C4.5: programs for machine learning
C4.5: programs for machine learning
Case-based reasoning
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Learning decision tree classifiers
ACM Computing Surveys (CSUR)
Case-based planning: selected methods and systems
AI Communications - Special issue on ECAI-96 Budapest
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
Adaptation-guided retrieval: questioning the similarity assumption in reasoning
Artificial Intelligence
Applying case-based reasoning: techniques for enterprise systems
Applying case-based reasoning: techniques for enterprise systems
NIPS '97 Proceedings of the 1997 conference on Advances in neural information processing systems 10
A learning agent for wireless news access
Proceedings of the 5th international conference on Intelligent user interfaces
Content-based book recommending using learning for text categorization
DL '00 Proceedings of the fifth ACM conference on Digital libraries
A personalized television listings service
Communications of the ACM
Personalization techniques for online recruitment services
Communications of the ACM - The Adaptive Web
Case-Based Reasoning: Experiences, Lessons and Future Directions
Case-Based Reasoning: Experiences, Lessons and Future Directions
simVar: A Similarity-Influenced Question Selection Criterion for e-Sales Dialogs
Artificial Intelligence Review
Acquiring Customers' Requirementsin Electronic Commerce
Artificial Intelligence Review
Case-Based Reasoning Support for Online Catalog Sales
IEEE Internet Computing
The FindMe Approach to Assisted Browsing
IEEE Expert: Intelligent Systems and Their Applications
Machine Learning
Supporting Dialogue Inferencing in Conversational Case-Based Reasoning
EWCBR '98 Proceedings of the 4th European Workshop on Advances in Case-Based Reasoning
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Comparison-Based Recommendation
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Improving Case-Based Recommendation: A Collaborative Filtering Approach
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Diverse Product Recommendations Using an Expressive Language for Case Retrieval
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
A Case-Based Personal Travel Assistant for Elaborating User Requirements and Assessing Offers
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
ITR: A Case-Based Travel Advisory System
ECCBR '02 Proceedings of the 6th European Conference on Advances in Case-Based Reasoning
Learning a Local Similarity Metric for Case-Based Reasoning
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
ICCBR '95 Proceedings of the First International Conference on Case-Based Reasoning Research and Development
Refining Conversational Case Libraries
ICCBR '97 Proceedings of the Second International Conference on Case-Based Reasoning Research and Development
Intelligent Sales Support with CBR
Case-Based Reasoning Technology, From Foundations to Applications
A Case-Based Recommender System Using Implicit Rating Techniques
AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
Using Reinforcement Learning for Similarity Assessment in Case-Based Systems
IEEE Intelligent Systems
Designing example-critiquing interaction
Proceedings of the 9th international conference on Intelligent user interfaces
Experiments in dynamic critiquing
Proceedings of the 10th international conference on Intelligent user interfaces
Artificial Intelligence Review
Case-based recommender systems
The Knowledge Engineering Review
Retrieval, reuse, revision and retention in case-based reasoning
The Knowledge Engineering Review
A personalized system for conversational recommendations
Journal of Artificial Intelligence Research
Using introspective reasoning to refine indexing
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
IJCAI'03 Proceedings of the 18th international joint conference on Artificial intelligence
ExpertClerk: navigating shoppers' buying process with the combination of asking and proposing
IJCAI'01 Proceedings of the 17th international joint conference on Artificial intelligence - Volume 2
An evaluation of the usefulness of case-based explanation
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
On the role of diversity in conversational recommender systems
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
Product recommendation with interactive query management and twofold similarity
ICCBR'03 Proceedings of the 5th international conference on Case-based reasoning: Research and Development
User models for adaptive hypermedia and adaptive educational systems
The adaptive web
User profiles for personalized information access
The adaptive web
Data mining for web personalization
The adaptive web
The adaptive web
Personalized search on the world wide web
The adaptive web
Collaborative filtering recommender systems
The adaptive web
Content-based recommendation systems
The adaptive web
Hybrid web recommender systems
The adaptive web
Adaptive information for consumers of healthcare
The adaptive web
Personalization in e-commerce applications
The adaptive web
The adaptive web
The adaptive web
Knowledge-based navigation of complex information spaces
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Prototyping recommender systems in jcolibri
Proceedings of the 2008 ACM conference on Recommender systems
Case-studies on exploiting explicit customer requirements in recommender systems
User Modeling and User-Adapted Interaction
Semantic templates for case-based reasoning systems
The Knowledge Engineering Review
Proceedings of the third ACM conference on Recommender systems
Rush: repeated recommendations on mobile devices
Proceedings of the 15th international conference on Intelligent user interfaces
The adaptive web
Collaborative filtering recommender systems
The adaptive web
Adaptive content presentation for the web
The adaptive web
Personalization in e-commerce applications
The adaptive web
The adaptive web
Privacy-enhanced web personalization
The adaptive web
Open corpus adaptive educational hypermedia
The adaptive web
Multi-criteria retrieval in cultural heritage recommendation systems
KES'10 Proceedings of the 14th international conference on Knowledge-based and intelligent information and engineering systems: Part II
Case-based team recommendation
SocInfo'10 Proceedings of the Second international conference on Social informatics
An evaluation of the GhostWriter system for case-based content suggestions
AICS'09 Proceedings of the 20th Irish conference on Artificial intelligence and cognitive science
Plan recommendation for well engineering
IEA/AIE'11 Proceedings of the 24th international conference on Industrial engineering and other applications of applied intelligent systems conference on Modern approaches in applied intelligence - Volume Part II
Collaborative Filtering Recommender Systems
Foundations and Trends in Human-Computer Interaction
Recommender systems and the social web
UMAP'11 Proceedings of the 19th international conference on Advances in User Modeling
Minimally complete recommendations
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Three
Evaluating recommender systems from the user's perspective: survey of the state of the art
User Modeling and User-Adapted Interaction
Property-based interest propagation in ontology-based user model
UMAP'12 Proceedings of the 20th international conference on User Modeling, Adaptation, and Personalization
Recommendations using linked data
Proceedings of the 5th Ph.D. workshop on Information and knowledge
Automatically recommending multimedia content for use in group reminiscence therap
Proceedings of the 1st ACM international workshop on Multimedia indexing and information retrieval for healthcare
Flexible and dynamic compromises for effective recommendations
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
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Recommender systems try to help users access complex information spaces. A good example is when they are used to help users to access online product catalogs, where recommender systems have proven to be especially useful for making product suggestions in response to evolving user needs and preferences. Case-based recommendation is a form of content-based recommendation that is well suited to many product recommendation domains where individual products are described in terms of a well defined set of features (e.g., price, colour, make, etc.). These representations allow case-based recommenders to make judgments about product similarities in order to improve the quality of their recommendations and as a result this type of approach has proven to be very successful in many e-commerce settings, especially when the needs and preferences of users are ill-defined, as they often are. In this chapter we will describe the basic approach to case-based recommendation, highlighting how it differs from other recommendation technologies, and introducing some recent advances that have led to more powerful and flexible recommender systems.