To solve the problems of generative adversarial network (GAN)-based imputation method for time series, which are ignoring implied trends in data and using multi-stage training that may lead to high complexity, this article proposes a trend-aware based on GAN (TrendGAN). It implements an end-to-end de-noising auto-encoder (DAE). also uses bidirectional gated recurrent unit (Bi-GRU) generator mod...

introduction: accurate water demand modeling for the city is very important for forecasting and policies adoption related to water resources management. thus, for future requirements of water estimation, forecasting and modeling, it is important to utilize models with little errors. water has a special place among the basic human needs, because it not hampers human life. the importance of the i...

purpose: to investigate the proportion and time trend of second-eye senile cataract surgery (secs) in a high-turnover academic center in iran. methods: in this cross-sectional study, samples were selected among all records of senile cataract surgery based on the international statistical classification of diseases and related health problems, 10th revision (icd-10) during four consecutive years...