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MindReader: Unsupervised Classification of Electroencephalographic Data [PDF]

open access: yesSensors, 2023
Electroencephalogram (EEG) interpretation plays a critical role in the clinical assessment of neurological conditions, most notably epilepsy. However, EEG recordings are typically analyzed manually by highly specialized and heavily trained personnel ...
Salvador Daniel Rivas-Carrillo   +6 more
doaj   +5 more sources

Unsupervised Classification of Quantum Data [PDF]

open access: yesPhysical Review X, 2019
We introduce the problem of unsupervised classification of quantum data, namely, of systems whose quantum states are unknown. We derive the optimal single-shot protocol for the binary case, where the states in a disordered input array are of two types ...
Gael Sentís   +4 more
doaj   +5 more sources

Unsupervised Classification by Iterative Voting

open access: yesInternational Journal of Crowd Science, 2023
In the paper we present a simple algorithm for unsupervised classification of given items by a group of agents. The purpose of the algorithm is to provide fast and computationally light solutions of classification tasks by the randomly chosen agents. The
Evgeny Kagan, Alexander Novoselsky
doaj   +3 more sources

Unsupervised Anomalous Sound Detection for Machine Condition Monitoring Using Classification-Based Methods

open access: yesApplied Sciences, 2021
The task of unsupervised anomalous sound detection (ASD) is challenging for detecting anomalous sounds from a large audio database without any annotated anomalous training data.
Yaoguang Wang   +6 more
doaj   +3 more sources

Evaluation of SAR and Optical Data for Flood Delineation Using Supervised and Unsupervised Classification

open access: yesRemote Sensing, 2022
Precise and accurate delineation of flooding areas with synthetic aperture radar (SAR) and multi-spectral (MS) data is challenging because flooded areas are inherently heterogeneous as emergent vegetation (EV) and turbid water (TW) are common.
Fatemeh Foroughnia   +3 more
doaj   +3 more sources

Unsupervised classification of simulated magnetospheric regions [PDF]

open access: yesAnnales Geophysicae, 2021
In magnetospheric missions, burst-mode data sampling should be triggered in the presence of processes of scientific or operational interest. We present an unsupervised classification method for magnetospheric regions that could constitute the first step ...
M. E. Innocenti   +5 more
doaj   +7 more sources

Unsupervised Domain Adaptation With Dense-Based Compaction for Hyperspectral Imagery

open access: yesIEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2021
Enormously hard work of label obtaining leads to the lack of enough annotated samples in the hyperspectral imagery (HSI). The mentioned reality inferred the unsupervised classification performance barely satisfactorily.
Chunyan Yu   +4 more
doaj   +1 more source

Research on Seismic Signal Analysis Based on Machine Learning

open access: yesApplied Sciences, 2022
In this paper, the time series classification frontier method MiniRocket was used to classify earthquakes, blasts, and background noise. From supervised to unsupervised classification, a comprehensive analysis was carried out, and finally, the supervised
Xinxin Yin   +6 more
doaj   +1 more source

Contrastive Learning Based on Transformer for Hyperspectral Image Classification

open access: yesApplied Sciences, 2021
Recently, deep learning has achieved breakthroughs in hyperspectral image (HSI) classification. Deep-learning-based classifiers require a large number of labeled samples for training to provide excellent performance.
Xiang Hu   +4 more
doaj   +1 more source

Land Cover Changes Based on Landsat Imagery Interpretation

open access: yesJurnal Teknik Pertanian Lampung, 2023
This paper presents the use of satellite data (i.e., Landsat-5 & Landsat-8) to interpret the change of land cover from 1997 to 2020. The study area covers the administrative boundary of Lumajang Regency.
Chairiyah Umi Rahayu   +4 more
doaj   +1 more source

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