, Sokolov V.
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Microbial Primer: Artificial intelligence for microbiologists. [PDF]
Microbiology (Reading)Cao H, de la Fuente-Nunez C.
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Predicting language outcome after stroke using machine learning: in search of the big data benefit. [PDF]
Neuroimage ClinSaranti M +6 more
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Lifting the curse from high-dimensional data: automated projection pursuit clustering for a variety of biological data modalities. [PDF]
GigascienceSimpson C +17 more
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The Curse of Dimensionality: When Too Many Features Break Your Machine Learning Model
Caleb F. Worel
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Augmented Industrial Data-Driven Modeling Under the Curse of Dimensionality
IEEE/CAA Journal of Automatica Sinica, 2023The curse of dimensionality refers to the problem of increased sparsity and computational complexity when dealing with high-dimensional data. In recent years, the types and variables of industrial data have increased significantly, making data-driven ...
Xiaoyu Jiang, Xiangyi Kong, Zhiqiang Ge
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How to Overcome Curse-of-Dimensionality for Out-of-Distribution Detection?
AAAI Conference on Artificial Intelligence, 2023Machine learning models deployed in the wild can be challenged by out-of-distribution (OOD) data from unknown classes. Recent advances in OOD detection rely on distance measures to distinguish samples that are relatively far away from the in-distribution
Soumya Suvra Ghosal +2 more
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