Document classification in robotic process automation using artificial intelligence : a preliminary literature review
Main Author: | |
---|---|
Publication Date: | 2020 |
Other Authors: | , |
Language: | eng |
Source: | Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
Download full: | http://hdl.handle.net/20.500.11960/2914 |
Summary: | In recent decades, combined with technological evolution, numerous operational activities of companies are supported by information systems. Despite its advantages, countless routine tasks of the organizations are done manually. In recent years, robotic process automation (RPA) has emerged allowing to create automatic processes to deal with routine tasks. One typical feature of these systems is reading documents via optical character recognition (OCR) that are associated with the classification of documents. This paper aims to present a general study on the document classification process using OCR in RPA processes combined with the application of artificial intelligence. It was intended to carry out a survey of the state of the art of tools and approaches for the classification of documents using AI. Conclusions show that despite the challenges associated with the classification and categorization of documents, the applicability of AI techniques shows good results of accuracy to allow a better efficiency in the automation of RPA processes. |
id |
RCAP_e7b1499709c4771a06b29aa3adf4e0ba |
---|---|
oai_identifier_str |
oai:repositorio.ipvc.pt:20.500.11960/2914 |
network_acronym_str |
RCAP |
network_name_str |
Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
repository_id_str |
https://opendoar.ac.uk/repository/7160 |
spelling |
Document classification in robotic process automation using artificial intelligence : a preliminary literature reviewArtificial intelligenceDocument classificationRobotic process automationIn recent decades, combined with technological evolution, numerous operational activities of companies are supported by information systems. Despite its advantages, countless routine tasks of the organizations are done manually. In recent years, robotic process automation (RPA) has emerged allowing to create automatic processes to deal with routine tasks. One typical feature of these systems is reading documents via optical character recognition (OCR) that are associated with the classification of documents. This paper aims to present a general study on the document classification process using OCR in RPA processes combined with the application of artificial intelligence. It was intended to carry out a survey of the state of the art of tools and approaches for the classification of documents using AI. Conclusions show that despite the challenges associated with the classification and categorization of documents, the applicability of AI techniques shows good results of accuracy to allow a better efficiency in the automation of RPA processes.Springer2022-11-29T19:51:13Z2020-01-01T00:00:00Z20202022-10-26T10:28:40Zconference objectinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://hdl.handle.net/20.500.11960/2914eng2367-33892367-337010.1007/978-981-16-1089-9_18metadata only accessinfo:eu-repo/semantics/openAccessRibeiro, JorgeLima, RuiPaiva, Sarareponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-04-11T08:14:13Zoai:repositorio.ipvc.pt:20.500.11960/2914Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T13:29:54.803881Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse |
dc.title.none.fl_str_mv |
Document classification in robotic process automation using artificial intelligence : a preliminary literature review |
title |
Document classification in robotic process automation using artificial intelligence : a preliminary literature review |
spellingShingle |
Document classification in robotic process automation using artificial intelligence : a preliminary literature review Ribeiro, Jorge Artificial intelligence Document classification Robotic process automation |
title_short |
Document classification in robotic process automation using artificial intelligence : a preliminary literature review |
title_full |
Document classification in robotic process automation using artificial intelligence : a preliminary literature review |
title_fullStr |
Document classification in robotic process automation using artificial intelligence : a preliminary literature review |
title_full_unstemmed |
Document classification in robotic process automation using artificial intelligence : a preliminary literature review |
title_sort |
Document classification in robotic process automation using artificial intelligence : a preliminary literature review |
author |
Ribeiro, Jorge |
author_facet |
Ribeiro, Jorge Lima, Rui Paiva, Sara |
author_role |
author |
author2 |
Lima, Rui Paiva, Sara |
author2_role |
author author |
dc.contributor.author.fl_str_mv |
Ribeiro, Jorge Lima, Rui Paiva, Sara |
dc.subject.por.fl_str_mv |
Artificial intelligence Document classification Robotic process automation |
topic |
Artificial intelligence Document classification Robotic process automation |
description |
In recent decades, combined with technological evolution, numerous operational activities of companies are supported by information systems. Despite its advantages, countless routine tasks of the organizations are done manually. In recent years, robotic process automation (RPA) has emerged allowing to create automatic processes to deal with routine tasks. One typical feature of these systems is reading documents via optical character recognition (OCR) that are associated with the classification of documents. This paper aims to present a general study on the document classification process using OCR in RPA processes combined with the application of artificial intelligence. It was intended to carry out a survey of the state of the art of tools and approaches for the classification of documents using AI. Conclusions show that despite the challenges associated with the classification and categorization of documents, the applicability of AI techniques shows good results of accuracy to allow a better efficiency in the automation of RPA processes. |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020-01-01T00:00:00Z 2020 2022-11-29T19:51:13Z 2022-10-26T10:28:40Z |
dc.type.driver.fl_str_mv |
conference object |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/20.500.11960/2914 |
url |
http://hdl.handle.net/20.500.11960/2914 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
2367-3389 2367-3370 10.1007/978-981-16-1089-9_18 |
dc.rights.driver.fl_str_mv |
metadata only access info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
metadata only access |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Springer |
publisher.none.fl_str_mv |
Springer |
dc.source.none.fl_str_mv |
reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia instacron:RCAAP |
instname_str |
FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
collection |
Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
repository.name.fl_str_mv |
Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia |
repository.mail.fl_str_mv |
info@rcaap.pt |
_version_ |
1833593807550021632 |