Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
A model of knowledge based information retrieval with hierarchical concept
Journal of Documentation
Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
AGENTS '98 Proceedings of the second international conference on Autonomous agents
CSCW '98 Proceedings of the 1998 ACM conference on Computer supported cooperative work
Combining collaborative filtering with personal agents for better recommendations
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Item-based collaborative filtering recommendation algorithms
Proceedings of the 10th international conference on World Wide Web
Information Retrieval
Histogram-Based Approximation of Set-Valued Query-Answers
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Approximate Query Processing Using Wavelets
VLDB '00 Proceedings of the 26th International Conference on Very Large Data Bases
Discovery of Multiple-Level Association Rules from Large Databases
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
Mining Generalized Association Rules
VLDB '95 Proceedings of the 21th International Conference on Very Large Data Bases
The Earth Mover''s Distance as a Metric for Image Retrieval
The Earth Mover''s Distance as a Metric for Image Retrieval
Automatic Information Organization and Retrieval.
Automatic Information Organization and Retrieval.
Using information content to evaluate semantic similarity in a taxonomy
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
Exact functional context matching for web services
Proceedings of the 2nd international conference on Service oriented computing
Algorithmic detection of semantic similarity
WWW '05 Proceedings of the 14th international conference on World Wide Web
Mapping the Semantics of Web Text and Links
IEEE Internet Computing
Machine learning for Arabic text categorization: Research Articles
Journal of the American Society for Information Science and Technology
GiveALink: mining a semantic network of bookmarks for web search and recommendation
Proceedings of the 3rd international workshop on Link discovery
A further study in the data partitioning approach for frequent itemsets mining
ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
Recency-based collaborative filtering
ADC '06 Proceedings of the 17th Australasian Database Conference - Volume 49
Fuzzy Measures on the Gene Ontology for Gene Product Similarity
IEEE/ACM Transactions on Computational Biology and Bioinformatics (TCBB)
Template extraction from candidate template set generation: a structure and content approach
Proceedings of the 43rd annual Southeast regional conference - Volume 2
Automatic computation of semantic proximity using taxonomic knowledge
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Trust-based service provider selection in open environments
Proceedings of the 2007 ACM symposium on Applied computing
Mining Software Repositories with iSPAROL and a Software Evolution Ontology
MSR '07 Proceedings of the Fourth International Workshop on Mining Software Repositories
Generating semantically enriched user profiles for Web personalization
ACM Transactions on Internet Technology (TOIT)
A hierarchical approach for the redesign of chemical processes
Knowledge and Information Systems
Reconstructing ddc for interactive classification
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Diva: a variance-based clustering approach for multi-type relational data
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Dynamic semantic retrieval space reconstruction for WWW environments
ACST'07 Proceedings of the third conference on IASTED International Conference: Advances in Computer Science and Technology
Finding hierarchical heavy hitters in streaming data
ACM Transactions on Knowledge Discovery from Data (TKDD)
Advertising keyword suggestion based on concept hierarchy
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Semantic peer, here are the neighbors you want!
EDBT '08 Proceedings of the 11th international conference on Extending database technology: Advances in database technology
Collaborative filtering on streaming data with interest-drifting
Intelligent Data Analysis - Knowlegde Discovery from Data Streams
Document similarity based on concept tree distance
Proceedings of the nineteenth ACM conference on Hypertext and hypermedia
An MHP framework to provide intelligent personalized recommendations about digital TV contents
Software—Practice & Experience
Mining typical patterns from databases
Information Sciences: an International Journal
Extending virtual organizations to improve trust mechanisms
Proceedings of the 7th international joint conference on Autonomous agents and multiagent systems - Volume 3
Joining the results of heterogeneous search engines
Information Systems
From Web to Social Web: Discovering and Deploying User and Content Profiles
S-SimRank: Combining Content and Link Information to Cluster Papers Effectively and Efficiently
ADMA '08 Proceedings of the 4th international conference on Advanced Data Mining and Applications
Accuracy estimate and optimization techniques for SimRank computation
Proceedings of the VLDB Endowment
Evaluation of an ontology-content based filtering method for a personalized newspaper
Proceedings of the 2008 ACM conference on Recommender systems
Journal of Systems and Software
Journal of Biomedical Informatics
A topology-based semantic location model for indoor applications
Proceedings of the 16th ACM SIGSPATIAL international conference on Advances in geographic information systems
The Panda framework for comparing patterns
Data & Knowledge Engineering
A Vector Space Model on Hierarchical Structures with Dynamic Mapping Operator Creation
WI-IAT '08 Proceedings of the 2008 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology - Volume 03
Receiver-side semantic reasoning for digital TV personalization in the absence of return channels
Multimedia Tools and Applications
Evaluating similarity measures for emergent semantics of social tagging
Proceedings of the 18th international conference on World wide web
Identifying Inter-Domain Similarities through Content-Based Analysis of Hierarchical Web-Directories
Proceedings of the 2006 conference on ECAI 2006: 17th European Conference on Artificial Intelligence August 29 -- September 1, 2006, Riva del Garda, Italy
Leveraging sources of collective wisdom on the web for discovering technology synergies
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Potential of the corporate web site to generate trust in environmentally risky firms
ISTAS '09 Proceedings of the 2009 IEEE International Symposium on Technology and Society
Bookmark hierarchies and collaborative recommendation
AAAI'06 proceedings of the 21st national conference on Artificial intelligence - Volume 2
An event-based framework for characterizing the evolutionary behavior of interaction graphs
ACM Transactions on Knowledge Discovery from Data (TKDD)
An extensive study on automated Dewey Decimal Classification
Journal of the American Society for Information Science and Technology
Similarity Based Semantic Web Service Match
WISM '09 Proceedings of the International Conference on Web Information Systems and Mining
MiSPOT: dynamic product placement for digital TV through MPEG-4 processing and semantic reasoning
Knowledge and Information Systems
Accuracy estimate and optimization techniques for SimRank computation
The VLDB Journal — The International Journal on Very Large Data Bases
Fast computation of SimRank for static and dynamic information networks
Proceedings of the 13th International Conference on Extending Database Technology
Understanding latent semantic indexing: A topological structure analysis using Q-analysis
Journal of the American Society for Information Science and Technology
Study on efficiency and effectiveness of KSORD
APWeb/WAIM'07 Proceedings of the joint 9th Asia-Pacific web and 8th international conference on web-age information management conference on Advances in data and web management
A knowledge-rich similarity measure for improving IT incident resolution process
Proceedings of the 2010 ACM Symposium on Applied Computing
Building bilingual ontology from WordNet and Chinese classified thesaurus
KSEM'07 Proceedings of the 2nd international conference on Knowledge science, engineering and management
Effective use of organisational abstractions for confidence models
ESAW'06 Proceedings of the 7th international conference on Engineering societies in the agents world VII
A vector space approach to tag cloud similarity ranking
Information Processing Letters
Exploring synergies between digital tv recommender systems and electronic health records
Proceedings of the 8th international interactive conference on Interactive TV&Video
Construction of gene networks with hybrid approach from expression profile and gene ontology
IEEE Transactions on Information Technology in Biomedicine
BioRegistry: Automatic extraction of metadata for biological database retrieval and discovery
International Journal of Metadata, Semantics and Ontologies
Parallel SimRank computation on large graphs with iterative aggregation
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Role evolution in Open Multi-Agent Systems as an information source for trust
Proceedings of the 9th International Conference on Autonomous Agents and Multiagent Systems: volume 1 - Volume 1
Using Domain Knowledge to Guide Lattice-based Complex Data Exploration
Proceedings of the 2010 conference on ECAI 2010: 19th European Conference on Artificial Intelligence
An efficient semantic web services matching mechanism
RED'09 Proceedings of the 2nd international conference on Resource discovery
AMT'10 Proceedings of the 6th international conference on Active media technology
Information Technology and Management
Contextual factors in database integration: a Delphi study
ER'10 Proceedings of the 29th international conference on Conceptual modeling
Potential Friend Recommendation in Online Social Network
GREENCOM-CPSCOM '10 Proceedings of the 2010 IEEE/ACM Int'l Conference on Green Computing and Communications & Int'l Conference on Cyber, Physical and Social Computing
Expert Systems with Applications: An International Journal
Measuring similarity of chinese web databases based on category hierarchy
APWeb'11 Proceedings of the 13th Asia-Pacific web conference on Web technologies and applications
A retrieval strategy using the integrated knowledge of similarity and associations
DASFAA'11 Proceedings of the 16th international conference on Database systems for advanced applications: Part II
A semantic similarity measure for recommender systems
Proceedings of the 7th International Conference on Semantic Systems
Clustering web sessions by levels of page similarity
PAKDD'06 Proceedings of the 10th Pacific-Asia conference on Advances in Knowledge Discovery and Data Mining
Collaborative filtering on data streams
PKDD'05 Proceedings of the 9th European conference on Principles and Practice of Knowledge Discovery in Databases
A high-level functional matching for semantic web services
ICSOC'05 Proceedings of the Third international conference on Service-Oriented Computing
Adaptive user profile model and collaborative filtering for personalized news
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Weighted ontology-based search exploiting semantic similarity
APWeb'06 Proceedings of the 8th Asia-Pacific Web conference on Frontiers of WWW Research and Development
Si-SEEKER: ontology-based semantic search over databases
KSEM'06 Proceedings of the First international conference on Knowledge Science, Engineering and Management
Ontology-based filtering mechanisms for web usage patterns retrieval
EC-Web'05 Proceedings of the 6th international conference on E-Commerce and Web Technologies
Querying a bioinformatic data sources registry with concept lattices
ICCS'05 Proceedings of the 13th international conference on Conceptual Structures: common Semantics for Sharing Knowledge
Ontology-Based similarity between text documents on manifold
ASWC'06 Proceedings of the First Asian conference on The Semantic Web
Factors affecting web page similarity
ECIR'05 Proceedings of the 27th European conference on Advances in Information Retrieval Research
Ontology-Based rummaging mechanisms for the interpretation of web usage patterns
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
Survey: An overview on XML similarity: Background, current trends and future directions
Computer Science Review
High quality recommendations for small communities: the case of a regional parent network
Proceedings of the sixth ACM conference on Recommender systems
Clustering transactions with an unbalanced hierarchical product structure
DaWaK'07 Proceedings of the 9th international conference on Data Warehousing and Knowledge Discovery
Measuring and ranking attacks based on vulnerability analysis
Information Systems and e-Business Management
Improving Tumor Identification by Using Tumor Markers Classification Strategy
ASONAM '12 Proceedings of the 2012 International Conference on Advances in Social Networks Analysis and Mining (ASONAM 2012)
An ontology-based similarity measure for biomedical data - Application to radiology reports
Journal of Biomedical Informatics
A hierarchical semantic-based distance for nominal histogram comparison
Data & Knowledge Engineering
Editorial: A topic-specific crawling strategy based on semantics similarity
Data & Knowledge Engineering
The Adaptive Ontology-Based Personalized Recommender System
Wireless Personal Communications: An International Journal
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The notion of similarity between objects finds use in many contexts, for example, in search engines, collaborative filtering, and clustering. Objects being compared often are modeled as sets, with their similarity traditionally determined based on set intersection. Intersection-based measures do not accurately capture similarity in certain domains, such as when the data is sparse or when there are known relationships between items within sets. We propose new measures that exploit a hierarchical domain structure in order to produce more intuitive similarity scores. We extend our similarity measures to provide appropriate results in the presence of multisets (also handled unsatisfactorily by traditional measures), for example, to correctly compute the similarity between customers who buy several instances of the same product (say milk), or who buy several products in the same category (say dairy products). We also provide an experimental comparison of our measures against traditional similarity measures, and report on a user study that evaluated how well our measures match human intuition.