Algorithms for clustering data
Algorithms for clustering data
Recent trends in hierarchic document clustering: a critical review
Information Processing and Management: an International Journal
Scatter/Gather: a cluster-based approach to browsing large document collections
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
Suffix arrays: a new method for on-line string searches
SIAM Journal on Computing
An interface for navigating clustered document sets returned by queries
COCS '93 Proceedings of the conference on Organizational computing systems
Communications of the ACM
Reexamining the cluster hypothesis: scatter/gather on retrieval results
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
Projections for efficient document clustering
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
An algorithm for suffix stripping
Readings in information retrieval
IEEE Transactions on Pattern Analysis and Machine Intelligence
Web document clustering: a feasibility demonstration
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Foundations of statistical natural language processing
Foundations of statistical natural language processing
Grouper: a dynamic clustering interface to Web search results
WWW '99 Proceedings of the eighth international conference on World Wide Web
ACM Computing Surveys (CSUR)
Bringing order to the Web: automatically categorizing search results
Proceedings of the SIGCHI conference on Human Factors in Computing Systems
Stemming and its effects on TFIDF ranking (poster session)
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
A vector space model for automatic indexing
Communications of the ACM
Does organisation by similarity assist image browsing?
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Finding topic words for hierarchical summarization
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Evaluating document clustering for interactive information retrieval
Proceedings of the tenth international conference on Information and knowledge management
Machine learning in automated text categorization
ACM Computing Surveys (CSUR)
Building efficient and effective metasearch engines
ACM Computing Surveys (CSUR)
Information Retrieval
Clustering Algorithms
Formal Concept Analysis: Mathematical Foundations
Formal Concept Analysis: Mathematical Foundations
Document clustering with committees
SIGIR '02 Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval
Finding the flow in web site search
Communications of the ACM
Why so many clustering algorithms: a position paper
ACM SIGKDD Explorations Newsletter
Improving retrieval feedback with multiple term-ranking function combination
ACM Transactions on Information Systems (TOIS)
The effectiveness of query-specific hierarchic clustering in information retrieval
Information Processing and Management: an International Journal
On Clustering Validation Techniques
Journal of Intelligent Information Systems
Graph Visualization and Navigation in Information Visualization: A Survey
IEEE Transactions on Visualization and Computer Graphics
Constrained K-means Clustering with Background Knowledge
ICML '01 Proceedings of the Eighteenth International Conference on Machine Learning
A Comparative Study on Feature Selection in Text Categorization
ICML '97 Proceedings of the Fourteenth International Conference on Machine Learning
On Combining Link and Contents Information for Web Page Clustering
DEXA '02 Proceedings of the 13th International Conference on Database and Expert Systems Applications
The VLDB Journal — The International Journal on Very Large Data Bases
ACM SIGIR Forum
On Encouraging Multiple Views for Visualisation
IV '98 Proceedings of the International Conference on Information Visualisation
INFOVIS '00 Proceedings of the IEEE Symposium on Information Vizualization 2000
Generating hierarchical summaries for web searches
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Algorithms for Drawing Graphs: An Annotated Bibliography
Algorithms for Drawing Graphs: An Annotated Bibliography
Querying and Clustering Web Pages about Persons and Organizations
WI '03 Proceedings of the 2003 IEEE/WIC International Conference on Web Intelligence
Tree-Maps: a space-filling approach to the visualization of hierarchical information structures
VIS '91 Proceedings of the 2nd conference on Visualization '91
Concept Data Analysis: Theory and Applications
Concept Data Analysis: Theory and Applications
The perfect search engine is not enough: a study of orienteering behavior in directed search
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Understanding user goals in web search
Proceedings of the 13th international conference on World Wide Web
Proceedings of the 13th international conference on World Wide Web
Cluster-based retrieval using language models
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Learning to cluster web search results
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Swoogle: a search and metadata engine for the semantic web
Proceedings of the thirteenth ACM international conference on Information and knowledge management
The anatomy of SnakeT: a hierarchical clustering engine for web-page snippets
PKDD '04 Proceedings of the 8th European Conference on Principles and Practice of Knowledge Discovery in Databases
A tolerance rough set approach to clustering web search results
PKDD '04 Proceedings of the 8th European Conference on Principles and Practice of Knowledge Discovery in Databases
Findex: search result categories help users when document ranking fails
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Combining Multiple Clusterings Using Evidence Accumulation
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fully automatic wrapper generation for search engines
WWW '05 Proceedings of the 14th international conference on World Wide Web
A personalized search engine based on web-snippet hierarchical clustering
WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web
Refining web search engine results using incremental clustering
International Journal of Intelligent Systems - Intelligent Technologies
A divide-and-merge methodology for clustering
Proceedings of the twenty-fourth ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
A Concept-Driven Algorithm for Clustering Search Results
IEEE Intelligent Systems
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Topic themes for multi-document summarization
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Information Systems Frontiers
Supporting information retrieval on mobile devices
Proceedings of the 7th international conference on Human computer interaction with mobile devices & services
A search result clustering method using informatively named entities
Proceedings of the 7th annual ACM international workshop on Web information and data management
Clustering versus faceted categories for information exploration
Communications of the ACM - Supporting exploratory search
FaThumb: a facet-based interface for mobile search
Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
News to go: hierarchical text summarization for mobile devices
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Clustering of search results using temporal attributes
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Representing clusters for retrieval
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
A method for personalized clustering in data intensive web applications
Proceedings of the joint international workshop on Adaptivity, personalization & the semantic web
Interacting with Web Hierarchies
IT Professional
Effective and efficient classification on a search-engine model
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Incremental hierarchical clustering of text documents
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Personalized Hierarchical Clustering
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
Graph Visualization Techniques for Web Clustering Engines
IEEE Transactions on Visualization and Computer Graphics
Learn from web search logs to organize search results
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Ontology visualization methods—a survey
ACM Computing Surveys (CSUR)
Introduction to Information Retrieval
Introduction to Information Retrieval
Cluster Analysis
Mobile information retrieval with search results clustering: Prototypes and evaluations
Journal of the American Society for Information Science and Technology
Carrot2 and language properties in web search results clustering
AWIC'03 Proceedings of the 1st international Atlantic web intelligence conference on Advances in web intelligence
Phrase-based hierarchical clustering of web search results
ECIR'03 Proceedings of the 25th European conference on IR research
Collaborative and usage-driven evolution of personal ontologies
ESWC'05 Proceedings of the Second European conference on The Semantic Web: research and Applications
Exploiting probabilistic latent information for the construction of community web directories
UM'05 Proceedings of the 10th international conference on User Modeling
Evaluation of ontology enhancement tools
EWMF'05/KDO'05 Proceedings of the 2005 joint international conference on Semantics, Web and Mining
Evaluating hierarchical clustering of search results
SPIRE'05 Proceedings of the 12th international conference on String Processing and Information Retrieval
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
Improving quality of search results clustering with approximate matrix factorisations
ECIR'06 Proceedings of the 28th European conference on Advances in Information Retrieval
Full-Subtopic Retrieval with Keyphrase-Based Search Results Clustering
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
Clustering and exploring search results using timeline constructions
Proceedings of the 18th ACM conference on Information and knowledge management
Optimal meta search results clustering
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
TIARA: a visual exploratory text analytic system
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
Wikipedia as sense inventory to improve diversity in Web search results
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Inducing word senses to improve web search result clustering
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
TAGME: on-the-fly annotation of short text fragments (by wikipedia entities)
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Using semantic techniques to access web data
Information Systems
Applying hybrid Kepso clustering to web pages
Proceedings of the 48th Annual Southeast Regional Conference
Search Results Clustering Based on Suffix Array and VSM
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
Exploiting user feedback to improve quality of search results clustering
Proceedings of the 5th International Conference on Ubiquitous Information Management and Communication
Efficient diversification of web search results
Proceedings of the VLDB Endowment
Beyond the bag-of-words paradigm to enhance information retrieval applications
Proceedings of the Fourth International Conference on SImilarity Search and APplications
A unified representation of web logs for mining applications
Information Retrieval
ClusteringWiki: personalized and collaborative clustering of search results
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Journal of Biomedical Informatics
Browse by chunks: Topic mining and organizing on web-scale social media
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP) - Special section on ACM multimedia 2010 best paper candidates, and issue on social media
Topical categorization of search results based on a domain ontology
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
ASPARAGUS - a system for automatic SPARQL query results aggregation using semantics
ICCCI'11 Proceedings of the Third international conference on Computational collective intelligence: technologies and applications - Volume Part I
Clustering web search results with maximum spanning trees
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
A framework for personalized and collaborative clustering of search results
Proceedings of the 20th ACM international conference on Information and knowledge management
Beyond precision@10: clustering the long tail of web search results
Proceedings of the 20th ACM international conference on Information and knowledge management
A Survey of Automatic Query Expansion in Information Retrieval
ACM Computing Surveys (CSUR)
Using information visualization to support web service discovery
Proceedings of the South African Institute of Computer Scientists and Information Technologists Conference on Knowledge, Innovation and Leadership in a Diverse, Multidisciplinary Environment
Topical clustering of search results
Proceedings of the fifth ACM international conference on Web search and data mining
Evaluating subtopic retrieval methods: Clustering versus diversification of search results
Information Processing and Management: an International Journal
Discovering and analyzing multi-granular web search results
FQAS'11 Proceedings of the 9th international conference on Flexible Query Answering Systems
Improving suffix tree clustering with new ranking and similarity measures
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
CASIS: a system for concept-aware social image search
Proceedings of the 21st international conference companion on World Wide Web
Association rule centric clustering of web search results
MIWAI'11 Proceedings of the 5th international conference on Multi-Disciplinary Trends in Artificial Intelligence
A new approach to search result clustering and labeling
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Journal of Intelligent Information Systems
Result disambiguation in web people search
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Cluster labeling for multilingual scatter/gather using comparable corpora
ECIR'12 Proceedings of the 34th European conference on Advances in Information Retrieval
Summarisation of the logical structure of XML documents
Information Processing and Management: an International Journal
PubMed search and exploration with real-time semantic network construction
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Mining query subtopics from search log data
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Enhancing search result clustering with semantic indexing
Proceedings of the Third Symposium on Information and Communication Technology
Information vs interaction: examining different interaction models over consistent metadata
Proceedings of the 4th Information Interaction in Context Symposium
Concept location using formal concept analysis and information retrieval
ACM Transactions on Software Engineering and Methodology (TOSEM)
Topic-driven reader comments summarization
Proceedings of the 21st ACM international conference on Information and knowledge management
Search result presentation based on faceted clustering
Proceedings of the 21st ACM international conference on Information and knowledge management
Measuring the coverage and redundancy of information search services on e-commerce platforms
Electronic Commerce Research and Applications
Collaboratively built semi-structured content and Artificial Intelligence: The story so far
Artificial Intelligence
KACTL: knowware based automated construction of a treelike library from web documents
WISM'12 Proceedings of the 2012 international conference on Web Information Systems and Mining
Efficient semantic network construction with application to PubMed search
Knowledge-Based Systems
BiCWS: mining cognitive differences from bilingual web search results
WISE'12 Proceedings of the 13th international conference on Web Information Systems Engineering
Clustering and labeling of multi-dimensional mixed structured data
Search Computing
On the use of consensus clustering for incremental learning of topic hierarchies
SBIA'12 Proceedings of the 21st Brazilian conference on Advances in Artificial Intelligence
Multimedia Tools and Applications
User correlation discovery and dynamical profiling based on social streams
AMT'12 Proceedings of the 8th international conference on Active Media Technology
Is visualization usable for displaying web search results in an exploratory search context?
PROMISE'12 Proceedings of the 2012 international conference on Information Retrieval Meets Information Visualization
ACIIDS'13 Proceedings of the 5th Asian conference on Intelligent Information and Database Systems - Volume Part I
Multimedia Tools and Applications
Semantically enhanced text stemmer (SETS) for cross-domain document clustering
KES'12 Proceedings of the 16th international conference on Knowledge Engineering, Machine Learning and Lattice Computing with Applications
Multifaceted visual analytics for healthcare applications
IBM Journal of Research and Development
Extracting query facets from search results
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Improved concept-based query expansion using Wikipedia
International Journal of Communication Networks and Distributed Systems
Navigating the topical structure of academic search results via the Wikipedia category network
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
SMARTMUSEUM: A mobile recommender system for the Web of Data
Web Semantics: Science, Services and Agents on the World Wide Web
Exploiting DBpedia for web search results clustering
Proceedings of the 2013 workshop on Automated knowledge base construction
Shifting concepts to their associative concepts via bridges
MLDM'13 Proceedings of the 9th international conference on Machine Learning and Data Mining in Pattern Recognition
Knowledge discovery in inspection reports of marine structures
Expert Systems with Applications: An International Journal
Comment-based multi-view clustering of web 2.0 items
Proceedings of the 23rd international conference on World wide web
Extractive single-document summarization based on genetic operators and guided local search
Expert Systems with Applications: An International Journal
Enhanced cross-domain document clustering with a semantically enhanced text stemmer SETS
International Journal of Knowledge-based and Intelligent Engineering Systems - Selected papers of KES2012-Part 2 of 2
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Web clustering engines organize search results by topic, thus offering a complementary view to the flat-ranked list returned by conventional search engines. In this survey, we discuss the issues that must be addressed in the development of a Web clustering engine, including acquisition and preprocessing of search results, their clustering and visualization. Search results clustering, the core of the system, has specific requirements that cannot be addressed by classical clustering algorithms. We emphasize the role played by the quality of the cluster labels as opposed to optimizing only the clustering structure. We highlight the main characteristics of a number of existing Web clustering engines and also discuss how to evaluate their retrieval performance. Some directions for future research are finally presented.