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Orlikowski, Matthias; Hartung, Matthias ; Cimiano, Philipp: Learning diachronic analogies to analyze concept change. 2018
Inhalt
Related work: Distributional approaches to semantic change
Concept change as diachronic analogies
Learning diachronic analogies
Baselines and models
Training method
Vector space alignment
Data
Ground truth data
Koninklijke Bibliotheek Historical Newspaper Corpus
Experiments and results
Experiment 1: Predicting the missing analogy vector
Experiment 2: Using predicted vectors for vocabulary retrieval
Discussion
Conclusions and outlook