A Market-Based Recommender System
A Market-Based Recommender System
We have designed, implemented, deployed and evaluated a large-scale agent-oriented information system that recommends relevant documents to users. Our recommender system is now being used across several European institutions. Its two key features are a modular design capable of accomodating multiple recommendation methods, and the use of a marketplace to select and rank the best recommendations for the user. As part of our evaluation, we have extensively simulated this marketplace in order to understand its dynamics and validate its suitability for a recommender system.
50-67
Moreau, Luc
033c63dd-3fe9-4040-849f-dfccbe0406f8
Zaini, Norliza
0716998f-fc27-45c4-a17c-f56c20a48eac
Zhou, Jing
2feacdbe-0d3b-48be-85ea-62606439e631
Jennings, N. R.
ab3d94cc-247c-4545-9d1e-65873d6cdb30
Wei, Yan Zheng
a5d942b8-a744-482a-949b-a95b5a47cf68
Hall, Wendy
11f7f8db-854c-4481-b1ae-721a51d8790c
De Roure, David
02879140-3508-4db9-a7f4-d114421375da
Gilchrist, Ian
c2169ded-851a-40a3-9920-b58b9b276855
O'Dell, Mark
1d7d9ef1-54c6-4fa2-89db-4a5b88e44346
Reich, Sigi
ad0814d9-b3d7-484b-ae2f-0ae129fe2c7f
Berka, Tobias
e247e9cc-0162-4d50-a609-4f4ccd1702d9
Di Napoli, Claudia
91c1bae8-eb11-4f2b-8082-a9a748da1cc8
Giorgini, Paolo
435deda0-5b25-42e9-b959-6008ab5708df
Lespérance, Yves
e2958842-2240-49cf-a01e-ba64e6b5d1f3
Wagner, Gerd
7bd6659b-141c-42eb-bc5c-c2c742ce56bc
Yu, Eric
a63bad04-f893-4434-8d1e-9e0fbc20018d
2002
Moreau, Luc
033c63dd-3fe9-4040-849f-dfccbe0406f8
Zaini, Norliza
0716998f-fc27-45c4-a17c-f56c20a48eac
Zhou, Jing
2feacdbe-0d3b-48be-85ea-62606439e631
Jennings, N. R.
ab3d94cc-247c-4545-9d1e-65873d6cdb30
Wei, Yan Zheng
a5d942b8-a744-482a-949b-a95b5a47cf68
Hall, Wendy
11f7f8db-854c-4481-b1ae-721a51d8790c
De Roure, David
02879140-3508-4db9-a7f4-d114421375da
Gilchrist, Ian
c2169ded-851a-40a3-9920-b58b9b276855
O'Dell, Mark
1d7d9ef1-54c6-4fa2-89db-4a5b88e44346
Reich, Sigi
ad0814d9-b3d7-484b-ae2f-0ae129fe2c7f
Berka, Tobias
e247e9cc-0162-4d50-a609-4f4ccd1702d9
Di Napoli, Claudia
91c1bae8-eb11-4f2b-8082-a9a748da1cc8
Giorgini, Paolo
435deda0-5b25-42e9-b959-6008ab5708df
Lespérance, Yves
e2958842-2240-49cf-a01e-ba64e6b5d1f3
Wagner, Gerd
7bd6659b-141c-42eb-bc5c-c2c742ce56bc
Yu, Eric
a63bad04-f893-4434-8d1e-9e0fbc20018d
Moreau, Luc, Zaini, Norliza, Zhou, Jing, Jennings, N. R., Wei, Yan Zheng, Hall, Wendy, De Roure, David, Gilchrist, Ian, O'Dell, Mark, Reich, Sigi, Berka, Tobias and Di Napoli, Claudia
(2002)
A Market-Based Recommender System.
Giorgini, Paolo, Lespérance, Yves, Wagner, Gerd and Yu, Eric
(eds.)
The Fourth International Bi-Conference Workshop on Agent-Oriented Information Systems at AAMAS 2002 (AOIS'02), Bologna, Italy.
.
Record type:
Conference or Workshop Item
(Paper)
Abstract
We have designed, implemented, deployed and evaluated a large-scale agent-oriented information system that recommends relevant documents to users. Our recommender system is now being used across several European institutions. Its two key features are a modular design capable of accomodating multiple recommendation methods, and the use of a marketplace to select and rank the best recommendations for the user. As part of our evaluation, we have extensively simulated this marketplace in order to understand its dynamics and validate its suitability for a recommender system.
Text
aois02.pdf
- Accepted Manuscript
More information
Published date: 2002
Additional Information:
Event Dates: July 2002
Venue - Dates:
The Fourth International Bi-Conference Workshop on Agent-Oriented Information Systems at AAMAS 2002 (AOIS'02), Bologna, Italy, 2002-07-01
Organisations:
Web & Internet Science, Agents, Interactions & Complexity
Identifiers
Local EPrints ID: 257600
URI: http://eprints.soton.ac.uk/id/eprint/257600
PURE UUID: 911abc17-f036-42a1-b6a5-fc75631c6fd7
Catalogue record
Date deposited: 27 Jun 2003
Last modified: 15 Mar 2024 02:33
Export record
Contributors
Author:
Luc Moreau
Author:
Norliza Zaini
Author:
Jing Zhou
Author:
N. R. Jennings
Author:
Yan Zheng Wei
Author:
David De Roure
Author:
Ian Gilchrist
Author:
Mark O'Dell
Author:
Sigi Reich
Author:
Tobias Berka
Author:
Claudia Di Napoli
Editor:
Paolo Giorgini
Editor:
Yves Lespérance
Editor:
Gerd Wagner
Editor:
Eric Yu
Download statistics
Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.
View more statistics