Bridge censored databases can be used to analyze and assess structural deterioration conditions, but conducting the analysis is difficult. This difficulty occurs because many factors affect deterioration, time span of data for these depends on years in service respective bridge. In addition, values some are not regularly observed. The present study uses long short-term memory (LSTM) consider tw...