Relevance feedback with too much data
SIGIR '95 Proceedings of the 18th annual international ACM SIGIR conference on Research and development in information retrieval
The effect of accessing nonmatching documents on relevance feedback
ACM Transactions on Information Systems (TOIS)
Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection
IEEE Transactions on Pattern Analysis and Machine Intelligence
Journal of the American Society for Information Science
Quantum computation and quantum information
Quantum computation and quantum information
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
The Geometry of Information Retrieval
The Geometry of Information Retrieval
Combining the language model and inference network approaches to retrieval
Information Processing and Management: an International Journal - Special issue: Bayesian networks and information retrieval
The Turn: Integration of Information Seeking and Retrieval in Context (The Information Retrieval Series)
A “stereo” document representation for textual information retrieval
Journal of the American Society for Information Science and Technology
LDA-based document models for ad-hoc retrieval
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
A basis for information retrieval in context
ACM Transactions on Information Systems (TOIS)
A study of methods for negative relevance feedback
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
Semantic Spaces: Measuring the Distance between Different Subspaces
QI '09 Proceedings of the 3rd International Symposium on Quantum Interaction
A Quantum-Based Model for Interactive Information Retrieval
ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory
The Probabilistic Relevance Framework: BM25 and Beyond
Foundations and Trends in Information Retrieval
Exploring a multidimensional representation of documents and queries
RIAO '10 Adaptivity, Personalization and Fusion of Heterogeneous Information
Using the quantum probability ranking principle to rank interdependent documents
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Promoting ranking diversity for biomedical information retrieval using wikipedia
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
Filtering documents with subspaces
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
A novel re-ranking approach inspired by quantum measurement
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Processing queries in session in a quantum-inspired IR framework
ECIR'11 Proceedings of the 33rd European conference on Advances in information retrieval
Quantum latent semantic analysis
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Can information retrieval systems be improved using quantum probability?
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
Investigating query-drift problem from a novel perspective of photon polarization
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
On the use of complex numbers in quantum models for information retrieval
ICTIR'11 Proceedings of the Third international conference on Advances in information retrieval theory
A user interaction model based on the principle of polyrepresentation
Proceedings of the 4th workshop on Workshop for Ph.D. students in information & knowledge management
On using a quantum physics formalism for multidocument summarization
Journal of the American Society for Information Science and Technology
Modeling term dependencies with quantum language models for IR
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
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The probabilistic formalism of quantum physics is said to provide a sound basis for building a principled information retrieval framework. Such a framework can be based on the notion of information need vector spaces where events, such as document relevance or observed user interactions, correspond to subspaces. As in quantum theory, a probability distribution over these subspaces is defined through weighted sets of state vectors (density operators), and used to represent the current view of the retrieval system on the user information need. Tensor spaces can be used to capture different aspects of information needs. Our evaluation shows that the framework can lead to acceptable performance in an ad-hoc retrieval task. Going beyond this, we discuss the potential of the framework for three active challenges in information retrieval, namely, interaction, novelty and diversity.