Jonathan Wijaya, Joonhong Park, Yuyi Yang, Sharf Ilahi Siddiqui, Seungdae Oh
A metagenome-derived artificial intelligence modeling framework advances the predictive diagnosis and interpretation of petroleum-polluted groundwater
Journal of hazardous materials
research aims analyze influencing factors migrant childrens education integration based convolutional neural network cnn algorithm attention mechanism lstm gru introduced based cnn algorithm establish algcnn model text classification film television review data set mr stanford sentiment data set sst news opinion data set mpqa used analyze classification accuracy loss value hamming loss hl precision pre recall microf1 f1 algcnn model big data platform data comprehensive management system floating population rental housing student status information management system student information management system beijing city taken samples algcnn model used classify compare related data found mr stt mpqa data sets classification accuracy loss value algcnn model better algorithms hl lowest 152 138 pre second bert algorithm f1 higher algorithms 2015 2019 number migrant children different grades elementary school shows gradual increase among migrant children number migrant children counties province evidently higher number migrant children provinces among children migrant workers number immigrants counties province also notably higher number immigrants provinces gradual increase years proportion townshiplevel expenses shows gradual decrease whereas proportion district countylevel expenses shows gradual increase moreover accuracy algcnn model migrant children local children data classification 986 989 respectively proportion migrant children first second grades primary school beijing city obviously higher local children p 005 average final score local children greatly higher migrant children p 005 whereas scores migrant childrens listening methods learning skills learning environment adaptability lower shows effective text classification model algcnn established based cnn algorithm short childrens education costs listening methods learning skills learning environment adaptability main factors affecting migrant childrens educational integration work provides reference analysis migrant childrens educational integration