Term-weighting approaches in automatic text retrieval
Information Processing and Management: an International Journal
A view of the EM algorithm that justifies incremental, sparse, and other variants
Learning in graphical models
Training products of experts by minimizing contrastive divergence
Neural Computation
An Algroithm for Finding Best Matches in Logarithmic Expected Time
An Algroithm for Finding Best Matches in Logarithmic Expected Time
The Journal of Machine Learning Research
Locality-sensitive hashing scheme based on p-stable distributions
SCG '04 Proceedings of the twentieth annual symposium on Computational geometry
RCV1: A New Benchmark Collection for Text Categorization Research
The Journal of Machine Learning Research
Learning a Similarity Metric Discriminatively, with Application to Face Verification
CVPR '05 Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR'05) - Volume 1 - Volume 01
The rate adapting poisson model for information retrieval and object recognition
ICML '06 Proceedings of the 23rd international conference on Machine learning
A fast learning algorithm for deep belief nets
Neural Computation
Near-Optimal Hashing Algorithms for Approximate Nearest Neighbor in High Dimensions
FOCS '06 Proceedings of the 47th Annual IEEE Symposium on Foundations of Computer Science
Probabilistic latent semantic analysis
UAI'99 Proceedings of the Fifteenth conference on Uncertainty in artificial intelligence
Sketching Algorithms for Approximating Rank Correlations in Collaborative Filtering Systems
SPIRE '09 Proceedings of the 16th International Symposium on String Processing and Information Retrieval
Proceedings of the 18th ACM conference on Information and knowledge management
Ontologies and semantic mining for bio-technology and chemistry data and patents
Proceedings of the 2nd international workshop on Patent information retrieval
Sketching techniques for collaborative filtering
IJCAI'09 Proceedings of the 21st international jont conference on Artifical intelligence
Similarity search and locality sensitive hashing using ternary content addressable memories
Proceedings of the 2010 ACM SIGMOD International Conference on Management of data
Self-taught hashing for fast similarity search
Proceedings of the 33rd international ACM SIGIR conference on Research and development in information retrieval
Modeling semantic relevance for question-answer pairs in web social communities
ACL '10 Proceedings of the 48th Annual Meeting of the Association for Computational Linguistics
Hashing-based approaches to spelling correction of personal names
EMNLP '10 Proceedings of the 2010 Conference on Empirical Methods in Natural Language Processing
Binary coherent edge descriptors
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
ECCV'10 Proceedings of the 11th European conference on Computer vision: Part II
CarPal: interconnecting overlay networks for a community-driven shared mobility
TGC'10 Proceedings of the 5th international conference on Trustworthly global computing
Error-correcting output hashing in fast similarity search
ICIMCS '10 Proceedings of the Second International Conference on Internet Multimedia Computing and Service
A novel text classification approach based on deep belief network
ICONIP'10 Proceedings of the 17th international conference on Neural information processing: theory and algorithms - Volume Part I
Building a multi-FPGA virtualized restricted boltzmann machine architecture using embedded MPI
Proceedings of the 19th ACM/SIGDA international symposium on Field programmable gate arrays
Learning reconfigurable hashing for diverse semantics
Proceedings of the 1st ACM International Conference on Multimedia Retrieval
Discriminative deep belief networks for visual data classification
Pattern Recognition
Coding of Image Feature Descriptors for Distributed Rate-efficient Visual Correspondences
International Journal of Computer Vision
Composite hashing with multiple information sources
Proceedings of the 34th international ACM SIGIR conference on Research and development in Information Retrieval
Deep Learning Approaches to Semantic Relevance Modeling for Chinese Question-Answer Pairs
ACM Transactions on Asian Language Information Processing (TALIP)
Efficient approximate similarity search using random projection learning
WAIM'11 Proceedings of the 12th international conference on Web-age information management
Sentiment classification based on supervised latent n-gram analysis
Proceedings of the 20th ACM international conference on Information and knowledge management
Probabilistic near-duplicate detection using simhash
Proceedings of the 20th ACM international conference on Information and knowledge management
Pattern Recognition Letters
Data mining from a patient safety database: the lessons learned
Data Mining and Knowledge Discovery
Laplacian co-hashing of terms and documents
ECIR'2010 Proceedings of the 32nd European conference on Advances in Information Retrieval
AIRS'11 Proceedings of the 7th Asia conference on Information Retrieval Technology
PLISS: labeling places using online changepoint detection
Autonomous Robots
Learning hash functions for cross-view similarity search
IJCAI'11 Proceedings of the Twenty-Second international joint conference on Artificial Intelligence - Volume Volume Two
Learning binary codes for collaborative filtering
Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining
Manhattan hashing for large-scale image retrieval
SIGIR '12 Proceedings of the 35th international ACM SIGIR conference on Research and development in information retrieval
Thick boundaries in binary space and their influence on nearest-neighbor search
Pattern Recognition Letters
Semi-supervised spectral hashing for fast similarity search
Neurocomputing
Unsupervised and supervised visual codes with restricted boltzmann machines
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part V
Attribute discovery via predictable discriminative binary codes
ECCV'12 Proceedings of the 12th European conference on Computer Vision - Volume Part VI
Fast near neighbor search in high-dimensional binary data
ECML PKDD'12 Proceedings of the 2012 European conference on Machine Learning and Knowledge Discovery in Databases - Volume Part I
Image retrieval with query-adaptive hashing
ACM Transactions on Multimedia Computing, Communications, and Applications (TOMCCAP)
Active hashing and its application to image and text retrieval
Data Mining and Knowledge Discovery
PCM'12 Proceedings of the 13th Pacific-Rim conference on Advances in Multimedia Information Processing
Sparse hashing for fast multimedia search
ACM Transactions on Information Systems (TOIS)
Dual local consistency hashing with discriminative projections selection
Signal Processing
Least square regularized spectral hashing for similarity search
Signal Processing
Effective hashing for large-scale multimedia search
Proceedings of the 2013 Sigmod/PODS Ph.D. symposium on PhD symposium
Semantic hashing using tags and topic modeling
Proceedings of the 36th international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the International Workshop on Video and Image Ground Truth in Computer Vision Applications
Topology preserving hashing for similarity search
Proceedings of the 21st ACM international conference on Multimedia
Order preserving hashing for approximate nearest neighbor search
Proceedings of the 21st ACM international conference on Multimedia
Linear cross-modal hashing for efficient multimedia search
Proceedings of the 21st ACM international conference on Multimedia
Online multimodal deep similarity learning with application to image retrieval
Proceedings of the 21st ACM international conference on Multimedia
Latent feature learning in social media network
Proceedings of the 21st ACM international conference on Multimedia
Learning compact hashing codes for efficient tag completion and prediction
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Weighted hashing for fast large scale similarity search
Proceedings of the 22nd ACM international conference on Conference on information & knowledge management
Theoretical aspects of mapping to multidimensional optimal regions as a multi-classifier
Intelligent Data Analysis
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We show how to learn a deep graphical model of the word-count vectors obtained from a large set of documents. The values of the latent variables in the deepest layer are easy to infer and give a much better representation of each document than Latent Semantic Analysis. When the deepest layer is forced to use a small number of binary variables (e.g. 32), the graphical model performs ''semantic hashing'': Documents are mapped to memory addresses in such a way that semantically similar documents are located at nearby addresses. Documents similar to a query document can then be found by simply accessing all the addresses that differ by only a few bits from the address of the query document. This way of extending the efficiency of hash-coding to approximate matching is much faster than locality sensitive hashing, which is the fastest current method. By using semantic hashing to filter the documents given to TF-IDF, we achieve higher accuracy than applying TF-IDF to the entire document set.