A massively parallel architecture for a self-organizing neural pattern recognition machine
Computer Vision, Graphics, and Image Processing
Recursive distributed representations
Artificial Intelligence - On connectionist symbol processing
On learning the past tenses of english verbs
Parallel distributed processing
C4.5: programs for machine learning
C4.5: programs for machine learning
Neural Networks
Constructing deterministic finite-state automata in recurrent neural networks
Journal of the ACM (JACM)
Distributional clustering of words for text classification
Proceedings of the 21st annual international ACM SIGIR conference on Research and development in information retrieval
Are Multilayer Perceptrons Adequate for Pattern Recognition and Verification?
IEEE Transactions on Pattern Analysis and Machine Intelligence
Fuzzy lattice neurocomputing (FLN) models
Neural Networks
Enabling Concept-Based Relevance Feedback for Information Retrieval on the WWW
IEEE Transactions on Knowledge and Data Engineering
Building Hypertext Links By Computing Semantic Similarity
IEEE Transactions on Knowledge and Data Engineering
Text-Learning and Related Intelligent Agents: A Survey
IEEE Intelligent Systems
Maximizing Text-Mining Performance
IEEE Intelligent Systems
Using machine learning to improve information access
Using machine learning to improve information access
Learning distributed representations for the classification of terms
IJCAI'95 Proceedings of the 14th international joint conference on Artificial intelligence - Volume 1
Learning trees and rules with set-valued features
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Learning in the framework of fuzzy lattices
IEEE Transactions on Fuzzy Systems
Supervised neural networks for the classification of structures
IEEE Transactions on Neural Networks
A general framework for adaptive processing of data structures
IEEE Transactions on Neural Networks
Fuzzy lattice neural network (FLNN): a hybrid model for learning
IEEE Transactions on Neural Networks
Support vector machines for spam categorization
IEEE Transactions on Neural Networks
Holographic reduced representations
IEEE Transactions on Neural Networks
The Journal of Machine Learning Research
Fuzzy lattice reasoning (FLR) classifier and its application for ambient ozone estimation
International Journal of Approximate Reasoning
Image-mapped data clustering: An efficient technique for clustering large data sets
Intelligent Data Analysis
A parametric methodology for text classification
Journal of Information Science
Expert Systems with Applications: An International Journal
Fuzzy lattice classifier and its application to bearing fault diagnosis
Applied Soft Computing
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A connectionist scheme, namely, 驴-Fuzzy Lattice Neurocomputing scheme or 驴-FLN for short, which has been introduced in the literature lately for clustering in a lattice data domain, is employed in this work for computing clusters of directed graphs in a master-graph. New tools are presented and used here, including a convenient inclusion measure function for clustering graphs. A directed graph is treated by 驴-FLN as a single datum in the mathematical lattice of subgraphs stemming from a master-graph. A series of experiments is detailed where the master-graph emanates from a Thesaurus of spoken language synonyms. The words of the Thesaurus are fed to 驴-FLN in order to compute clusters of semantically related words, namely, hyperwords. The arithmetic parameters of 驴-FLN can be adjusted so as to calibrate the total number of hyperwords computed in a specific application. It is demonstrated how the employment of hyperwords implies a reduction, based on the a priori knowledge of semantics contained in the Thesaurus, in the number of features to be used for document classification. In a series of comparative experiments for document classification, it appears that the proposed method favorably improves classification accuracy in problems involving longer documents, whereas performance deteriorates in problems involving short documents.