A kind of case similarity evaluation model based on case-based reasoning

Haobin Shi; Mingjun Xin; Wenjie Dong

doi:10.1109/iThings/CPSCom.2011.57

A kind of case similarity evaluation model based on case-based reasoning

Haobin Shi, Mingjun Xin, Wenjie Dong

计算机学院

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

5 引用（Scopus）

摘要

Reasonable evaluation of case similarity is one of the key technologies based on Case-Based Reasoning (CBR). In order to solve some defects of case similarity model, such as have not fully considered the diversity of attribute type, lack of commonality and so on, this paper presents a new evaluation model of case similarity based on CBR. In the model, the similarity of symbolic attributes, numeric attributes and interval attributes are designed in detail, the weight of each attribute is evaluated by G1 method, and the case similarity is measured by combination of global similarity and attributes similarity. Application of the evaluation model illustrates that it has good versatility and extensibility.

源语言	英语
主期刊名	Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011
页	453-457
页数	5
DOI	https://doi.org/10.1109/iThings/CPSCom.2011.57
出版状态	已出版 - 2011
活动	2011 IEEE International Conference on Internet of Things, iThings 2011 and 4th IEEE International Conference on Cyber, Physical and Social Computing, CPSCom 2011 - Dalian, 中国期限: 19 10月 2011 → 22 10月 2011

出版系列

姓名	Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011

会议

会议	2011 IEEE International Conference on Internet of Things, iThings 2011 and 4th IEEE International Conference on Cyber, Physical and Social Computing, CPSCom 2011
国家/地区	中国
市	Dalian
时期	19/10/11 → 22/10/11

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10.1109/iThings/CPSCom.2011.57

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Shi, H., Xin, M., & Dong, W. (2011). A kind of case similarity evaluation model based on case-based reasoning. 在 Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011 (页码 453-457). 文章 6142294 (Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011). https://doi.org/10.1109/iThings/CPSCom.2011.57

Shi, Haobin ; Xin, Mingjun ; Dong, Wenjie. / A kind of case similarity evaluation model based on case-based reasoning. Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011. 2011. 页码 453-457 (Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011).

@inproceedings{1631915622e44de28cb13c281420aacf,

title = "A kind of case similarity evaluation model based on case-based reasoning",

abstract = "Reasonable evaluation of case similarity is one of the key technologies based on Case-Based Reasoning (CBR). In order to solve some defects of case similarity model, such as have not fully considered the diversity of attribute type, lack of commonality and so on, this paper presents a new evaluation model of case similarity based on CBR. In the model, the similarity of symbolic attributes, numeric attributes and interval attributes are designed in detail, the weight of each attribute is evaluated by G1 method, and the case similarity is measured by combination of global similarity and attributes similarity. Application of the evaluation model illustrates that it has good versatility and extensibility.",

keywords = "Attribute similarity, Case similarity, CBR, Evaluation model",

author = "Haobin Shi and Mingjun Xin and Wenjie Dong",

year = "2011",

doi = "10.1109/iThings/CPSCom.2011.57",

language = "英语",

isbn = "9780769545806",

series = "Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011",

pages = "453--457",

booktitle = "Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011",

note = "2011 IEEE International Conference on Internet of Things, iThings 2011 and 4th IEEE International Conference on Cyber, Physical and Social Computing, CPSCom 2011 ; Conference date: 19-10-2011 Through 22-10-2011",

}

Shi, H, Xin, M & Dong, W 2011, A kind of case similarity evaluation model based on case-based reasoning. 在 Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011., 6142294, Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011, 页码 453-457, 2011 IEEE International Conference on Internet of Things, iThings 2011 and 4th IEEE International Conference on Cyber, Physical and Social Computing, CPSCom 2011, Dalian, 中国, 19/10/11. https://doi.org/10.1109/iThings/CPSCom.2011.57

A kind of case similarity evaluation model based on case-based reasoning. / Shi, Haobin; Xin, Mingjun; Dong, Wenjie.
Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011. 2011. 页码 453-457 6142294 (Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011).

科研成果: 书/报告/会议事项章节 › 会议稿件 › 同行评审

TY - GEN

T1 - A kind of case similarity evaluation model based on case-based reasoning

AU - Shi, Haobin

AU - Xin, Mingjun

AU - Dong, Wenjie

PY - 2011

Y1 - 2011

N2 - Reasonable evaluation of case similarity is one of the key technologies based on Case-Based Reasoning (CBR). In order to solve some defects of case similarity model, such as have not fully considered the diversity of attribute type, lack of commonality and so on, this paper presents a new evaluation model of case similarity based on CBR. In the model, the similarity of symbolic attributes, numeric attributes and interval attributes are designed in detail, the weight of each attribute is evaluated by G1 method, and the case similarity is measured by combination of global similarity and attributes similarity. Application of the evaluation model illustrates that it has good versatility and extensibility.

AB - Reasonable evaluation of case similarity is one of the key technologies based on Case-Based Reasoning (CBR). In order to solve some defects of case similarity model, such as have not fully considered the diversity of attribute type, lack of commonality and so on, this paper presents a new evaluation model of case similarity based on CBR. In the model, the similarity of symbolic attributes, numeric attributes and interval attributes are designed in detail, the weight of each attribute is evaluated by G1 method, and the case similarity is measured by combination of global similarity and attributes similarity. Application of the evaluation model illustrates that it has good versatility and extensibility.

KW - Attribute similarity

KW - Case similarity

KW - CBR

KW - Evaluation model

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BT - Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011

T2 - 2011 IEEE International Conference on Internet of Things, iThings 2011 and 4th IEEE International Conference on Cyber, Physical and Social Computing, CPSCom 2011

Y2 - 19 October 2011 through 22 October 2011

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Shi H, Xin M, Dong W. A kind of case similarity evaluation model based on case-based reasoning. 在 Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011. 2011. 页码 453-457. 6142294. (Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011). doi: 10.1109/iThings/CPSCom.2011.57

A kind of case similarity evaluation model based on case-based reasoning

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