Results 261 to 270 of about 3,113,449 (308)

A Practical Noise2Noise Denoising Pipeline for High‐Throughput Raman Spectroscopy

open access: yesAdvanced Engineering Materials, EarlyView.
A lightweight and reproducible denoising pipeline for high‐throughput Raman spectroscopy is introduced, based on a 1D convolutional autoencoder trained with a Noise2Noise strategy. Using only repeated short‐exposure acquisitions, the method suppresses stochastic noise without reference spectra, enabling reliable spectral reconstruction while preserving
David Martin‐Calle   +5 more
wiley   +1 more source

Multi-label Random Subspace Ensemble Classification. [PDF]

open access: yesJ Comput Graph Stat
Bi F, Zhu J, Feng Y.
europepmc   +1 more source

Multi-Label Classification

open access: yesInternational Journal of Data Warehousing and Mining, 2007
Multi-label classification methods are increasingly required by modern applications, such as protein function classification, music categorization, and semantic scene classification. This article introduces the task of multi-label classification, organizes the sparse related literature into a structured presentation and performs comparative ...
Grigorios Tsoumakas   +1 more
openaire   +2 more sources

Multi-Label Manifold Learning

open access: yesProceedings of the AAAI Conference on Artificial Intelligence, 2016
This paper gives an attempt to explore the manifold in the label space for multi-label learning. Traditional label space is logical, where no manifold exists. In order to study the label manifold, the label space should be extended to a Euclidean space.
Peng Hou, Xin Geng 0001, Min-Ling Zhang
openaire   +3 more sources

Assessing the Multi-labelness of Multi-label Data

2020
Before constructing a classifier, we should examine the data to gain an understanding of the relationships between the variables, to assist with the design of the classifier. Using multi-label data requires us to examine the association between labels: its multi-labelness.
Laurence A. F. Park   +2 more
openaire   +1 more source

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