Live and learn from mistakes: A lightweight system for document classification

► Text processing. ► Clusterheads leashed to class centroids. ► Online learning with negative feedback. ► A lightweight well-performing system for online document classification is proposed. We present a Life-Long Learning from Mistakes (3LM) algorithm for document classification, which could be use...

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Veröffentlicht in:	Information processing & management 2013-01, Vol.49 (1), p.83-98
Hauptverfasser:	Borodin, Yevgen, Polishchuk, Valentin, Mahmud, Jalal, Ramakrishnan, I.V., Stent, Amanda
Format:	Artikel
Sprache:	eng
Schlagworte:	3LM Accuracy Algorithms Artificial intelligence Automatic classification Centroid Classification Classifier Clusterhead Clusters Distance learning Document management Documents Errors Exact sciences and technology Heuristic Information and communication sciences Information processing Information processing and retrieval Information retrieval systems. Information and document management system Information retrieval. Man machine relationship Information science. Documentation Learning Lifelong Lifelong learning On-line systems Online Research process. Evaluation Sciences and techniques of general use Studies Text processing
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