Tree visualization with tree-maps: 2-d space-filling approach
ACM Transactions on Graphics (TOG)
Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
Self-Organizing Maps
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
E-Commerce Recommendation Applications
Data Mining and Knowledge Discovery
Artificial Intelligence Review
Exploring a database through interactive visualised similarity scaling
CHI '99 Extended Abstracts on Human Factors in Computing Systems
Visualization of large category map for internet browsing
Decision Support Systems - Web retrieval and mining
Evaluating Top-k Selection Queries
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Comparison-Based Recommendation
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Evaluating example-based search tools
EC '04 Proceedings of the 5th ACM conference on Electronic commerce
IEEE Transactions on Knowledge and Data Engineering
Newsmap: a knowledge map for online news
Decision Support Systems - Special issue: Collaborative work and knowledge management
A practical approach for efficiently answering top-k relational queries
Decision Support Systems
A Nonlinear Mapping for Data Structure Analysis
IEEE Transactions on Computers
Music Recommendation Mapping and Interface Based on Structural Network Entropy
ICDEW '07 Proceedings of the 2007 IEEE 23rd International Conference on Data Engineering Workshop
Online shopping using a two dimensional product map
EC-Web'07 Proceedings of the 8th international conference on E-commerce and web technologies
Case-based recommender systems: a unifying view
ITWP'03 Proceedings of the 2003 international conference on Intelligent Techniques for Web Personalization
Nearest neighbor pattern classification
IEEE Transactions on Information Theory
Proceedings of the 2008 ACM conference on Recommender systems
Recommender system based on workflow
Decision Support Systems
Journal of Intelligent Information Systems
Faceted product search powered by the Semantic Web
Decision Support Systems
Effects of product learning aids on the breadth and depth of recall
Decision Support Systems
Hi-index | 0.01 |
Most recommender systems present recommended products in lists to the user. By doing so, much information is lost about the mutual similarity between recommended products. We propose to represent the mutual similarities of the recommended products in a two dimensional map, where similar products are located close to each other and dissimilar products far apart. As a dissimilarity measure we use an adaptation of Gower's similarity coefficient based on the attributes of a product. Two recommender systems are developed that use this approach. The first, the graphical recommender system, uses a description given by the user in terms of product attributes of an ideal product. The second system, the graphical shopping interface, allows the user to navigate towards the product she wants. We show a prototype application of both systems to MP3-players.