'On the Effects of Idiotypic Interactions for Recommendation Communities in Artificial Immune Systems'
It has previously been shown that a recommender based on immune system idiotypic principles can outperform one based on correlation alone. This paper reports the results of work in progress, where we undertake some investigations into the nature of this beneficial effect. The initial findings are th...
| Main Authors: | , |
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| Format: | Conference or Workshop Item |
| Language: | English |
| Published: |
2002
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| Online Access: | https://eprints.nottingham.ac.uk/258/ |
| _version_ | 1848790381352714240 |
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| author | Cayzer, Steve Aickelin, Uwe |
| author_facet | Cayzer, Steve Aickelin, Uwe |
| author_sort | Cayzer, Steve |
| building | Nottingham Research Data Repository |
| collection | Online Access |
| description | It has previously been shown that a recommender based on immune system idiotypic principles can outperform one based on correlation alone. This paper reports the results of work in progress, where we undertake some investigations into the nature of this beneficial effect. The initial findings are that the immune system recommender tends to produce different neighbourhoods, and that the superior performance of this recommender is due partly to the different neighbourhoods, and partly to the way that the idiotypic effect is used to weight each neighbour's recommendations. |
| first_indexed | 2025-11-14T18:11:43Z |
| format | Conference or Workshop Item |
| id | nottingham-258 |
| institution | University of Nottingham Malaysia Campus |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T18:11:43Z |
| publishDate | 2002 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | nottingham-2582021-05-31T14:47:43Z https://eprints.nottingham.ac.uk/258/ 'On the Effects of Idiotypic Interactions for Recommendation Communities in Artificial Immune Systems' Cayzer, Steve Aickelin, Uwe It has previously been shown that a recommender based on immune system idiotypic principles can outperform one based on correlation alone. This paper reports the results of work in progress, where we undertake some investigations into the nature of this beneficial effect. The initial findings are that the immune system recommender tends to produce different neighbourhoods, and that the superior performance of this recommender is due partly to the different neighbourhoods, and partly to the way that the idiotypic effect is used to weight each neighbour's recommendations. 2002 Conference or Workshop Item PeerReviewed application/pdf en https://eprints.nottingham.ac.uk/258/1/02icaris_idiotypic.pdf Cayzer, Steve and Aickelin, Uwe (2002) 'On the Effects of Idiotypic Interactions for Recommendation Communities in Artificial Immune Systems'. In: 1st International Conference on Artificial Immune Systems (ICARIS - 2002), 2002, Canterbury, UK. |
| spellingShingle | Cayzer, Steve Aickelin, Uwe 'On the Effects of Idiotypic Interactions for Recommendation Communities in Artificial Immune Systems' |
| title | 'On the Effects of Idiotypic Interactions for Recommendation Communities in Artificial Immune Systems' |
| title_full | 'On the Effects of Idiotypic Interactions for Recommendation Communities in Artificial Immune Systems' |
| title_fullStr | 'On the Effects of Idiotypic Interactions for Recommendation Communities in Artificial Immune Systems' |
| title_full_unstemmed | 'On the Effects of Idiotypic Interactions for Recommendation Communities in Artificial Immune Systems' |
| title_short | 'On the Effects of Idiotypic Interactions for Recommendation Communities in Artificial Immune Systems' |
| title_sort | 'on the effects of idiotypic interactions for recommendation communities in artificial immune systems' |
| url | https://eprints.nottingham.ac.uk/258/ |