2009 · 11 citations · 7 references
ComputingComputer ScienceMachine LearningNatural Language ProcessingText AnalyticsData SummarizationSupport Vector MachinesText MiningText RepresentationText SummarizationDocument SummarizationNeural SummarizationNeural Text SummarizationSummarizationText Vectorization
Automated text summarization is important to for humans to better manage the massive information explosion. Several machine learning approaches could be successfully used to handle the problem. This paper reports the results of our study to compare the performance between neural networks and support vector machines for text summarization. Both models have the ability to discover non-linear data and are effective model when dealing with large datasets.
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A trainable document summarizer
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Automatic text summarization with neural networks
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Extracting important sentences with support vector machines
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