embedding plots
This section contains plots of embeddings for manga. Each plot is a 2D projection of the manga embedding space. The colors represent the most common tag across the neighbors of the manga. See the manga page for more information. See the manga explore page for recommendations.
descriptions
model | description |
---|---|
lsi | latent semantic indexing, low rank approximation of the tag-manga matrix, cosine distance |
word2vec | word2vec, neural network word embeddings on tags as a bag of words, cosine distance |
network-cosine | manga-manga network through tags, graph laplacian, cosine distance (questionable interpretation) |
network-euclidean | manga-manga network through tags, graph laplacian, euclidean distance (commute-time distance) |
network-adj-cosine | manga-manga network through tags, adjacency matrix, cosine distance (structural equivalence) |
options
lsi
![plot of Isekai in lsi using UMAP](/api/v1/data/manga-tags-plots/lsi/genre/Isekai/UMAP.png)
word2vec
![plot of Isekai in word2vec using UMAP](/api/v1/data/manga-tags-plots/word2vec/genre/Isekai/UMAP.png)
network-euclidean
![plot of Isekai in network-euclidean using UMAP](/api/v1/data/manga-tags-plots/network-euclidean/genre/Isekai/UMAP.png)
network-cosine
![plot of Isekai in network-cosine using UMAP](/api/v1/data/manga-tags-plots/network-cosine/genre/Isekai/UMAP.png)
network-adj-cosine
![plot of Isekai in network-adj-cosine using UMAP](/api/v1/data/manga-tags-plots/network-adj-cosine/genre/Isekai/UMAP.png)