A Medical Case-Based Reasoning Approach Using Image Classification and Text Information for Recommendation

被引:9
作者
Nasiri, Sara [1 ]
Zenkert, Johannes [1 ]
Fathi, Madjid [1 ]
机构
[1] Univ Siegen, Inst Knowledge Based Syst & Knowledge Management, D-57068 Siegen, Germany
来源
ADVANCES IN COMPUTATIONAL INTELLIGENCE, PT II | 2015年 / 9095卷
关键词
Case based reasoning; Feature selection; Case matching; Similarity; Image interpretation; Word association; Recommendation;
D O I
10.1007/978-3-319-19222-2_4
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The combination of visual and textual information in a CBR system is a promising concept to overcome the limitations of existing medical CBR systems, which are mainly focused on evaluation of new and existing cases with data mining, clustering techniques or statistical analysis of patient's health condition parameters. The advantage of our proposed medical CBR system, called DePicT, is the knowledge based recommendation, which utilizes case-based reasoning through analyzing image and text from patient health records. DePicT can find a solution regarding patient's problem description even with partly missing information. It uses image interpretation parameters and profiles of word associations in the feature selection and case matching process to find similar cases for recommendation.
引用
收藏
页码:43 / 55
页数:13
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