Tailoring object descriptions to a user's level of expertise
Computational Linguistics - Special issue on user modeling
Some simple effective approximations to the 2-Poisson model for probabilistic weighted retrieval
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
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
STARTS: Stanford proposal for Internet meta-searching
SIGMOD '97 Proceedings of the 1997 ACM SIGMOD international conference on Management of data
A language modeling approach to information retrieval
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Snowball: extracting relations from large plain-text collections
DL '00 Proceedings of the fifth ACM conference on Digital libraries
A vector space model for automatic indexing
Communications of the ACM
Geospatial mapping and navigation of the web
Proceedings of the 10th international conference on World Wide Web
NuggetMine: intelligent groupware for opportunistically sharing information nuggets
Proceedings of the 7th international conference on Intelligent user interfaces
Data integration: a theoretical perspective
Proceedings of the twenty-first ACM SIGMOD-SIGACT-SIGART symposium on Principles of database systems
Mining the Web for Synonyms: PMI-IR versus LSA on TOEFL
EMCL '01 Proceedings of the 12th European Conference on Machine Learning
RoadRunner: Towards Automatic Data Extraction from Large Web Sites
Proceedings of the 27th International Conference on Very Large Data Bases
Generating Personal Travel Guides - And Who Wants Them?
UM '01 Proceedings of the 8th International Conference on User Modeling 2001
A Supervised Visual Wrapper Generator for Web-Data Extraction
COMPSAC '03 Proceedings of the 27th Annual International Conference on Computer Software and Applications
Natural language question answering: the view from here
Natural Language Engineering
Word association norms, mutual information, and lexicography
ACL '89 Proceedings of the 27th annual meeting on Association for Computational Linguistics
Mining tables from large scale HTML texts
COLING '00 Proceedings of the 18th conference on Computational linguistics - Volume 1
Automatic acquisition of hyponyms from large text corpora
COLING '92 Proceedings of the 14th conference on Computational linguistics - Volume 2
Message Understanding Conference-6: a brief history
COLING '96 Proceedings of the 16th conference on Computational linguistics - Volume 1
A Probabilistic Approach for Adapting Information Extraction Wrappers and Discovering New Attributes
ICDM '04 Proceedings of the Fourth IEEE International Conference on Data Mining
Building an open source meta-search engine
WWW '05 Special interest tracks and posters of the 14th international conference on World Wide Web
Evaluating answers to definition questions
NAACL-Short '03 Proceedings of the 2003 Conference of the North American Chapter of the Association for Computational Linguistics on Human Language Technology: companion volume of the Proceedings of HLT-NAACL 2003--short papers - Volume 2
The FedLemur project: Federated search in the real world
Journal of the American Society for Information Science and Technology
Knowledge and Information Systems
Incremental hierarchical clustering of text documents
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
Extracting product features and opinions from reviews
HLT '05 Proceedings of the conference on Human Language Technology and Empirical Methods in Natural Language Processing
Proceedings of the 16th international conference on World Wide Web
Yago: a core of semantic knowledge
Proceedings of the 16th international conference on World Wide Web
Using query logs to establish vocabularies in distributed information retrieval
Information Processing and Management: an International Journal
WSDM '08 Proceedings of the 2008 International Conference on Web Search and Data Mining
Generating diverse and representative image search results for landmarks
Proceedings of the 17th international conference on World Wide Web
Linked data on the web (LDOW2008)
Proceedings of the 17th international conference on World Wide Web
Learning query intent from regularized click graphs
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Novelty and diversity in information retrieval evaluation
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Inferring the most important types of a query: a semantic approach
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Introduction to Information Retrieval
Introduction to Information Retrieval
Information extraction from Wikipedia: moving down the long tail
Proceedings of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining
Open information extraction from the web
Communications of the ACM - Surviving the data deluge
YAGO: A Large Ontology from Wikipedia and WordNet
Web Semantics: Science, Services and Agents on the World Wide Web
WebTables: exploring the power of tables on the web
Proceedings of the VLDB Endowment
Aggregated cross-media news visualization and personalization
MIR '08 Proceedings of the 1st ACM international conference on Multimedia information retrieval
Data & Knowledge Engineering
Report on the SIGIR 2008 workshop on focused retrieval
ACM SIGIR Forum
ACM SIGIR Forum
Integration of news content into web results
Proceedings of the Second ACM International Conference on Web Search and Data Mining
StatSnowball: a statistical approach to extracting entity relationships
Proceedings of the 18th international conference on World wide web
SOFIE: a self-organizing framework for information extraction
Proceedings of the 18th international conference on World wide web
A probabilistic model based approach for blended search
Proceedings of the 18th international conference on World wide web
Top-k Exploration of Query Candidates for Efficient Keyword Search on Graph-Shaped (RDF) Data
ICDE '09 Proceedings of the 2009 IEEE International Conference on Data Engineering
Named entity recognition in query
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Sources of evidence for vertical selection
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
Adaptation of offline vertical selection predictions in the presence of user feedback
Proceedings of the 32nd international ACM SIGIR conference on Research and development in information retrieval
A Task-Based Evaluation of an Aggregated Search Interface
SPIRE '09 Proceedings of the 16th International Symposium on String Processing and Information Retrieval
Open information extraction from the web
IJCAI'07 Proceedings of the 20th international joint conference on Artifical intelligence
A probabilistic model of redundancy in information extraction
IJCAI'05 Proceedings of the 19th international joint conference on Artificial intelligence
Unsupervised named-entity extraction from the Web: An experimental study
Artificial Intelligence
Query by analogical example: relational search using web search engine indices
Proceedings of the 18th ACM conference on Information and knowledge management
Mashup-based information retrieval for domain experts
Proceedings of the 18th ACM conference on Information and knowledge management
ExSearch: a novel vertical search engine for online barter business
Proceedings of the 18th ACM conference on Information and knowledge management
The voting model for people search
ACM SIGIR Forum
Proceedings of the VLDB Endowment
Data integration for the relational web
Proceedings of the VLDB Endowment
Automatically generating Wikipedia articles: a structure-aware approach
ACL '09 Proceedings of the Joint Conference of the 47th Annual Meeting of the ACL and the 4th International Joint Conference on Natural Language Processing of the AFNLP: Volume 1 - Volume 1
Dynamically Personalizing Search Results for Mobile Users
FQAS '09 Proceedings of the 8th International Conference on Flexible Query Answering Systems
Towards recency ranking in web search
Proceedings of the third ACM international conference on Web search and data mining
Gathering and ranking photos of named entities with high precision, high recall, and diversity
Proceedings of the third ACM international conference on Web search and data mining
Constructing and exploring composite items
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Acquisition of instance attributes via labeled and related instances
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Vertical selection in the presence of unlabeled verticals
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Identifying functional relations in web text
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Factors affecting click-through behavior in aggregated search interfaces
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Focused retrieval and result aggregation with political data
Information Retrieval
Focused and aggregated search: a perspective from natural language generation
Information Retrieval
Current research in focused retrieval and result aggregation
Information Retrieval
FIDJI: using syntax for validating answers in multiple documents
Information Retrieval
Overview of the INEX 2009 entity ranking track
INEX'09 Proceedings of the Focused retrieval and evaluation, and 8th international conference on Initiative for the evaluation of XML retrieval
Annotating and searching web tables using entities, types and relationships
Proceedings of the VLDB Endowment
Proceedings of the fourth ACM international conference on Web search and data mining
A methodology for evaluating aggregated search results
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Retrieving attributes using web tables
Proceedings of the 11th annual international ACM/IEEE joint conference on Digital libraries
Aggregated search result diversification
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Attribute retrieval from relational web tables
SPIRE'11 Proceedings of the 18th international conference on String processing and information retrieval
Interest and Evaluation of Aggregated Search
WI-IAT '11 Proceedings of the 2011 IEEE/WIC/ACM International Conferences on Web Intelligence and Intelligent Agent Technology - Volume 01
Learning to aggregate vertical results into web search results
Proceedings of the 20th ACM international conference on Information and knowledge management
Towards a framework for attribute retrieval
Proceedings of the 20th ACM international conference on Information and knowledge management
Evaluating large-scale distributed vertical search
Proceedings of the 9th workshop on Large-scale and distributed informational retrieval
Incremental clustering of newsgroup articles
IEA/AIE'06 Proceedings of the 19th international conference on Advances in Applied Artificial Intelligence: industrial, Engineering and Other Applications of Applied Intelligent Systems
Automatic discovery of attribute words from web documents
IJCNLP'05 Proceedings of the Second international joint conference on Natural Language Processing
Spatio-textual indexing for geographical search on the web
SSTD'05 Proceedings of the 9th international conference on Advances in Spatial and Temporal Databases
Open information extraction: the second generation
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume One
Evaluating aggregated search pages
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Task complexity, vertical display and user interaction in aggregated search
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Interpreting keyword queries over web knowledge bases
Proceedings of the 21st ACM international conference on Information and knowledge management
The effect of aggregated search coherence on search behavior
Proceedings of the 21st ACM international conference on Information and knowledge management
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Traditional search engines return ranked lists of search results. It is up to the user to scroll this list, scan within different documents, and assemble information that fulfill his/her information need. Aggregated search represents a new class of approaches where the information is not only retrieved but also assembled. This is the current evolution in Web search, where diverse content (images, videos, etc.) and relational content (similar entities, features) are included in search results. In this survey, we propose a simple analysis framework for aggregated search and an overview of existing work. We start with related work in related domains such as federated search, natural language generation, and question answering. Then we focus on more recent trends, namely cross vertical aggregated search and relational aggregated search, which are already present in current Web search.