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In this work, we combine two kinds of word embedding features with the statistical features of peptide sequences to develop an ensemble classifier, named EnAMP, in which, two deep neural networks are trained based on Word2vec and Glove word embedding features of peptide sequences, respectively, meanwhile, we utilize statistical features of peptide sequences to train random forest and support vector machine classifiers. The average of four classifiers is the final prediction result. Compared with other state-of-the-art algorithms on six datasets, EnAMP outperforms most existing models with similar computational costs, even when compared with high computational cost algorithms based on Bidirectional Encoder Representation from Transformers (BERT), the performance of our model is comparable. EnAMP source code and the data are available at https:\/\/github.com\/ruisue\/EnAMP . <\/jats:p>","DOI":"10.1142\/s021972002450001x","type":"journal-article","created":{"date-parts":[[2024,1,12]],"date-time":"2024-01-12T15:07:30Z","timestamp":1705072050000},"source":"Crossref","is-referenced-by-count":6,"title":["EnAMP: A novel deep learning ensemble antibacterial peptide recognition algorithm based on multi-features"],"prefix":"10.1142","volume":"22","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1483-4738","authenticated-orcid":false,"given":"Jujuan","family":"Zhuang","sequence":"first","affiliation":[{"name":"School of Science, Dalian Maritime University, Dalian, Liaoning, P. R. China"}]},{"ORCID":"https:\/\/orcid.org\/0009-0009-1757-1524","authenticated-orcid":false,"given":"Wanquan","family":"Gao","sequence":"additional","affiliation":[{"name":"School of Science, Dalian Maritime University, Dalian, Liaoning, P. R. 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