Ioannis Koumarelas, PhD
Ioannis Koumarelas, PhD
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Deep Learning
Knowledge Transfer for Entity Resolution with Siamese Neural Networks
The integration of multiple data sources is a common problem in a large variety of applications. We propose a deep Siamese neural network, capable of learning a similarity measure that is tailored to the characteristics of a particular dataset. With the properties of deep learning methods, we are able to eliminate the manual feature engineering process and thus considerably reduce the effort required for model construction.
Michael Loster
,
Ioannis Koumarelas
,
Felix Naumann
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