I do research using hyperdimensional computing/vector symbolic architectures/vector symbolic algebras, and I have found the following papers put to gether make a pretty good crash course in these techniques. I've had a couple of people ask me for these references, so here they are, in the reading order I'd recommend:
- Hyperdimensional Computing: An Introduction to Computing in Distributed Representation with High-Dimensional Random vectors
- Simulating and Predicting Dynamical Systems with Spatial Semantic Pointers
- A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part I: Models and Data Transformations
- A Survey on Hyperdimensional Computing aka Vector Symbolic Architectures, Part II: Applications, Cognitive Models, and Challenges
- Computing on Functions using Randomized Vector Representations
- A Comparison of Vector Symbolic Architectures
- A Theoretical Perspective on Hyperdimensional Computing
- How to Build a Brain
Useful websites I have found:
Useful software packages: