Hybrid critiquing-based recommender systems

Li Chen; Pearl Pu

doi:10.1145/1216295.1216308

Hybrid critiquing-based recommender systems

Li Chen
, Pearl Pu

Department of Computer Science

Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

35 Citations (Scopus)

Abstract

We propose a novel critiquing-based recommender interface, the hybrid critiquing interface that integrates the user self-motivated critiquing facility to compensate for the limitations of system-proposed critiques. The results from our user study show that the integration of such self-motivated critiquing support enables users to achieve a higher level of decision accuracy while consuming less cognitive effort. In addition, users expressed higher subjective opinions of the hybrid critiquing interface than the interface simply providing system-proposed critiques, and they would more likely return to it for future use.

Original language	English
Title of host publication	IUI '07
Subtitle of host publication	Proceedings of the 12th international conference on Intelligent user interfaces
Place of Publication	New York
Publisher	Association for Computing Machinery (ACM)
Pages	22-31
Number of pages	10
ISBN (Print)	9781595934819
DOIs	https://doi.org/10.1145/1216295.1216308
Publication status	Published - 28 Jan 2007
Event	12th International Conference on Intelligent User Interfaces, IUI 2007 - Honolulu, United States Duration: 28 Jan 2007 → 31 Jan 2007 https://dl.acm.org/doi/proceedings/10.1145/1216295 (Conference Proceedings)

Publication series

Name	Proceedings of the international conference on Intelligent user interfaces

Conference

Conference	12th International Conference on Intelligent User Interfaces, IUI 2007
Country/Territory	United States
City	Honolulu
Period	28/01/07 → 31/01/07
Internet address	https://dl.acm.org/doi/proceedings/10.1145/1216295 (Conference Proceedings)

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 9 Industry, Innovation, and Infrastructure

User-Defined Keywords

Example critiquing
dynamic critiquing
recommender systems
decision support
user study

Access to Document

10.1145/1216295.1216308

Cite this

@inproceedings{c57686ddf45d41a8848c99e2c40259e8,

title = "Hybrid critiquing-based recommender systems",

abstract = "We propose a novel critiquing-based recommender interface, the hybrid critiquing interface that integrates the user self-motivated critiquing facility to compensate for the limitations of system-proposed critiques. The results from our user study show that the integration of such self-motivated critiquing support enables users to achieve a higher level of decision accuracy while consuming less cognitive effort. In addition, users expressed higher subjective opinions of the hybrid critiquing interface than the interface simply providing system-proposed critiques, and they would more likely return to it for future use.",

keywords = "Example critiquing, dynamic critiquing, recommender systems, decision support, user study",

author = "Li Chen and Pearl Pu",

note = "Publisher Copyright: {\textcopyright} 2007 ACM. Funding Information: We thank the Swiss National Science Foundation for sponsoring the reported research work.; 12th International Conference on Intelligent User Interfaces, IUI 2007 ; Conference date: 28-01-2007 Through 31-01-2007",

year = "2007",

month = jan,

day = "28",

doi = "10.1145/1216295.1216308",

language = "English",

isbn = "9781595934819",

series = "Proceedings of the international conference on Intelligent user interfaces",

publisher = "Association for Computing Machinery (ACM)",

pages = "22--31",

booktitle = "IUI '07",

address = "United States",

url = "https://dl.acm.org/doi/proceedings/10.1145/1216295",

}

Chen, L & Pu, P 2007, Hybrid critiquing-based recommender systems. in IUI '07: Proceedings of the 12th international conference on Intelligent user interfaces. Proceedings of the international conference on Intelligent user interfaces, Association for Computing Machinery (ACM), New York, pp. 22-31, 12th International Conference on Intelligent User Interfaces, IUI 2007, Honolulu, Hawaii, United States, 28/01/07. https://doi.org/10.1145/1216295.1216308

Hybrid critiquing-based recommender systems. / Chen, Li; Pu, Pearl.
IUI '07: Proceedings of the 12th international conference on Intelligent user interfaces. New York: Association for Computing Machinery (ACM), 2007. p. 22-31 (Proceedings of the international conference on Intelligent user interfaces).

Research output: Chapter in book/report/conference proceeding › Conference proceeding › peer-review

TY - GEN

T1 - Hybrid critiquing-based recommender systems

AU - Chen, Li

AU - Pu, Pearl

PY - 2007/1/28

Y1 - 2007/1/28

N2 - We propose a novel critiquing-based recommender interface, the hybrid critiquing interface that integrates the user self-motivated critiquing facility to compensate for the limitations of system-proposed critiques. The results from our user study show that the integration of such self-motivated critiquing support enables users to achieve a higher level of decision accuracy while consuming less cognitive effort. In addition, users expressed higher subjective opinions of the hybrid critiquing interface than the interface simply providing system-proposed critiques, and they would more likely return to it for future use.

AB - We propose a novel critiquing-based recommender interface, the hybrid critiquing interface that integrates the user self-motivated critiquing facility to compensate for the limitations of system-proposed critiques. The results from our user study show that the integration of such self-motivated critiquing support enables users to achieve a higher level of decision accuracy while consuming less cognitive effort. In addition, users expressed higher subjective opinions of the hybrid critiquing interface than the interface simply providing system-proposed critiques, and they would more likely return to it for future use.

KW - Example critiquing

KW - dynamic critiquing

KW - recommender systems

KW - decision support

KW - user study

UR - https://www.scopus.com/pages/publications/34648837241

U2 - 10.1145/1216295.1216308

DO - 10.1145/1216295.1216308

M3 - Conference proceeding

AN - SCOPUS:34648837241

SN - 9781595934819

T3 - Proceedings of the international conference on Intelligent user interfaces

SP - 22

EP - 31

BT - IUI '07

PB - Association for Computing Machinery (ACM)

CY - New York

T2 - 12th International Conference on Intelligent User Interfaces, IUI 2007

Y2 - 28 January 2007 through 31 January 2007

ER -

Hybrid critiquing-based recommender systems

Abstract

Publication series

Conference

UN SDGs

User-Defined Keywords

Access to Document

Other files and links

Fingerprint

Cite this