Case Representation and Similarity Assessment in the SELFBACK Decision Support System

被引：16

作者：

Bach, Kerstin ^{[1
]}

Szczepanski, Tomasz ^{[1
]}

Aamodt, Agnar ^{[1
]}

Gundersen, Odd Erik ^{[1
]}

Mork, Paul Jarle ^{[2
]}

机构：

[1] Norwegian Univ Sci & Technol, Dept Comp & Informat Sci, Trondheim, Norway

[2] Norwegian Univ Sci & Technol, Dept Publ Hlth & Gen Practice, Trondheim, Norway

来源：

CASE-BASED REASONING RESEARCH AND DEVELOPMENT, ICCBR 2016 | 2016年 / 9969卷

关键词：

Case-based reasoning; Case representations; Data streams; Similarity assessment; LOW-BACK-PAIN; PRIMARY-CARE; TIME-SERIES; MANAGEMENT; KNOWLEDGE;

D O I：

10.1007/978-3-319-47096-2_3

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper we will introduce the SELFBACK decision support system that facilitates, improves and reinforces self-management of non-specific low back pain. The SELFBACK system is a predictive casebased reasoning system for personalizing recommendations in order to provide relief for patients with non-specific low back pain and increase their physical functionality over time. We present how case-based reasoning is used for capturing experiences from temporal patient data, and evaluate how to carry out a similarity-based retrieval in order to find the best advice for patients. Specifically, we will show how heterogeneous data received at various frequencies can be captured in cases and used for personalized advice.

引用

页码：32 / 46

页数：15

共 23 条

[11]

Jære MD, 2002, LECT NOTES ARTIF INT, V2416, P174

[12] T-CARE: temporal case retrieval system [J].

Juarez, Jose M. ;

Campos, Manuel ;

Palma, Jose ;

Marin, Roque .

EXPERT SYSTEMS, 2011, 28 (04) :324-338

[13] TOWARD CASE-BASED REASONING FOR DIABETES MANAGEMENT: A PRELIMINARY CLINICAL STUDY AND DECISION SUPPORT SYSTEM PROTOTYPE [J].

Marling, Cindy ;

Shubrook, Jay ;

Schwartz, Frank .

COMPUTATIONAL INTELLIGENCE, 2009, 25 (03) :165-179

[14]

Montani S, 2005, LECT NOTES ARTIF INT, V3620, P353, DOI 10.1007/11536406_28

[15]

Montani Stefania, 2013, Process Support and Knowledge Representation in Health Care. BPM 2012 Joint Workshop. ProHealth 2012/KR4HC 2012. Revised Selected Papers, P154, DOI 10.1007/978-3-642-36438-9_11

[16]

Montani S, 2010, IFIP ADV INF COMM TE, V331, P238

[17] Clinical decision-support for diagnosing stress-related disorders by applying psychophysiological medical knowledge to an instance-based learning system [J].

Nilsson, M ;

Funk, P ;

Olsson, EMG ;

von Schéele, B ;

Xiong, N .

ARTIFICIAL INTELLIGENCE IN MEDICINE, 2006, 36 (02) :159-176

[18]

Olsson E, 2004, J INTELL FUZZY SYST, V15, P41

[19] Continuous case-based reasoning [J].

Ram, A ;

Santamaria, JC .

ARTIFICIAL INTELLIGENCE, 1997, 90 (1-2) :25-77

[20] A prognostic model for temporal courses that combines temporal abstraction and case-based reasoning [J].

Schmidt, R ;

Gierl, L .

INTERNATIONAL JOURNAL OF MEDICAL INFORMATICS, 2005, 74 (2-4) :307-315

← 1 2 3 →