{"title":"基于SOA的大基因组数据分析和知识发现系统","authors":"Veska Gancheva, P. Borovska","doi":"10.1109/IDAACS.2019.8924370","DOIUrl":null,"url":null,"abstract":"The volume of stored genomic data has increased significantly in the recent years. Main challenge in their analysis and knowledge discovery is to suggest advanced and efficient tools, methods and technologies for access and processing. SOA based system for adaptive knowledge discovery and decision making based on big genomic data analytics is proposed in this paper. The system architecture is comprised of web services for data integration, preprocessing of large data streams, knowledge discovery based on genomic data analytics, knowledge interpretation and results visualization. The functionality of the developed system is explained. A web service for breast cancer data processing has been developed for the purpose of system testing and validation. The proposed system architecture allows scientists an easy, fast and flexible approach for data processing. They can choose the services they wish to be executed, use the available data sets in databases, or enter their own data to be processed.","PeriodicalId":415006,"journal":{"name":"2019 10th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)","volume":"13 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":"{\"title\":\"SOA Based System for Big Genomic Data Analytics and Knowledge Discovery\",\"authors\":\"Veska Gancheva, P. Borovska\",\"doi\":\"10.1109/IDAACS.2019.8924370\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The volume of stored genomic data has increased significantly in the recent years. Main challenge in their analysis and knowledge discovery is to suggest advanced and efficient tools, methods and technologies for access and processing. SOA based system for adaptive knowledge discovery and decision making based on big genomic data analytics is proposed in this paper. The system architecture is comprised of web services for data integration, preprocessing of large data streams, knowledge discovery based on genomic data analytics, knowledge interpretation and results visualization. The functionality of the developed system is explained. A web service for breast cancer data processing has been developed for the purpose of system testing and validation. The proposed system architecture allows scientists an easy, fast and flexible approach for data processing. They can choose the services they wish to be executed, use the available data sets in databases, or enter their own data to be processed.\",\"PeriodicalId\":415006,\"journal\":{\"name\":\"2019 10th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)\",\"volume\":\"13 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-09-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"3\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 10th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/IDAACS.2019.8924370\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 10th IEEE International Conference on Intelligent Data Acquisition and Advanced Computing Systems: Technology and Applications (IDAACS)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/IDAACS.2019.8924370","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
SOA Based System for Big Genomic Data Analytics and Knowledge Discovery
The volume of stored genomic data has increased significantly in the recent years. Main challenge in their analysis and knowledge discovery is to suggest advanced and efficient tools, methods and technologies for access and processing. SOA based system for adaptive knowledge discovery and decision making based on big genomic data analytics is proposed in this paper. The system architecture is comprised of web services for data integration, preprocessing of large data streams, knowledge discovery based on genomic data analytics, knowledge interpretation and results visualization. The functionality of the developed system is explained. A web service for breast cancer data processing has been developed for the purpose of system testing and validation. The proposed system architecture allows scientists an easy, fast and flexible approach for data processing. They can choose the services they wish to be executed, use the available data sets in databases, or enter their own data to be processed.