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Die soziale Netzwerkanalyse versucht menschliche Interaktion in einen analytischen und auswertbaren Zusammenhang zu bringen. Sie hat sich als Methode in den letzten Jahrzehnten über die Sozialwissenschaften hinaus in die Geschichtswissenschaften, Archäologie und Religionswissenschaften verbreitet. Dabei fanden verschiedene Paradigmenwechsel statt, zum Beispiel vom statischen Netzwerken mit dem Schwerpunkt auf quantitativ-struktureller Analyse hin zu heterogenen Handlungsnetzwerken wie zum Beispiel in der der Actor Network Theory (ANT) gewandelt. Der Fokus liegt aktuell eher auf der Frage des Informationsaustauschs und der Dynamik nicht statischer Netzwerke.
Jahresbericht 2020
(2021)
It has been well proved that deep networks are efficient at extracting features from a given (source) labeled dataset. However, it is not always the case that they can generalize well to other (target) datasets which very often have a different underlying distribution. In this report, we evaluate four different domain adaptation techniques for image classification tasks: DeepCORAL, DeepDomainConfusion, CDAN and CDAN+E. These techniques are unsupervised given that the target dataset dopes not carry any labels during training phase. We evaluate model performance on the office-31 dataset. A link to the github repository of this report can be found here: https://github.com/agrija9/Deep-Unsupervised-Domain-Adaptation.