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

School of Computer Science

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

5 Scopus citations

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.

Original language	English
Title of host publication	Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011
Pages	453-457
Number of pages	5
DOIs	https://doi.org/10.1109/iThings/CPSCom.2011.57
State	Published - 2011
Event	2011 IEEE International Conference on Internet of Things, iThings 2011 and 4th IEEE International Conference on Cyber, Physical and Social Computing, CPSCom 2011 - Dalian, China Duration: 19 Oct 2011 → 22 Oct 2011

Publication series

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

Conference

Conference	2011 IEEE International Conference on Internet of Things, iThings 2011 and 4th IEEE International Conference on Cyber, Physical and Social Computing, CPSCom 2011
Country/Territory	China
City	Dalian
Period	19/10/11 → 22/10/11

Keywords

Attribute similarity
Case similarity
CBR
Evaluation model

Access to Document

10.1109/iThings/CPSCom.2011.57

Cite this

Shi, H., Xin, M., & Dong, W. (2011). A kind of case similarity evaluation model based on case-based reasoning. In Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011 (pp. 453-457). Article 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. pp. 453-457 (Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011).

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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",

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isbn = "9780769545806",

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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. in 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, pp. 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, China, 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. p. 453-457 6142294 (Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

TY - GEN

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AU - Xin, Mingjun

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KW - Attribute similarity

KW - Case similarity

KW - CBR

KW - Evaluation model

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Shi H, Xin M, Dong W. A kind of case similarity evaluation model based on case-based reasoning. In Proceedings - 2011 IEEE International Conferences on Internet of Things and Cyber, Physical and Social Computing, iThings/CPSCom 2011. 2011. p. 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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