Distributed representation of books

- [Distributed representation of characters](/en/Distributed%20representation%20of%20characters) 、 [Distributed representation of words](/en/Distributed%20representation%20of%20words) 、 [Distributed representation of sentences](/en/Distributed%20representation%20of%20sentences)
- I was thinking about it, and it seemed natural that books would also have their own [distributed representation](/en/distributed%20representation).

• A distributed representation of a book is of course different from a "distributed representation of the title of a book as a short sentence"

  • Often the book's content and title do not match.

• The book has a table of contents and a set of short sentences called chapter titles

  • There is of course a "Distributed representation of chapters" which is different from the distributed representation of this chapter title.

• Books are often referred to as "p.XX in book XX

  • There is of course the "Distributed representation of pages" as well.

  • The mechanism that takes Distributed representation of this title as input and returns Distributed representation of this content is the [attention mechanism

• For example, I have done KJ method with book covers as stickies - Clean space + KJ method experiment

  • This "sticky note position" is a two-dimensional vector
  • It is possible to mix this with distributed representations: Merging Distributed Representations.
    • Is rotational neglect appropriate?

This page is auto-translated from /nishio/本の分散表現 using DeepL. If you looks something interesting but the auto-translated English is not good enough to understand it, feel free to let me know at @nishio_en. I'm very happy to spread my thought to non-Japanese readers.