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Emerging opportunities and challenges for the future of reservoir computing
Published 2024-03-01“…To unlock the full capabilities of reservoir computing towards a fast, lightweight, and significantly more interpretable learning framework for temporal dynamical systems, substantially more research is needed. This Perspective intends to elucidate the parallel progress of mathematical theory, algorithm design and experimental realizations of reservoir computing, and identify emerging opportunities as well as existing challenges for large-scale industrial adoption of reservoir computing, together with a few ideas and viewpoints on how some of those challenges might be resolved with joint efforts by academic and industrial researchers across multiple disciplines.…”
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1743
Short-Term Wind Power Prediction Based on MVMD-AVOA-CNN-LSTM-AM
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Geographical features and management strategies for microplastic loads in freshwater lakes
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Application of the feedback mechanism in systems using a direct current motor
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BIMLP Model Based on Deep Learning for Predicting Electrical Load Demand
Published 2025-08-01“…However, the complexities of demand patterns, weather variability, and socioeconomic factors make it challenging to forecast demand with high accuracy. …”
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The Polarization Loop: How Emotions Drive Propagation of Disinformation in Online Media—The Case of Conspiracy Theories and Extreme Right Movements in Southern Europe
Published 2024-11-01“…Provided the intimate nature of emotions, the focus of connected research should remain on structural patterns rather than individual behavior, making it explicit that results derived from this research cannot be applied as the base for decisions, automated or not, that may affect individuals.…”
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Detection of genome-wide methylation changes in bladder cancer by long-read sequencing of urinary DNA
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Impact of Climate Change on the Distributional Potential of the Endemic Species Tamarix dubia Bunge and Conservation Implications for the Irano‐Turanian Region
Published 2025-08-01“…ABSTRACT Climate change significantly influences species distribution patterns. Utilizing Ecological Niche Models (ENMs) in climate change research provides valuable insights into species–environment relationships and can inform conservation management decisions. …”
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KDFE: Robust KNN-Driven Fusion Estimator for LEO-SoOP Under Multi-Beam Phased-Array Dynamics
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Chlorophyll-a in the Chesapeake Bay Estimated by Extra-Trees Machine Learning Modeling
Published 2025-06-01“…The predicted spatiotemporal <i>Chl-a</i> patterns align with known ecological processes in the Chesapeake Bay, particularly those influenced by riverine inputs and seasonal variability. …”
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Recommendations for the development and implementation of a balanced scorecard based on studying the experience of Russian organisations
Published 2025-01-01“…As the article is written, patterns are revealed in the processes of implementation of personnel policies by the objects of research, formation of strategic goals, and realisation of a mechanism for disseminating information about the declared strategy among all official levels of the company. …”
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Unsupervised feature selection based on generalized regression model with linear discriminant constraints
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MATHEMATICAL-CARTOGRAPHIC MODELING AND CARTOGRAPHY OP DEMOGRAPHIC SITUATION IN THE REGIONS OF EUROPE AND RUSSIA
Published 2022-07-01“…The paper describes the methodology for applying the algorithm of mathematical cartographic modeling of typological maps to develop a typology of the demographic situation and the use of these tools for geodemographic research and monitoring of a vast territory. …”
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Image-Text Joint Learning for Social Images with Spatial Relation Model
Published 2020-01-01“…The rapid developments in sensor technology and mobile devices bring a flourish of social images, and large-scale social images have attracted increasing attention to researchers. Existing approaches generally rely on recognizing object instances individually with geo-tags, visual patterns, etc. …”
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