Natural language technology for information integration in business intelligence

被引:0
|
作者
Maynard, Diana [1 ]
Saggion, Horacio [1 ]
Yankova, Milena [1 ,2 ]
Bontcheva, Kalina [1 ]
Peters, Wim [1 ]
机构
[1] Univ Sheffield, Dept Comp Sci, 211 Portobello St, Sheffield S1 4DP, S Yorkshire, England
[2] Sirma Grp Corp, Onotext Lab, BG-1784 Sofia, Bulgaria
来源
关键词
information extraction; ontology; business intelligence; natural language processing; information fusion;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Business intelligence requires the collecting and merging of information from many different sources, both structured and unstructured, in order to analyse for example financial risk, operational risk factors, follow trends and perform credit risk management. While traditional data mining tools make use of numerical data and cannot easily be applied to knowledge extracted from free text, traditional information extraction is either not adapted for the financial domain, or does not address the issue of information integration: the merging of information from different kinds of sources. We describe here the development of a system for content mining using domain ontologics, which enables the extraction of relevant information to be fed into models for analysis of financial and operational risk and other business intelligence applications such as company intelligence, by means of the XBRL standard. The results so far are of extremely high quality, due to the implementation of primarily high-precision rules.
引用
收藏
页码:366 / +
页数:4
相关论文
共 50 条
  • [1] BUSINESS INTEGRATION AND INFORMATION TECHNOLOGY SERVICES
    Habash, Tony F.
    [J]. AMERICAN PSYCHOLOGIST, 2016, 71 (05) : S39 - S44
  • [2] A Controlled Natural Language for Business Intelligence Monitoring
    Colombo, Christian
    Grech, Jean-Paul
    Pace, Gordon J.
    [J]. NATURAL LANGUAGE PROCESSING AND INFORMATION SYSTEMS, NLDB 2015, 2015, 9103 : 300 - 306
  • [3] Controlled Natural Language for Information Integration
    Mueller, Stephan H.
    Krueger, Jens
    Schaffer, Jan
    Tinnefeld, Christian
    Zeiers, Alexander
    [J]. 2009 IEEE 16TH INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND ENGINEERING MANAGEMENT, VOLS 1 AND 2, PROCEEDINGS, 2009, : 717 - 721
  • [4] Natural Language Querying of Complex Business Intelligence Queries
    Sen, Jaydeep
    Ozcan, Fatma
    Quamar, Abdul
    Stager, Greg
    Mittal, Ashish
    Jammi, Manasa
    Lei, Chuan
    Saha, Diptikalyan
    Sankaranarayanan, Karthik
    [J]. SIGMOD '19: PROCEEDINGS OF THE 2019 INTERNATIONAL CONFERENCE ON MANAGEMENT OF DATA, 2019, : 1997 - 2000
  • [5] The Integration of Information Technology and Foreign Language Teaching
    Miao Guoxin
    [J]. PROCEEDINGS OF THE 2017 NORTHEAST ASIA INTERNATIONAL SYMPOSIUM ON LINGUSTICS, LITERATURE AND TEACHING (NALLTS), VOLS A-C, 2017, : 417 - 421
  • [6] The Integration of Information Technology and Foreign Language Teaching
    Miao, Guoxin
    Yu, Ping
    Su, Zheqian
    [J]. BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2020, 126 : 327 - 327
  • [7] INFORMATION TECHNOLOGY TOOLS FOR BUSINESS INTELLIGENCE DEVELOPMENT ORGANIZATIONS
    Olszak, C. M.
    Zurada, J.
    [J]. POLISH JOURNAL OF MANAGEMENT STUDIES, 2015, 12 (01): : 132 - 142
  • [8] Looking Beyond Technology: A Framework for Business Intelligence and Business Process Management Integration
    Marjanovic, Olivera
    [J]. 22ND BLED ECONFERENCE-EENABLEMENT: FACILITATING AN OPEN, EFFECTIVE AND REPRESENTATIVE ESOCIETY, 2009, : 382 - 397
  • [9] Dealing with Decisional Natural Language Why-Question in Business Intelligence
    Guessoum, Meriem Amel
    Djiroun, Rahma
    Boukhalfa, Kamel
    [J]. 2017 8TH INTERNATIONAL CONFERENCE ON INFORMATION AND COMMUNICATION SYSTEMS (ICICS), 2017, : 52 - 57
  • [10] "This is a Problem of How to Use Information Technology" - How to Advance the Integration of Information Technology and Foreign Language Teaching of Language Laboratories
    Zhang, Jun
    [J]. 2012 INTERNATIONAL CONFERENCE ON EDUCATION REFORM AND MANAGEMENT INNOVATION (ERMI 2012), VOL 4, 2013, : 421 - 426