نتایج جستجو برای: time series forecasting
تعداد نتایج: 2156637 فیلتر نتایج به سال:
For many fields in real life, time series forecasting is essential. Recent studies have shown that Transformer has certain advantages when dealing with such problems, especially long sequence input and problems. In order to improve the efficiency local stability of Transformer, these combine CNN different structures. However, previous network models based on cannot make full use CNN, they not b...
In this paper, we survey the most recent advances in supervised machine learning (ML) and high-dimensional models for time-series forecasting. We consider both linear nonlinear alternatives. Among methods, pay special attention to penalized regressions ensemble of models. The methods considered paper include shallow deep neural networks, their feedforward recurrent versions, tree-based such as ...
Nowadays, water supply is more limited and providing water is more difficult due to increasing population and demand for water. Thus, due to rainfall shortage and impacts of drought, the need for forecasting monthly and annual rainfall and flow discharge through time series analysis is acutely felt. One of the key assumption in time series is their static condition. However, hydrological time s...
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