{"title":"Document Analysis and Classification: A Robotic Process Automation (RPA) and Machine Learning Approach","authors":"A. Baidya","doi":"10.1109/ICICT52872.2021.00013","DOIUrl":null,"url":null,"abstract":"Robotic Process Automation (RPA) uses software robots to emulate human tasks within an organization to execute a business process. Because of these benefits RPA is frequently and regularly used to perform repeated tasks, tasks that have a greater influence on the organization. In this paper I have proposed solutions to overcome the challenges associated with unstructured data, using machine learning models for processing formal documents and by incorporating deep learning algorithms as an analytical approach.","PeriodicalId":359456,"journal":{"name":"2021 4th International Conference on Information and Computer Technologies (ICICT)","volume":"32 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-03-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 4th International Conference on Information and Computer Technologies (ICICT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICICT52872.2021.00013","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
Robotic Process Automation (RPA) uses software robots to emulate human tasks within an organization to execute a business process. Because of these benefits RPA is frequently and regularly used to perform repeated tasks, tasks that have a greater influence on the organization. In this paper I have proposed solutions to overcome the challenges associated with unstructured data, using machine learning models for processing formal documents and by incorporating deep learning algorithms as an analytical approach.
机器人流程自动化(Robotic Process Automation, RPA)使用软件机器人来模拟组织内的人工任务,以执行业务流程。由于这些好处,RPA经常被用于执行重复的任务,这些任务对组织有更大的影响。在本文中,我提出了克服与非结构化数据相关的挑战的解决方案,使用机器学习模型处理正式文档,并将深度学习算法作为分析方法。