{"title":"Classification Experiments of DNA Sequences by Using a Deep Neural Network and Chaos Game Representation","authors":"R. Rizzo, A. Fiannaca, M. L. Rosa, A. Urso","doi":"10.1145/2983468.2983489","DOIUrl":null,"url":null,"abstract":"Analysis and classification of sequences is one of the key research areas in bioinformatics. The basic tool for sequence analysis is alignment, but there are also other techniques that can be used. Frequency Chaos Game Representation is a technique that builds an image characteristic of the sequence The paper describes the first experiment in the use of a deep neural network for classification of DNA sequences represented as images by using the Frequency Chaos Game Representation.","PeriodicalId":291570,"journal":{"name":"Proceedings of the 17th International Conference on Computer Systems and Technologies 2016","volume":"14 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-06-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"23","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 17th International Conference on Computer Systems and Technologies 2016","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2983468.2983489","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 23
Abstract
Analysis and classification of sequences is one of the key research areas in bioinformatics. The basic tool for sequence analysis is alignment, but there are also other techniques that can be used. Frequency Chaos Game Representation is a technique that builds an image characteristic of the sequence The paper describes the first experiment in the use of a deep neural network for classification of DNA sequences represented as images by using the Frequency Chaos Game Representation.