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METAPHOR IN CHILDREN'S PROSE AS A LINGUOCULTUROLOGICAL PHENOMENON ...
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METAPHOR IN CHILDREN'S PROSE AS A LINGUOCULTUROLOGICAL PHENOMENON ...
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A Domain Adaptation-Based Method for Classification of Motor Imagery EEG
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In: Mathematics; Volume 10; Issue 9; Pages: 1588 (2022)
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Abstract:
Non-stationarity of EEG signals lead to high variability across sessions, which results in low classification accuracy. To reduce the inter-session variability, an unsupervised domain adaptation method is proposed. Arithmetic mean and covariance are exploited to represent the data distribution. First, overall mean alignment is conducted between the source and target data. Then, the data in the target domain is labeled by a classifier trained with the source data. The per-class mean and covariance of the target data are estimated based on the predicted labels. Next, an alignment from the source domain to the target domain is performed according to the covariance of each class in the target domain. Finally, per-class mean adaptation is required after covariance alignment to remove the shift of data distribution caused by covariance alignment. Two public BCI competition datasets, namely the BCI competition III dataset IVa and the BCI competition IV dataset IIa were used to evaluate the proposed method. On both datasets, the proposed method effectively improved classification accuracy.
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Keyword:
domain adaptation; electroencephalogram; linear discriminant analysis; mean and covariance; motor imagery
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URL: https://doi.org/10.3390/math10091588
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TRANSFORMATIVE LEARNING THROUGH ORAL NARRATIVE IN A PARTICIPATORY COMMUNICATION CONTEXT: AN INQUIRY INTO RADIO DRAMA-BASED TRAINING AMONG ZAMBIAN CAREGIVERS OF ABUSED AND EXPLOITED CHILDREN
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In: Theses and Dissertations--Communication (2022)
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A Stylistic Analysis Of The Representation Of Marginalized Voices In Nasir's Cries And Shouts And Hurried Calls ...
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A Stylistic Analysis Of The Representation Of Marginalized Voices In Nasir's Cries And Shouts And Hurried Calls ...
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TESOL Applications of the Regressive Imagery Dictionary: An Exploratory Analysis of Word Frequency, Text-Type, and Narrative Production ...
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TESOL Applications of the Regressive Imagery Dictionary: An Exploratory Analysis of Word Frequency, Text-Type, and Narrative Production ...
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THE FIGURATIVE COMPONENT OF THE MENTAL STRUCTURE "LAUGHTER" (BASED ON A FRAGMENT OF THE RUSSIAN AND ENGLISH LINGUISTIC PICTURE OF THE WORLD) ...
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Impact of Kinesthetic Motor Imagery on Verbal Semantic Access : A TMS Study ...
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Язык запаха в мистическом дискурсе прозы Владимира Набокова французского периода ; The Language of Smell in Vladimir Nabokov’s Mystical Discourse of Prose from His French Period
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On Horror: Transcreation, Imagery and the Grotesque in Les Chants de Maldoror
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Gates, Sarah. - : Université d'Ottawa / University of Ottawa, 2021
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Multivariate pattern analysis of fMRI data for imaginary and real colours in grapheme-colour synaesthesia
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In: ISSN: 0953-816X ; EISSN: 1460-9568 ; European Journal of Neuroscience ; https://hal.archives-ouvertes.fr/hal-03020119 ; European Journal of Neuroscience, Wiley, 2020, 52 (5), pp.3434-3456. ⟨10.1111/ejn.14774⟩ (2020)
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Utilizing ESL Learners’ Socio-Cognitive Resources to Enhance General Academic Vocabulary Acquisition
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Estimation of Nitrogen in Rice Crops from UAV-Captured Images
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In: ISSN: 2072-4292 ; Remote Sensing ; https://hal.inrae.fr/hal-03014837 ; Remote Sensing, MDPI, 2020, 12 (20), ⟨10.3390/rs12203396⟩ (2020)
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| 17 |
The Sound of a Beautiful Woman: A Study of Sensory Imagery in Pu Songling's Strange Tales from a Chinese Studio (Liaozhai zhiyi) ...
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From Literature to Film: The Eidetic Imagery in Michelangelo Antonioni and Damiano Damiani
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In: South East Coastal Conference on Languages & Literatures (SECCLL) (2020)
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Simulating Semantics: What Individual Differences in Motor Imagery Can Tell Us About Language Processing ...
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The Sound of a Beautiful Woman: A Study of Sensory Imagery in Pu Songling's Strange Tales from a Chinese Studio (Liaozhai zhiyi)
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