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Short- and long-term forecasting
Scheduling and Operation of Virtual Power Plants, 2022Hüseyin Akçay, Tansu Filik
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Multi-resolution Time-Series Transformer for Long-term Forecasting
International Conference on Artificial Intelligence and Statistics, 2023The performance of transformers for time-series forecasting has improved significantly. Recent architectures learn complex temporal patterns by segmenting a time-series into patches and using the patches as tokens.
Yitian Zhang +4 more
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Long-term demographic forecasting
Вестник Российской академии наук, 2023The results of the latest demographic forecasts from the world’s leading specialized centers (United Nations Population Division, the Wittgenstein Center for Demography and Global Human Capital, the Institute for Health Metrics and Evaluation) are considered, demonstrating a certain bias in favor of individual countries and their calculation methods ...
V. L. Makarov +5 more
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Consistent Long-Term Forecasting of Ergodic Dynamical Systems
International Conference on Machine Learning, 2023We study the evolution of distributions under the action of an ergodic dynamical system, which may be stochastic in nature. By employing tools from Koopman and transfer operator theory one can evolve any initial distribution of the state forward in time,
Prune Inzerilli +4 more
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, 2020
Electricity consumption is on the rise in developing countries. Most of the research studies in energy demand forecasting aim to provide that sufficient electricity is produced to meet future needs.
Fazil Kaytez
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Electricity consumption is on the rise in developing countries. Most of the research studies in energy demand forecasting aim to provide that sufficient electricity is produced to meet future needs.
Fazil Kaytez
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Long Term Forecasting of Ambient Air Quality Using Deep Learning Approach
IEEE India Conference, 2020With the rapid development of urbanization, ambient air pollution has become one of the most serious issues in the worldwide. Particulate matter particles have been found as one of the critical risk factors of several lung diseases and respiratory ...
st K.Krishna +3 more
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SSRN Electronic Journal, 2020
It is well-known that there is a strong correlation between valuation ratios and long-term returns on certain stock-market indices such as the S&P 500. Scatter-plots of valuation ratios versus long-term stock-returns often show a characteristic downwards slope, where higher valuation ratios correspond to lower future stock-market returns, and vice ...
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It is well-known that there is a strong correlation between valuation ratios and long-term returns on certain stock-market indices such as the S&P 500. Scatter-plots of valuation ratios versus long-term stock-returns often show a characteristic downwards slope, where higher valuation ratios correspond to lower future stock-market returns, and vice ...
openaire +1 more source