Synonymy and semantic classification
Synonymy and semantic classification
Automatic text processing
SIGIR '89 Proceedings of the 12th annual international ACM SIGIR conference on Research and development in information retrieval
Using the cosine measure in a neural network for document retrieval
SIGIR '91 Proceedings of the 14th annual international ACM SIGIR conference on Research and development in information retrieval
Hypertext paradigm in the field of information retrieval: a neural approach
ECHT '92 Proceedings of the ACM conference on Hypertext
Journal of the American Society for Information Science
A user-adaptive neural network supporting a rule-based relevance feedback
Fuzzy Sets and Systems - Special issue on connectionist and hybrid connectionist systems for approximate reasoning
Hybrid neural plausibility networks for news agents
AAAI '99/IAAI '99 Proceedings of the sixteenth national conference on Artificial intelligence and the eleventh Innovative applications of artificial intelligence conference innovative applications of artificial intelligence
Hybrid Intelligent Systems
Information Retrieval
Connectionist, Statistical, and Symbolic Approaches to Learning for Natural Language Processing
Connectionist, Statistical, and Symbolic Approaches to Learning for Natural Language Processing
Text Categorization with Suport Vector Machines: Learning with Many Relevant Features
ECML '98 Proceedings of the 10th European Conference on Machine Learning
Preference Moore Machines for Neural Fuzzy Integration
IJCAI '99 Proceedings of the Sixteenth International Joint Conference on Artificial Intelligence
An Adaptive Information Retrieval System Based on Neural Networks
IWANN '93 Proceedings of the International Workshop on Artificial Neural Networks: New Trends in Neural Computation
Constructing an Information Retrieval System with Neural Networks
DEXA '94 Proceedings of the 5th International Conference on Database and Expert Systems Applications
Representation and Learning in Information Retrieval
Representation and Learning in Information Retrieval
Co-evolution of language and of the language acquisition device
ACL '98 Proceedings of the 35th Annual Meeting of the Association for Computational Linguistics and Eighth Conference of the European Chapter of the Association for Computational Linguistics
Journal of Artificial Intelligence Research
Connectionist interaction information retrieval
Information Processing and Management: an International Journal - Modelling vagueness and subjectivity in information access
Automatic Textual Document Categorization Based on Generalized Instance Sets and a Metamodel
IEEE Transactions on Pattern Analysis and Machine Intelligence
Web page feature selection and classification using neural networks
Information Sciences—Informatics and Computer Science: An International Journal - Special issue: Informatics and computer science intelligent systems applications
Selforganizing classification on the Reuters news corpus
COLING '02 Proceedings of the 19th international conference on Computational linguistics - Volume 1
Filtering search results using an optimal set of terms identified by an artificial neural network
Information Processing and Management: an International Journal
Neural Network Based Document Clustering Using WordNet Ontologies
International Journal of Hybrid Intelligent Systems
Mistaken Driven and Unconditional Learning of NTC
ISNN '07 Proceedings of the 4th international symposium on Neural Networks: Advances in Neural Networks
What Happened to Content-Based Information Filtering?
ICTIR '09 Proceedings of the 2nd International Conference on Theory of Information Retrieval: Advances in Information Retrieval Theory
Filtering search results using an optimal set of terms identified by an artificial neural network
Information Processing and Management: an International Journal
ANN-agent for distributed knowledge source discovery
OTM'07 Proceedings of the 2007 OTM confederated international conference on On the move to meaningful internet systems - Volume Part I
A novel framework for web page classification using two-stage neural network
ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications
Acquire job opportunities for chinese disabled persons based on improved text classification
ISNN'10 Proceedings of the 7th international conference on Advances in Neural Networks - Volume Part II
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The research project AgNeT develops Agents for Neural Text routing in the internet. Unrestricted potentially faulty text messages arrive at a certain delivery point (e.g. email address or world wide web address). These text messages are scanned and then distributed to one of several expert agents according to a certain task criterium. Possible specific scenarios within this framework include the learning of the routing of publication titles or news titles. In this paper we describe extensive experiments for semantic text routing based on classified library titles and newswire titles. This task is challenging since incoming messages may contain constructions which have not been anticipated. Therefore, the contributions of this research are in learning and generalizing neural architectures for the robust interpretation of potentially noisy unrestricted messages. Neural networks were developed and examined for this topic since they support robustness and learning in noisy unrestricted real-world texts. We describe and compare different sets of experiments. The first set of experiments tests a recurrent neural network for the task of library title classification. Then we describe a larger more difficult newswire classification task from information retrieval. The comparison of the examined models demonstrates that techniques from information retrieval integrated into recurrent plausibility networks performed well even under noise and for different corpora.