[highd]

You are of course free to try simple dimensionality reduction and nearest neighbors, and if that works on your problem that's fantastic. To the research community, though, problems where approaches like that work were considered "solved" decades ago. And of course, in industry, if there's a chance of that working it's tried. But no one's building self driving cars with PCA and LSH.