A Deep-Learning Prediction Model for Imbalanced Time Series Data Forecasting by Chenyu Hou, Jiawei Wu, Bin Cao, Jing Fan

“…Moreover, we propose reverse distance attention in place of traditional dot attention to highlight the importance of similar historical values to forecast results. …”
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Post-Graduate Course in Selection and Management with Antimicrobial in Respiratory and Urinary Infections by Diana Rosa Fernández Ruiz, Maira Quiros Enríquez, Olga Lidia Cuevas Pérez, Eidys Rodríguez Herrera, Myriam Damaris Padilla Labrado

“…<strong>Background</strong>: one of the pharmacologic groups of bigger prescription and use in Primary Health Attention, for his efficacy in the treatment of multiple infections constitute the antimicrobial. …”
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Leveraging transformer models to predict cognitive impairment: accuracy, efficiency, and interpretability by Kai Ma, Junzhi Zhang, Xinhang Huang, Mengyang Wang

“…The model showed rapid convergence, with loss stabilizing within 20 epochs. The attention heatmap highlighted key features, confirming the effectiveness of the multi-head attention mechanism in identifying relevant variables. …”
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Efficient Image Super-Resolution with Multi-Branch Mixer Transformer by Long Zhang, Yi Wan

“…However, due to the self-attention mechanism in Transformers, achieving lightweight models remains challenging compared to CNN-based approaches. …”
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Providing a model of emotional and rational appeals in video marketing based on social networks by Moohan Mohammadi, payam paslari, saeed moradpour, sadegh masjoodi

“…Theoretical FrameworkAttention in video marketing"Attracting attention" is so important that researchers consider the goal of video marketing only to attract the attention of the audience and change his decision to continue watching (Arantes et al, 2018), and consider it as the main factor of competition in this type of marketing (Sheldon, 2013). …”
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Improved Deep Learning Method for Intelligent Analysis of Sports Training Posture by Xianyou Yan

“…Motion recognition based on human bones has attracted extensive attention in recent years because of its simplicity and robustness. …”
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A Classroom Emotion Recognition Model Based on a Convolutional Neural Network Speech Emotion Algorithm by Qinying Yuan

“…For the problem of extracting emotion features of whole-sentence speech, we propose an attention mechanism-based emotion recognition algorithm for variable-length speech and design a spatiotemporal attention module for the speech emotion algorithm and a convolutional channel attention module for the CNN network to reduce the contribution of the spatiotemporal data of the speech emotion algorithm and the unimportant parts of the CNN convolutional channel feature data in the subsequent recognition by the attention mechanism. …”
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Aggregate global features into separable hierarchical lane detection transformer by Mengyang Li, Qi Chen, Zekun Ge, Fazhan Tao, Zhikai Wang

“…Firstly, a separable lane multi-head attention mechanism based on window self-attention is proposed. …”
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Beyond averaging: A transformer approach to decoding event related brain potentials by Philipp Zelger, Manuel Arnold, Sonja Rossi, Josef Seebacher, Franz Muigg, Simone Graf, Antonio Rodríguez-Sánchez

“…The attention maps above all showed a focus on the time window around 150 to 200 ms, where the average based analysis did not indicate relevant potentials.Employing these attention maps, we were able to gain new perspectives on the ERPs, discovering the attention maps potential as a tool for delving deeper into the analysis of event-related potentials.…”
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State Participation in Energy Security Provision of the People’s Republic of China by I. F. Rakhimyanova

“…The special attention is given to the Concept of National Security of the China. …”
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Proverbs and African Modernity: Defining an Ethics of Becoming by Oyekan Owomoyela

“… African proverbs have, for good reason, attracted considerable attention from scholars, both African and non-African. …”
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Impact of irrelevant speech and non-speech sounds on serial recall of verbal and spatial items in children and adults by Larissa Leist, Thomas Lachmann, Maria Klatte

“…The findings indicate that both specific interference and attention capture may contribute to the ISE, with the impact of attention capture potentially decreasing with age.…”
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Salient Distractors Can Induce Saccade Adaptation by Afsheen Khan, Sally A. McFadden, Mark Harwood, Josh Wallman

“…We conclude that the locus of attention after the saccade can act as an error signal for saccade adaptation.…”
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Closing Age and Race Gaps in Elections Through Inclusive and Contextual Communications by Julia Fisher Cummings

“… This study seeks to learn how viewing political communications with varying attention to diversity, equity, and inclusion affects the intention to vote in the next election. …”
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Godsdiens: middel tot verslawing of tot heling? by W. C. Coetzer

“…Concerning the latter particular attention is given to behaviour which could lead to a relapse. …”
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The relations between external and internal marketing communications by Anna Rogala

“…However, equal attention should be devoted to internal clients i.e. the employees of the company. …”
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The language of law as a unique direction of human communication (theoretical legal and philosophical reflections) by V. V. Lazariev

“…Attention has been focused on the fact that legal language is usually perceived somewhat specifically by ordinary citizens and society as a whole, as it looks specialized, elevated and technical, especially its written form. …”
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ANTHROPOLOGICAL COMPONENT OF DESCARTES’ ONTOLOGY by Anatolii M. Malivskyi

“…It is the first time that anthropological component of Descartes’ ontology became an object of particular attention. It previously lacked attention because of following main reasons: 1) traditional underestimating of the fact of Descartes’ legacy incompleteness as an unrealized anthropological project and 2) lack of proper attention to the individual nature of truth. …”
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Anthropological Component of Descartes’ Ontology by Anatolii M. Malivskyi

“…It is the first time that anthropological component of Descartes’ ontology became an object of particular attention. It previously lacked attention because of following main reasons: 1) traditional underestimating of the fact of Descartes’ legacy incompleteness as an unrealized anthropological project and 2) lack of proper attention to the individual nature of truth. …”
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Topical issues of stimulating the work of civil servants by A. O. Ivanov

“…Scientific views on the understanding of the essence and content of work incentives, as well as its relationship with such related phenomena as motivation and encouragement are considered. Attention is paid to the conceptual and legislative principles of stimulating the work of civil servants. …”
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