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Complete Data Analysis Workflow for Quantitative DIA Mass Spectrometry Using Nextflow. [PDF]

open access: yesJ Proteome Res
Perk M   +5 more
europepmc   +1 more source

On the topology of \(\delta_e\)-open sets

2023
Summary: The main purpose of this paper is to introduce and investigate a new class of open sets called \(\delta_e\)-open sets. For this aim, first we define and study the notion of \(e\)-regular open set via \(e\)-closure operator. Then, we introduce the notion of \(\delta_e\)-open set via \(e\)-regular open set.
lrm;Dalkiran, C.   +1 more
openaire   +2 more sources

Toward Open Set Recognition

IEEE Transactions on Pattern Analysis and Machine Intelligence, 2013
To date, almost all experimental evaluations of machine learning-based recognition algorithms in computer vision have taken the form of "closed set" recognition, whereby all testing classes are known at training time. A more realistic scenario for vision applications is "open set" recognition, where incomplete knowledge of the world is present at ...
Walter J. Scheirer   +3 more
openaire   +2 more sources

Contrastive Open Set Recognition

Proceedings of the AAAI Conference on Artificial Intelligence, 2023
In conventional recognition tasks, models are only trained to recognize learned targets, but it is usually difficult to collect training examples of all potential categories. In the testing phase, when models receive test samples from unknown classes, they mistakenly classify the samples into known classes.
Baile Xu, Furao Shen, Jian Zhao 0013
openaire   +1 more source

On Generalized Open Sets

Hacettepe Journal of Mathematics and Statistics, 2016
Summary: We introduce and explore generalized open sets namely \(\gamma\)-pre-open and \(\gamma\)-b-open sets in topological spaces. We also explore and investigate the properties and characterizations of \(\gamma\)-b-continuous function, \(\gamma\)-b-irresolute function and \(\gamma\)-b-open(closed) functions.
openaire   +3 more sources

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