A word2vec analysis that stitches together multiple models through Procrustes alignment along a time series. Enables diachronic analysis of words.
Process includes:
- Splitting dataset into time segments
- Generating gensim model for each time segment
- Use Procrustes alignment to initliaze the models
- Visualize the Cosine Distance over time from the first year
Results: