Pattern recognition: human and mechanical
Pattern recognition: human and mechanical
On modeling of information retrieval concepts in vector spaces
ACM Transactions on Database Systems (TODS)
Thesaurus based concept spaces
SIGIR '87 Proceedings of the 10th annual international ACM SIGIR conference on Research and development in information retrieval
Subjective probability and information retrieval: a review of the psychological literature
Journal of Documentation
Probabilistic reasoning in intelligent systems: networks of plausible inference
Probabilistic reasoning in intelligent systems: networks of plausible inference
Rough sets: probabilistic versus deterministic approach
International Journal of Man-Machine Studies
Recall-precision trade-off: a derivation
Journal of the American Society for Information Science
SIGIR '89 Proceedings of the 12th annual international ACM SIGIR conference on Research and development in information retrieval
Information Processing and Management: an International Journal
Retrieving documents by plausible inference: an experimental study
Information Processing and Management: an International Journal
Inference networks for document retrieval
SIGIR '90 Proceedings of the 13th annual international ACM SIGIR conference on Research and development in information retrieval
A probabilistic inference model for information retrieval
Information Systems
Towards a probabilistic modal logic for semantic-based information retrieval
SIGIR '92 Proceedings of the 15th annual international ACM SIGIR conference on Research and development in information retrieval
About retrieval models and logic
The Computer Journal - Special issue on information retrieval
Probabilistic models in information retrieval
The Computer Journal - Special issue on information retrieval
A comparison of text retrieval models
The Computer Journal - Special issue on information retrieval
Probabilistic retrieval revisited
The Computer Journal - Special issue on information retrieval
A decision theoretic framework for approximating concepts
International Journal of Man-Machine Studies
Two models of retrieval with probabilistic indexing
Proceedings of the 9th annual international ACM SIGIR conference on Research and development in information retrieval
Implications of Boolean structure for probabilistic retrieval
SIGIR '85 Proceedings of the 8th annual international ACM SIGIR conference on Research and development in information retrieval
On Relevance, Probabilistic Indexing and Information Retrieval
Journal of the ACM (JACM)
Precision Weighting—An Effective Automatic Indexing Method
Journal of the ACM (JACM)
Extended Boolean information retrieval
Communications of the ACM
Information Retrieval
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
The SMART Retrieval System—Experiments in Automatic Document Processing
The SMART Retrieval System—Experiments in Automatic Document Processing
Retrieval of complex objects using a four-valued logic
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
SIGIR '96 Proceedings of the 19th annual international ACM SIGIR conference on Research and development in information retrieval
A study of probability kinematics in information retrieval
ACM Transactions on Information Systems (TOIS)
“Is this document relevant?…probably”: a survey of probabilistic models in information retrieval
ACM Computing Surveys (CSUR)
A decision-theoretic approach to database selection in networked IR
ACM Transactions on Information Systems (TOIS)
A probabilistic description-oriented approach for categorizing web documents
Proceedings of the eighth international conference on Information and knowledge management
The psychology of multimedia databases
DL '00 Proceedings of the fifth ACM conference on Digital libraries
Discovery of similarity computations of search engines
Proceedings of the ninth international conference on Information and knowledge management
A study of smoothing methods for language models applied to Ad Hoc information retrieval
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
Anchor text mining for translation extraction of query terms
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
A survey in indexing and searching XML documents
Journal of the American Society for Information Science and Technology - XML
Models in information retrieval
Lectures on information retrieval
Logic and uncertainty in information retrieval
Lectures on information retrieval
Translation of web queries using anchor text mining
ACM Transactions on Asian Language Information Processing (TALIP)
Probabilistic models of information retrieval based on measuring the divergence from randomness
ACM Transactions on Information Systems (TOIS)
Integrated Video and Text for Content-based Access to Video Databases
Multimedia Tools and Applications
Local versus global link information in the Web
ACM Transactions on Information Systems (TOIS)
The Mirror MMDBMS Architecture
VLDB '99 Proceedings of the 25th International Conference on Very Large Data Bases
Logic and Uncertainty in Information Retrieval
ESSIR '00 Proceedings of the Third European Summer-School on Lectures on Information Retrieval-Revised Lectures
A Linguistically Motivated Probabilistic Model of Information Retrieval
ECDL '98 Proceedings of the Second European Conference on Research and Advanced Technology for Digital Libraries
Content-Based Retrieval in Multimedia Databases Based on Feature Models
AMCP '98 Proceedings of the First International Conference on Advanced Multimedia Content Processing
Models in Information Retrieval
ESSIR '00 Proceedings of the Third European Summer-School on Lectures on Information Retrieval-Revised Lectures
Technologies for constructing intelligent systems
Smart videotext: a video data model based on conceptual graphs
Multimedia Systems
A frequency-based and a poisson-based definition of the probability of being informative
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
Evaluating different methods of estimating retrieval quality for resource selection
Proceedings of the 26th annual international ACM SIGIR conference on Research and development in informaion retrieval
From Retrieval Status Values to Probabilities of Relevance for Advanced IR Applications
Information Retrieval
A fuzzy approach to classification of text documents
Journal of Computer Science and Technology
Image Retrieval Using Multiple Evidence Ranking
IEEE Transactions on Knowledge and Data Engineering
Survey on structure-based case retrieval
The Knowledge Engineering Review
A study of smoothing methods for language models applied to information retrieval
ACM Transactions on Information Systems (TOIS)
Anchor text mining for translation of Web queries: A transitive translation approach
ACM Transactions on Information Systems (TOIS)
Report on the INEX 2003 workshop
ACM SIGIR Forum
A formal study of information retrieval heuristics
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
The overlap problem in content-oriented XML retrieval evaluation
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
On Event Spaces and Probabilistic Models in Information Retrieval
Information Retrieval
Goal-centric traceability for managing non-functional requirements
Proceedings of the 27th international conference on Software engineering
A transitive model for extracting translation equivalents of web queries through anchor text mining
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Relevance information: a loss of entropy but a gain for IDF?
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Gravitation-based model for information retrieval
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Categorization-driven cross-language retrieval of medical information
Journal of the American Society for Information Science and Technology
A general matrix framework for modelling information retrieval
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
A risk minimization framework for information retrieval
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
Search and browse services for heterogeneous collections with the peer-to-peer network Pepper
Information Processing and Management: an International Journal
TF-IDF uncovered: a study of theories and probabilities
Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval
Statistical Language Models for Information Retrieval A Critical Review
Foundations and Trends in Information Retrieval
Expert Systems with Applications: An International Journal
A general matrix framework for modelling Information Retrieval
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
A risk minimization framework for information retrieval
Information Processing and Management: an International Journal - Special issue: Formal methods for information retrieval
From uncertain inference to probability of relevance for advanced IR applications
ECIR'03 Proceedings of the 25th European conference on IR research
Semantic bayesian profiling services for information recommendation
KES'07/WIRN'07 Proceedings of the 11th international conference, KES 2007 and XVII Italian workshop on neural networks conference on Knowledge-based intelligent information and engineering systems: Part III
Applying taxonomic knowledge to Bayesian belief network for personalized search
Proceedings of the 2010 ACM Symposium on Applied Computing
Modelling probabilistic inference networks and classification in probabilistic datalog
SUM'10 Proceedings of the 4th international conference on Scalable uncertainty management
Diagnostic Evaluation of Information Retrieval Models
ACM Transactions on Information Systems (TOIS)
An expansion and reranking approach for annotation-based image retrieval from Web
Expert Systems with Applications: An International Journal
PIRE: an extensible IR engine based on probabilistic datalog
ECIR'05 Proceedings of the 27th European conference on Advances in Information Retrieval Research
A multi-disciplinary approach to interactive information retrieval upon semi-structured data sets
FDIA'09 Proceedings of the Third BCS-IRSG conference on Future Directions in Information Access
Retrieving complex objects with HySpirit
IRSG'97 Proceedings of the 19th Annual BCS-IRSG conference on Information Retrieval Research
The relationship between IR and multimedia databases
IRSG'98 Proceedings of the 20th Annual BCS-IRSG conference on Information Retrieval Research
A retrieval method adaptively reducing user's subjective impression gap
Multimedia Tools and Applications
IR models: foundations and relationships
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
IR Models: Foundations and Relationships
Proceedings of the 2013 Conference on the Theory of Information Retrieval
A probability-based unified framework for semantic search and recommendation
Journal of Information Science
Computing paper similarity based on latent dirichlet allocation
Proceedings of the 8th International Conference on Ubiquitous Information Management and Communication
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This article examines and extends the logical models of information retrieval in the context of probability theory. The fundamental notions of term weights and relevance are given probabilistic interpretations. A unified framework is developed for modeling the retrieval process with probabilistic inference. This new approach provides a common conceptual and mathematical basis for many retrieval models, such as the Boolean, fuzzy set, vector space, and conventional probabilistic models. Within this framework, the underlying assumptions employed by each model are identified, and the inherent relationships between these models are analyzed. Although this article is mainly a theoretical analysis of probabilistic inference for information retrieval, practical methods for estimating the required probabilities are provided by simple examples.