Inferring Web communities from link topology
Proceedings of the ninth ACM conference on Hypertext and hypermedia : links, objects, time and space---structure in hypermedia systems: links, objects, time and space---structure in hypermedia systems
The use of MMR, diversity-based reranking for reordering documents and producing summaries
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Authoritative sources in a hyperlinked environment
Journal of the ACM (JACM)
Hierarchical classification of Web content
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Modern Information Retrieval
Vector space model of information retrieval: a reevaluation
SIGIR '84 Proceedings of the 7th annual international ACM SIGIR conference on Research and development in information retrieval
A Unified Framework for Web Link Analysis
WISE '02 Proceedings of the 3rd International Conference on Web Information Systems Engineering
Beyond independent relevance: methods and evaluation metrics for subtopic retrieval
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Implicit link analysis for small web search
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Link fusion: a unified link analysis framework for multi-type interrelated data objects
Proceedings of the 13th international conference on World Wide Web
Respect my authority!: HITS without hyperlinks, utilizing cluster-based language models
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Diversifying the image retrieval results
MULTIMEDIA '06 Proceedings of the 14th annual ACM international conference on Multimedia
Document re-ranking using cluster validation and label propagation
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Using Cross-Document Random Walks for Topic-Focused Multi-Document
WI '06 Proceedings of the 2006 IEEE/WIC/ACM International Conference on Web Intelligence
CollabSum: exploiting multiple document clustering for collaborative single document summarizations
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Practical elimination of near-duplicates from web video search
Proceedings of the 15th international conference on Multimedia
Improving the classification of newsgroup messages through social network analysis
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Towards a unified approach to document similarity search using manifold-ranking of blocks
Information Processing and Management: an International Journal
Learning diverse rankings with multi-armed bandits
Proceedings of the 25th international conference on Machine learning
Predicting diverse subsets using structural SVMs
Proceedings of the 25th international conference on Machine learning
A cluster-based resampling method for pseudo-relevance feedback
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Multi-document summarization using cluster-based link analysis
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Ambiguous queries: test collections need more sense
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
MedSearch: a specialized search engine for medical information retrieval
Proceedings of the 17th ACM conference on Information and knowledge management
Diversifying image search with user generated content
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Using query expansion in graph-based approach for query-focused multi-document summarization
Information Processing and Management: an International Journal
Effective latent space graph-based re-ranking model with global consistency
Proceedings of the Second ACM International Conference on Web Search and Data Mining
Visual diversification of image search results
Proceedings of the 18th international conference on World wide web
ECIR '09 Proceedings of the 31th European Conference on IR Research on Advances in Information Retrieval
Re-ranking search results using language models of query-specific clusters
Information Retrieval
A generalized Co-HITS algorithm and its application to bipartite graphs
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Turning down the noise in the blogosphere
Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining
Refined experts: improving classification in large taxonomies
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
A bayesian learning approach to promoting diversity in ranking for biomedical information retrieval
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Automatic video tagging using content redundancy
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Towards automatic generation of gene summary
BioNLP '09 Proceedings of the Workshop on Current Trends in Biomedical Natural Language Processing
Improving product review search experiences on general search engines
Proceedings of the 11th International Conference on Electronic Commerce
Online assessment of content skill levels for medical texts
Expert Systems with Applications: An International Journal
From "Identical" to "Similar": Fusing Retrieved Lists Based on Inter-document Similarities
ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory
Single document summarization with document expansion
AAAI'07 Proceedings of the 22nd national conference on Artificial intelligence - Volume 1
Manifold-ranking based topic-focused multi-document summarization
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
WI-IAT '09 Proceedings of the 2009 IEEE/WIC/ACM International Joint Conference on Web Intelligence and Intelligent Agent Technology - Volume 01
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
Real-time near-duplicate elimination for web video search with content and context
IEEE Transactions on Multimedia - Special issue on integration of context and content
A Unified Graph-Based Iterative Reinforcement Approach to Personalized Search
AIRS '09 Proceedings of the 5th Asia Information Retrieval Symposium on Information Retrieval Technology
Re-ranking Documents Based on Query-Independent Document Specificity
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
EMNLP '09 Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing: Volume 3 - Volume 3
Exploiting neighborhood knowledge for single document summarization and keyphrase extraction
ACM Transactions on Information Systems (TOIS)
Diversifying web search results
Proceedings of the 19th international conference on World wide web
Combining global and local information for enhanced deep classification
Proceedings of the 2010 ACM Symposium on Applied Computing
Structural re-ranking with cluster-based retrieval
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
DivRank: the interplay of prestige and diversity in information networks
Proceedings of the 16th ACM SIGKDD international conference on Knowledge discovery and data mining
PageRank without hyperlinks: Structural reranking using links induced by language models
ACM Transactions on Information Systems (TOIS)
Inducing word senses to improve web search result clustering
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Utilizing inter-passage and inter-document similarities for reranking search results
ACM Transactions on Information Systems (TOIS)
Mining and explaining relationships in wikipedia
DEXA'10 Proceedings of the 21st international conference on Database and expert systems applications: Part II
A comparative analysis of cascade measures for novelty and diversity
Proceedings of the fourth ACM international conference on Web search and data mining
Multi-dimensional search result diversification
Proceedings of the fourth ACM international conference on Web search and data mining
Dual-space re-ranking model for document retrieval
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Aspect-based extractive summarization of online reviews
Proceedings of the 2011 ACM Symposium on Applied Computing
Efficient diversity-aware search
Proceedings of the 2011 ACM SIGMOD International Conference on Management of data
Fusing heterogeneous modalities for video and image re-ranking
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Content redundancy in YouTube and its application to video tagging
ACM Transactions on Information Systems (TOIS)
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Diversity in ranking via resistive graph centers
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Probabilistic topic models with biased propagation on heterogeneous information networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Ranking-based classification of heterogeneous information networks
Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining
Re-ranking search results using an additional retrieved list
Information Retrieval
Clustering web search results with maximum spanning trees
AI*IA'11 Proceedings of the 12th international conference on Artificial intelligence around man and beyond
From "identical" to "similar": fusing retrieved lists based on inter-document similarities
Journal of Artificial Intelligence Research
A novel approach to update summarization using evolutionary manifold-ranking and spectral clustering
Expert Systems with Applications: An International Journal
Cross media hyperlinking for search topic browsing
MM '11 Proceedings of the 19th ACM international conference on Multimedia
The great importance of cross-document relationships for multi-document summarization
ICCPOL'06 Proceedings of the 21st international conference on Computer Processing of Oriental Languages: beyond the orient: the research challenges ahead
Incorporating cross-document relationships between sentences for single document summarizations
ECDL'06 Proceedings of the 10th European conference on Research and Advanced Technology for Digital Libraries
Automatic query expansion using data manifold
AIRS'06 Proceedings of the Third Asia conference on Information Retrieval Technology
Improving the image retrieval results via topic coverage graph
PCM'06 Proceedings of the 7th Pacific Rim conference on Advances in Multimedia Information Processing
Evaluation and user preference study on spatial diversity
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Graph-based term weighting for information retrieval
Information Retrieval
PageRank with text similarity and video near-duplicate constraints for news story re-ranking
MMM'10 Proceedings of the 16th international conference on Advances in Multimedia Modeling
Information Processing and Management: an International Journal
On optimality-ratio and coverage in ranking of joined search results
Distributed and Parallel Databases
The contextual focused topic model
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Towards a unified approach based on affinity graph to various multi-document summarizations
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
AUSUM: approach for unsupervised bug report summarization
Proceedings of the ACM SIGSOFT 20th International Symposium on the Foundations of Software Engineering
Query-focused multi-document summarization based on query-sensitive feature space
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
A study on novelty evaluation in biomedical information retrieval
SPIRE'12 Proceedings of the 19th international conference on String Processing and Information Retrieval
Boosting novelty for biomedical information retrieval through probabilistic latent semantic analysis
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
A deterministic resampling method using overlapping document clusters for pseudo-relevance feedback
Information Processing and Management: an International Journal
Enhanced Information Retrieval by Exploiting Recommender Techniques in Cluster-Based Link Analysis
Proceedings of the 2013 Conference on the Theory of Information Retrieval
Semantic to intelligent web era: building blocks, applications, and current trends
Proceedings of the Fifth International Conference on Management of Emergent Digital EcoSystems
Latent dirichlet allocation based diversified retrieval for e-commerce search
Proceedings of the 7th ACM international conference on Web search and data mining
Web Intelligence and Agent Systems
Utilizing global and path information with language modelling for hierarchical text classification
Journal of Information Science
Hi-index | 0.00 |
In this paper, we propose a novel ranking scheme named Affinity Ranking (AR) to re-rank search results by optimizing two metrics: (1) diversity -- which indicates the variance of topics in a group of documents; (2) information richness -- which measures the coverage of a single document to its topic. Both of the two metrics are calculated from a directed link graph named Affinity Graph (AG). AG models the structure of a group of documents based on the asymmetric content similarities between each pair of documents. Experimental results in Yahoo! Directory, ODP Data, and Newsgroup data demonstrate that our proposed ranking algorithm significantly improves the search performance. Specifically, the algorithm achieves 31% improvement in diversity and 12% improvement in information richness relatively within the top 10 search results.