Information Extraction Challenges in Managing Unstructured Data

被引：0

作者：

Doan, AnHai ^{[1
]}

Naughton, Jeffrey F. ^{[1
]}

Ramakrishnan, Raghu ^{[1
]}

Baid, Akanksha ^{[1
]}

Chai, Xiaoyong ^{[1
]}

Chen, Fei ^{[1
]}

Chen, Ting ^{[1
]}

Chu, Eric ^{[1
]}

DeRose, Pedro ^{[1
]}

Gao, Byron ^{[1
]}

Gokhale, Chaitanya ^{[1
]}

Huang, Jiansheng ^{[1
]}

Shen, Warren ^{[1
]}

Vuong, Ba-Quy ^{[1
]}

机构：

[1] Univ Wisconsin, Madison, WI 53706 USA

来源：

SIGMOD RECORD | 2008年 / 37卷 / 04期

关键词：

D O I：

暂无

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Over the past few years, we have been trying to build an end-to-end system at Wisconsin to manage unstructured data, using extraction, integration, and user interaction. This paper describes the key information extraction (IE) challenges that we have run into, and sketches our solutions. We discuss in particular developing a declarative IE language, optimizing for this language, generating IE provenance, incorporating user feedback into the IE process, developing a novel wiki-based user interface for feedback, best-effort IE, pushing IE into RDBMSs, and more. Our work suggests that IE in managing unstructured data can open up many interesting research challenges, and that these challenges can greatly benefit from the wealth of work on managing structured data that has been carried out by the database community.

引用

页码：14 / 20

页数：7

共 50 条

[21] Trainable Framework for Information Extraction, Structuring and Summarization of Unstructured Data, Using Modified NER
Banerjee, Partha Sarathy (partha1010@gmail.com), 1600, Springer (117):
[22] Unsupervised information extraction from unstructured, ungrammatical data sources on the World Wide Web
Michelson, Matthew
Knoblock, Craig A.
INTERNATIONAL JOURNAL ON DOCUMENT ANALYSIS AND RECOGNITION, 2007, 10 (3-4) : 211 - 226
[23] Managing Unstructured Information and Knowledge Flow in Knowledge Work Team
Lee, Rongbin
Cheung, Benny
Wang, Y.
PROCEEDINGS OF THE 2ND EUROPEAN CONFERENCE ON INTELLECTUAL CAPITAL, 2010, : 355 - 361
[24] Role and Challenges of Unstructured Big Data in Healthcare
Adnan, Kiran
Akbar, Rehan
Khor, Siak Wang
Ali, Adnan Bin Amanat
DATA MANAGEMENT, ANALYTICS AND INNOVATION, ICDMAI 2019, VOL 1, 2020, 1042 : 301 - 323
[25] Knowledge-based extraction of intellectual capital-related information from unstructured data
Tsui, Eric
Wang, W. M.
Cai, Linlin
Cheung, C. F.
Lee, W. B.
EXPERT SYSTEMS WITH APPLICATIONS, 2014, 41 (04) : 1315 - 1325
[26] An Approach for Analyzing Unstructured Text Data Using Topic Modeling Techniques for Efficient Information Extraction
Zadgaonkar, Ashwini
Agrawal, Avinash J.
NEW GENERATION COMPUTING, 2024, 42 (01) : 109 - 134
[27] An Approach for Analyzing Unstructured Text Data Using Topic Modeling Techniques for Efficient Information Extraction
Ashwini Zadgaonkar
Avinash J. Agrawal
New Generation Computing, 2024, 42 : 109 - 134
[28] Toward Semi-autonomous Information Extraction for Unstructured Maintenance Data in Root Cause Analysis
Sharp, Michael
Sexton, Thurston
Brundage, Michael P.
ADVANCES IN PRODUCTION MANAGEMENT SYSTEMS: THE PATH TO INTELLIGENT, COLLABORATIVE AND SUSTAINABLE MANUFACTURING, 2017, 513 : 425 - 432
[29] Terms Extraction from Unstructured Data Silos
Lomotey, Richard K.
Deters, Ralph
2013 8TH INTERNATIONAL CONFERENCE ON SYSTEM OF SYSTEMS ENGINEERING (SOSE), 2013, : 19 - 24
[30] Challenges in Managing Real-Time Data in Health Information System (HIS)
Akhtar, Usman
Khattak, Asad Masood
Lee, Sungyoung
INCLUSIVE SMART CITIES AND DIGITAL HEALTH, 2016, 9677 : 305 - 313

← 1 2 3 4 5 →