Towards a hybrid approach of Primitive Cognitive Network Process and Self-Organizing Map for computer product recommendation

Vincent Qi Chen; Kevin Kam Fung Yuen

doi:10.1109/ICAIOT.2015.7111526

Towards a hybrid approach of Primitive Cognitive Network Process and Self-Organizing Map for computer product recommendation

Vincent Qi Chen
, Kevin Kam Fung Yuen

Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research

1 Citation (Scopus)

Abstract

Products have similarities which can be analyzed to recommend products to consumers with different preferences. This paper combines Primitive Cognitive Network Process (PCNP) and Self-Organizing Map (SOM) to cluster products into appropriate categories on the basis of consumer preferences and product similarities. PCNP is an ideal alternative of Analytic Hierarchy Process (AHP) to quantify the weights for the attributes used in SOM. To demonstrate the applicability of PCNP-SOM, an example of computer product recommendation is illustrated.

Original language	English
Title of host publication	Proceedings of 2015 International Conference on Intelligent Computing and Internet of Things, ICIT 2015
Publisher	IEEE, Institute of Electrical and Electronics Engineers
Pages	9-12
Number of pages	4
ISBN (Electronic)	9781479975334
DOIs	https://doi.org/10.1109/ICAIOT.2015.7111526
Publication status	Published - 21 May 2015
Externally published	Yes
Event	International Conference on Intelligent Computing and Internet of Things 2015 - Harbin, China Duration: 17 Jan 2015 → 18 Jan 2015

Conference

Conference	International Conference on Intelligent Computing and Internet of Things 2015
Abbreviated title	ICIT 2015
Country/Territory	China
City	Harbin
Period	17/01/15 → 18/01/15

Keywords

Cognitive Network Process
Recommender System
Self-organizing Map

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10.1109/ICAIOT.2015.7111526

Cite this

Chen, V. Q., & Yuen, K. K. F. (2015). Towards a hybrid approach of Primitive Cognitive Network Process and Self-Organizing Map for computer product recommendation. In Proceedings of 2015 International Conference on Intelligent Computing and Internet of Things, ICIT 2015 (pp. 9-12). Article 7111526 IEEE, Institute of Electrical and Electronics Engineers. https://doi.org/10.1109/ICAIOT.2015.7111526

@inproceedings{b05ff43c1a2e418584f6756d3bf716c9,

title = "Towards a hybrid approach of Primitive Cognitive Network Process and Self-Organizing Map for computer product recommendation",

abstract = "Products have similarities which can be analyzed to recommend products to consumers with different preferences. This paper combines Primitive Cognitive Network Process (PCNP) and Self-Organizing Map (SOM) to cluster products into appropriate categories on the basis of consumer preferences and product similarities. PCNP is an ideal alternative of Analytic Hierarchy Process (AHP) to quantify the weights for the attributes used in SOM. To demonstrate the applicability of PCNP-SOM, an example of computer product recommendation is illustrated.",

keywords = "Cognitive Network Process, Recommender System, Self-organizing Map",

author = "Chen, \{Vincent Qi\} and Yuen, \{Kevin Kam Fung\}",

note = "Publisher Copyright: {\textcopyright} 2015 IEEE.; International Conference on Intelligent Computing and Internet of Things 2015, ICIT 2015 ; Conference date: 17-01-2015 Through 18-01-2015",

year = "2015",

month = may,

day = "21",

doi = "10.1109/ICAIOT.2015.7111526",

language = "English",

pages = "9--12",

booktitle = "Proceedings of 2015 International Conference on Intelligent Computing and Internet of Things, ICIT 2015",

publisher = "IEEE, Institute of Electrical and Electronics Engineers",

address = "United States of America",

}

Chen, VQ & Yuen, KKF 2015, Towards a hybrid approach of Primitive Cognitive Network Process and Self-Organizing Map for computer product recommendation. in Proceedings of 2015 International Conference on Intelligent Computing and Internet of Things, ICIT 2015., 7111526, IEEE, Institute of Electrical and Electronics Engineers, pp. 9-12, International Conference on Intelligent Computing and Internet of Things 2015, Harbin, China, 17/01/15. https://doi.org/10.1109/ICAIOT.2015.7111526

Towards a hybrid approach of Primitive Cognitive Network Process and Self-Organizing Map for computer product recommendation. / Chen, Vincent Qi; Yuen, Kevin Kam Fung.
Proceedings of 2015 International Conference on Intelligent Computing and Internet of Things, ICIT 2015. IEEE, Institute of Electrical and Electronics Engineers, 2015. p. 9-12 7111526.

Research output: Chapter in Book/Report/Conference proceeding › Conference Paper › Research

TY - GEN

T1 - Towards a hybrid approach of Primitive Cognitive Network Process and Self-Organizing Map for computer product recommendation

AU - Chen, Vincent Qi

AU - Yuen, Kevin Kam Fung

PY - 2015/5/21

Y1 - 2015/5/21

N2 - Products have similarities which can be analyzed to recommend products to consumers with different preferences. This paper combines Primitive Cognitive Network Process (PCNP) and Self-Organizing Map (SOM) to cluster products into appropriate categories on the basis of consumer preferences and product similarities. PCNP is an ideal alternative of Analytic Hierarchy Process (AHP) to quantify the weights for the attributes used in SOM. To demonstrate the applicability of PCNP-SOM, an example of computer product recommendation is illustrated.

AB - Products have similarities which can be analyzed to recommend products to consumers with different preferences. This paper combines Primitive Cognitive Network Process (PCNP) and Self-Organizing Map (SOM) to cluster products into appropriate categories on the basis of consumer preferences and product similarities. PCNP is an ideal alternative of Analytic Hierarchy Process (AHP) to quantify the weights for the attributes used in SOM. To demonstrate the applicability of PCNP-SOM, an example of computer product recommendation is illustrated.

KW - Cognitive Network Process

KW - Recommender System

KW - Self-organizing Map

UR - https://www.scopus.com/pages/publications/84938064657

U2 - 10.1109/ICAIOT.2015.7111526

DO - 10.1109/ICAIOT.2015.7111526

M3 - Conference Paper

AN - SCOPUS:84938064657

SP - 9

EP - 12

BT - Proceedings of 2015 International Conference on Intelligent Computing and Internet of Things, ICIT 2015

PB - IEEE, Institute of Electrical and Electronics Engineers

T2 - International Conference on Intelligent Computing and Internet of Things 2015

Y2 - 17 January 2015 through 18 January 2015

ER -

Towards a hybrid approach of Primitive Cognitive Network Process and Self-Organizing Map for computer product recommendation

Abstract

Conference

Keywords

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