%0 Journal Article %1 paper:burke:2000 %A Burke, Robin %D 2000 %J Advances in Case-Based Reasoning %K case-based collaborative-filtering filtering reasoning %P 49--71 %T A Case-Based Reasoning Approach to Collaborative Filtering %U http://dx.doi.org/10.1007/3-540-44527-7_32 %X Collaborative filtering systems make recommendations based on the accumulation of ratings by many users. The process has a case-based reasoning flavor: recommendations are generated by looking at the behavior of other users who are considered similar.However, the features associated with a user are semantically weak compared with those used by CBR systems. This researchexamines multi- dimensional or semantic ratings in which a system gets information about the reason behind a preference. Experiments show that metrics in which thesemantic meaning of each rating is taken into account have markedly superior performance than simpler techniques.

@article{paper:burke:2000, abstract = {Collaborative filtering systems make recommendations based on the accumulation of ratings by many users. The process has a case-based reasoning flavor: recommendations are generated by looking at the behavior of other users who are considered similar.However, the features associated with a user are semantically weak compared with those used by CBR systems. This researchexamines multi- dimensional or semantic ratings in which a system gets information about the reason behind a preference. Experiments show that metrics in which thesemantic meaning of each rating is taken into account have markedly superior performance than simpler techniques.}, added-at = {2009-05-08T13:45:39.000+0200}, author = {Burke, Robin}, biburl = {https://www.bibsonomy.org/bibtex/2e9b80dcff4a52759fe5b4bc5453811f7/mschuber}, description = {SpringerLink - Book Chapter}, interhash = {32699ca95ee7feb041640d0b45ed7381}, intrahash = {e9b80dcff4a52759fe5b4bc5453811f7}, journal = {Advances in Case-Based Reasoning}, keywords = {case-based collaborative-filtering filtering reasoning}, pages = {49--71}, timestamp = {2009-05-08T13:45:39.000+0200}, title = {A Case-Based Reasoning Approach to Collaborative Filtering}, url = {http://dx.doi.org/10.1007/3-540-44527-7_32}, year = 2000 }