The vocabulary problem in human-system communication
Communications of the ACM
Multidimensional similarity structure analysis
Multidimensional similarity structure analysis
Introduction to Modern Information Retrieval
Introduction to Modern Information Retrieval
Improving text retrieval for the routing problem using latent semantic indexing
SIGIR '94 Proceedings of the 17th annual international ACM SIGIR conference on Research and development in information retrieval
Incorporating latent semantic indexing into a neural network model for information retrieval
CIKM '96 Proceedings of the fifth international conference on Information and knowledge management
Latent semantic space: iterative scaling improves precision of inter-document similarity measurement
SIGIR '00 Proceedings of the 23rd annual international ACM SIGIR conference on Research and development in information retrieval
Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval
A unified maximum likelihood approach to document retrieval
Journal of the American Society for Information Science and Technology - Visual based retrieval systems and web mining
Measuring praise and criticism: Inference of semantic orientation from association
ACM Transactions on Information Systems (TOIS)
Locality preserving indexing for document representation
Proceedings of the 27th annual international ACM SIGIR conference on Research and development in information retrieval
Orthogonal locality preserving indexing
Proceedings of the 28th annual international ACM SIGIR conference on Research and development in information retrieval
Document Clustering Using Locality Preserving Indexing
IEEE Transactions on Knowledge and Data Engineering
Latent semantic analysis for multiple-type interrelated data objects
SIGIR '06 Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval
Regularized locality preserving indexing via spectral regression
Proceedings of the sixteenth ACM conference on Conference on information and knowledge management
Augmenting the power of LSI in text retrieval: Singular value rescaling
Data & Knowledge Engineering
Latent Semantic Analysis --- The Dynamics of Semantics Web Services Discovery
Advances in Web Semantics I
Graph-based generalized latent semantic analysis for document representation
TextGraphs-1 Proceedings of the First Workshop on Graph Based Methods for Natural Language Processing
A partially supervised metric multidimensional scaling algorithm for textual data visualization
IDA'07 Proceedings of the 7th international conference on Intelligent data analysis
Semi-supervised metrics for textual data visualization
ICANN'07 Proceedings of the 17th international conference on Artificial neural networks
Wise search engine based on LSI
ADMI'10 Proceedings of the 6th international conference on Agents and data mining interaction
ICCS'11 Proceedings of the 19th international conference on Conceptual structures for discovering knowledge
A novel updating scheme for probabilistic latent semantic indexing
SETN'06 Proceedings of the 4th Helenic conference on Advances in Artificial Intelligence
A software architecture for effective document identifier reassignment
EUROCAST'05 Proceedings of the 10th international conference on Computer Aided Systems Theory
Document identifier reassignment through dimensionality reduction
ECIR'05 Proceedings of the 27th European conference on Advances in Information Retrieval Research
Efficient discovery of new information in large text databases
ISI'05 Proceedings of the 2005 IEEE international conference on Intelligence and Security Informatics
A new semi-supervised dimension reduction technique for textual data analysis
IDEAL'06 Proceedings of the 7th international conference on Intelligent Data Engineering and Automated Learning
Memory-restricted latent semantic analysis to accumulate term-document co-occurrence events
Pattern Recognition Letters
Parallel rare term vector replacement: Fast and effective dimensionality reduction for text
Journal of Parallel and Distributed Computing
Partial-update dimensionality reduction for accumulating co-occurrence events
Pattern Recognition Letters
| Hi-index | 0.00 |
Latent Semantic Indexing (LSI) is a technique for representing documents, queries, and terms as vectors in a multidimensional real-valued space. The representtions are approximations to the original term space encoding, and are found using the matrix technique of Singular Value Decomposition. In comparison Multidimensional Scaling (MDS) is a class of data analysis techniques for representing data points as points in a multidimensional real-valued space. The objects are represented so that inter-point similarities in the space match inter-object similarity information provided by the researcher. We illustrate how the document representations given by LSI are equivalent to the optimal representations found when solving a particular MDS problem in which the given inter-object similarity information is provided by the inner product similarities between the documents themselves. We further analyze a more general MDS problem in which the interdocument similarity information, although still in inner product form is arbitrary with respect to the vector space encoding of the documents.