Twin support vector machine based on adjustable large margin distribution for pattern classification
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DOI: 10.1007/s13042-020-01124-4
Abstract: This paper researches the value of the margin distribution in binary classifier. The central idea of large margin distribution machine (LDM) is to optimize the margin distribution, such as maximizing the margin mean and minimizing… read more here.
Keywords: vector machine; margin; margin distribution; support vector ... See more keywords
Optimal Margin Distribution Additive Machine
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DOI: 10.1109/access.2020.3007834
Abstract: In recent years, sparse additive machines have attracted increasing attention in high dimensional classification due to their flexibility and representation interpretability. However, most of the existing methods are formulated under Tikhonov regularization schemes associated with… read more here.
Keywords: distribution additive; optimal margin; margin distribution; additive machine ... See more keywords
Optimal Margin Distribution Machine
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DOI: 10.1109/tkde.2019.2897662
Abstract: Support Vector Machine (SVM) has always been one of the most successful learning algorithms, with the central idea of maximizing the minimum margin, i.e., the smallest distance from the instances to the classification boundary. However,… read more here.
Keywords: margin; margin distribution; distribution machine; optimal margin ... See more keywords
Effects of Eutrophication and Different Water Levels on Overwintering of Eichhornia crassipes at the Northern Margin of Its Distribution in China
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DOI: 10.3389/fpls.2019.01261
Abstract: When exotic species are introduced into new areas, establishment is a vital step in their invasion process. Therefore, overwintering strategies determine whether an exotic species from low latitudes can successfully invade middle- and high-latitude areas.… read more here.
Keywords: margin distribution; water; crassipes northern; northern margin ... See more keywords