Information retrieval using a singular value decomposition model of latent semantic structure
SIGIR '88 Proceedings of the 11th annual international ACM SIGIR conference on Research and development in information retrieval
On term selection for query expansion
Journal of Documentation
Probabilistic models in information retrieval
The Computer Journal - Special issue on information retrieval
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
Some inconsistencies and misidentified modeling assumptions in probabilistic information retrieval
ACM Transactions on Information Systems (TOIS)
On relevance weights with little relevance information
Proceedings of the 20th annual international ACM SIGIR conference on Research and development in information retrieval
“Is this document relevant?…probably”: a survey of probabilistic models in information retrieval
ACM Computing Surveys (CSUR)
Probabilistic latent semantic indexing
Proceedings of the 22nd annual international ACM SIGIR conference on Research and development in information retrieval
On Relevance, Probabilistic Indexing and Information Retrieval
Journal of the ACM (JACM)
A probabilistic model of information retrieval: development and comparative experiments
Information Processing and Management: an International Journal
A probabilistic model of information retrieval: development and comparative experiments Part 2
Information Processing and Management: an International Journal
Document language models, query models, and risk minimization for information retrieval
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Relevance based language models
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Information Retrieval
Probabilistic models of information retrieval based on measuring the divergence from randomness
ACM Transactions on Information Systems (TOIS)
Threshold Setting and Performance Optimization in Adaptive Filtering
Information Retrieval
Probabilistic models of indexing and searching
SIGIR '80 Proceedings of the 3rd annual ACM conference on Research and development in information retrieval
The unified probabilistic model for IR
SIGIR '82 Proceedings of the 5th annual ACM conference on Research and development in information retrieval
The Journal of Machine Learning Research
A new unified probabilistic model
Journal of the American Society for Information Science and Technology
Parsimonious language models for information retrieval
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Simple BM25 extension to multiple weighted fields
Proceedings of the thirteenth ACM international conference on Information and knowledge management
Relevance weighting for query independent evidence
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
A Markov random field model for term dependencies
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Learning to rank using gradient descent
ICML '05 Proceedings of the 22nd international conference on Machine learning
Pattern Recognition and Machine Learning (Information Science and Statistics)
Pattern Recognition and Machine Learning (Information Science and Statistics)
Optimisation methods for ranking functions with multiple parameters
CIKM '06 Proceedings of the 15th ACM international conference on Information and knowledge management
On rank-based effectiveness measures and optimization
Information Retrieval
An exploration of proximity measures in information retrieval
SIGIR '07 Proceedings of the 30th annual international ACM SIGIR conference on Research and development in information retrieval
Automatic feature selection in the markov random field model for information retrieval
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Learning to rank for information retrieval (LR4IR 2007)
ACM SIGIR Forum
Learning to rank for information retrieval (LR4IR 2008)
ACM SIGIR Forum
Viewing term proximity from a different perspective
ECIR'08 Proceedings of the IR research, 30th European conference on Advances in information retrieval
Finding support sentences for entities
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Entity summarization of news articles
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
What can quantum theory bring to information retrieval
CIKM '10 Proceedings of the 19th ACM international conference on Information and knowledge management
Document expansion based on WordNet for robust IR
COLING '10 Proceedings of the 23rd International Conference on Computational Linguistics: Posters
Sentence-level contextual opinion retrieval
Proceedings of the 20th international conference companion on World wide web
Representing document lengths with identifiers
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Hybrid search ranking for structured and unstructured data
ESWC'11 Proceedings of the 8th extended semantic web conference on The semanic web: research and applications - Volume Part II
A robust ranking methodology based on diverse calibration of AdaBoost
ECML PKDD'11 Proceedings of the 2011 European conference on Machine learning and knowledge discovery in databases - Volume Part I
Improving Europeana search experience using query logs
TPDL'11 Proceedings of the 15th international conference on Theory and practice of digital libraries: research and advanced technology for digital libraries
Effective and efficient entity search in RDF data
ISWC'11 Proceedings of the 10th international conference on The semantic web - Volume Part I
TapTell: understanding visual intents on-the-go
MM '11 Proceedings of the 19th ACM international conference on Multimedia
High-performance processing of text queries with tunable pruned term and term pair indexes
ACM Transactions on Information Systems (TOIS)
Generating suggestions for queries in the long tail with an inverted index
Information Processing and Management: an International Journal
Using predicate-argument structures for context-dependent opinion retrieval
ADMA'11 Proceedings of the 7th international conference on Advanced Data Mining and Applications - Volume Part II
On modeling rank-independent risk in estimating probability of relevance
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Semantic-based opinion retrieval using predicate-argument structures and subjective adjectives
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
Information Retrieval
A unified context model for web image retrieval
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Natural language technology and query expansion: issues, state-of-the-art and perspectives
Journal of Intelligent Information Systems
Improving search via personalized query expansion using social media
Information Retrieval
A novel term weighting scheme based on discrimination power obtained from past retrieval results
Information Processing and Management: an International Journal
Combining inverted indices and structured search for ad-hoc object retrieval
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Multi-aspect query summarization by composite query
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Extending BM25 with multiple query operators
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Natural language opinion search on blogs
PRICAI'12 Proceedings of the 12th Pacific Rim international conference on Trends in Artificial Intelligence
Sentiment classification with supervised sequence embedding
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Effective retrieval model for entity with multi-valued attributes: BM25MF and beyond
EKAW'12 Proceedings of the 18th international conference on Knowledge Engineering and Knowledge Management
Evaluating web archive search systems
WISE'12 Proceedings of the 13th international conference on Web Information Systems Engineering
An intelligent RDF management system with hybrid querying approach
ICCCI'12 Proceedings of the 4th international conference on Computational Collective Intelligence: technologies and applications - Volume Part I
An evaluation of labelling-game data for video retrieval
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Estimation of the collection parameter of information models for IR
ECIR'13 Proceedings of the 35th European conference on Advances in Information Retrieval
Ontology-based personalised retrieval in support of reminiscence
Knowledge-Based Systems
ASR-based exercises for listening comprehension practice in European Portuguese
Computer Speech and Language
Information-theoretic term weighting schemes for document clustering
Proceedings of the 13th ACM/IEEE-CS joint conference on Digital libraries
Query expansion using path-constrained random walks
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
A novel TF-IDF weighting scheme for effective ranking
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
A test collection for entity search in DBpedia
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Probabilistic group recommendation via information matching
Proceedings of the 22nd international conference on World Wide Web
Interactive exploratory search for multi page search results
Proceedings of the 22nd international conference on World Wide Web
Uncovering locally characterizing regions within geotagged data
Proceedings of the 22nd international conference on World Wide Web
Identifying local events by using microblogs as social sensors
Proceedings of the 10th Conference on Open Research Areas in Information Retrieval
A Visual Analysis of the Effects of Assumptions of Classical Probabilistic Models
Proceedings of the 2013 Conference on the Theory of Information Retrieval
Transferring knowledge with source selection to learn IR functions on unlabeled collections
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Hierarchical subtopic mining for topic annotation
Proceedings of the sixth international workshop on Exploiting semantic annotations in information retrieval
Ontology-based semantic search for large-scale RDF data
WAIM'13 Proceedings of the 14th international conference on Web-Age Information Management
Repeatable and reliable semantic search evaluation
Web Semantics: Science, Services and Agents on the World Wide Web
Discovering linkage points over web data
Proceedings of the VLDB Endowment
Bias-variance analysis in estimating true query model for information retrieval
Information Processing and Management: an International Journal
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The Probabilistic Relevance Framework (PRF) is a formal framework for document retrieval, grounded in work done in the 1970—1980s, which led to the development of one of the most successful text-retrieval algorithms, BM25. In recent years, research in the PRF has yielded new retrieval models capable of taking into account document meta-data (especially structure and link-graph information). Again, this has led to one of the most successful Web-search and corporate-search algorithms, BM25F. This work presents the PRF from a conceptual point of view, describing the probabilistic modelling assumptions behind the framework and the different ranking algorithms that result from its application: the binary independence model, relevance feedback models, BM25 and BM25F. It also discusses the relation between the PRF and other statistical models for IR, and covers some related topics, such as the use of non-textual features, and parameter optimisation for models with free parameters.