Semantic Logging: Towards Explanation-Aware DAS

被引：4

作者：

Forcher, Bjoern ^{[1
]}

Agne, Stefan ^{[1
]}

Dengel, Andreas ^{[1
]}

Gillmann, Michael ^{[2
]}

Roth-Berghofer, Thomas ^{[3
]}

机构：

[1] German Res Ctr Artificial Intelligence, Knowledge Management Dept, Kaiserslautern, Germany

[2] Insiders Technol GmbH, Kaiserslautern, Germany

[3] Univ Hildesheim, Inst Comp Sci, Explanat Aware Comp Syst, Hildesheim, Germany

来源：

11TH INTERNATIONAL CONFERENCE ON DOCUMENT ANALYSIS AND RECOGNITION (ICDAR 2011) | 2011年

关键词：

DAS; explanation; information extraction; semantic technology; semantic logging;

D O I：

10.1109/ICDAR.2011.230

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

smartFIX is a product portfolio for knowledge-based extraction of data from any document format. smartFIX automatically determines the document type and extracts all relevant data for the respective business process. Data that is uncertainly recognized is forwarded to a verification workplace for manual checking. In general, users have no difficulties to interpret the document data and wonder why the system needs additional input. For that reason, we will integrate an explanation component that will be used to justify uncertain extraction results, thus, increasing confidence of users. The component will be based on semantic technologies in general and on a semantic log in particular. The log will contain all process relevant information enabling the explanation facility to generate customized and understandable explanations. In this paper, we will discuss the benefits of that kind of technology with reference to DAS.

引用

页码：1140 / 1144

页数：5

共 11 条

[1] LOGIC PROGRAMMING ENVIRONMENTS - DYNAMIC PROGRAM ANALYSIS AND DEBUGGING [J].

DUCASSE, M ;

NOYE, J .

JOURNAL OF LOGIC PROGRAMMING, 1994, 20 :351-384

[2]

Forcher B., 2010, P ECAI 10 WORKSH EXP

[3]

Fordan A., 2001, 14 INT C APPL PROL I

[4]

Ishizaka A., 2006, J INT LEARNING RES, V17, P57

[5]

Klein B., 2004, LNCS, V2956

[6]

Roth-Berghofer T.R., 2008, Kunstl. Intelligenz, V22, P5

[7]

Schulz F., 2009, 10 INT C DOC AN REC

[8]

Seidler B., 2010, 9 IAPR INT WORKSH DO

[9]

SWARTOUT W, 1991, IEEE EXPERT, V6, P58, DOI 10.1109/64.87686

[10] RECONSTRUCTIVE EXPERT SYSTEM EXPLANATION [J].

WICK, MR ;

THOMPSON, WB .

ARTIFICIAL INTELLIGENCE, 1992, 54 (1-2) :33-70

← 1 2 →