On Mon, Apr 26, 2021, 12:21 PM coderman <[1]coderman@protonmail.com> wrote: -----BEGIN PGP SIGNED MESSAGE----- Hash: SHA512 hello Karl! my replies below clearsigned as usual, ‐‐‐‐‐‐‐ Original Message ‐‐‐‐‐‐‐ On Monday, April 26, 2021 6:42 AM, Karl <[2]gmkarl@gmail.com> wrote: > > ... > Couldn't a user provide their own keystrokes, mouse movements, > etc and fine-tune a personalised model on their own system? this would simply be personalization, not behavioral prediction. ? I do not see personal behavior prediction as a contradiction. all of the behavioral prediction models are based on statistics; you need a sufficient sample size to make inferences from the data. i don't know of any methods that work with a sample size of 1. if you look at open source projects for behavioral modeling and prediction, you see they all use large datasets to build the models. E.g. [3]https://github.com/numenta/nupic, [4]https://github.com/numenta/nupic.core Looks like it would work, to me, with some work. If that's not clear to you: - models trained on huge datasets can be fine-tuned on small datasets and work effectively - a single user has a lot of statistical data. The sample size is not one: it is every streaming datapoint they produce. - many users are likely to be interested in trying it out. > But wouldn't it be _better_ to have this data out in the public > than held privately by marketing and military organisations? i am not convinced it would be better: consider being a victim of identity theft. should you just post your personal info out in the clear, knowing that some are using it already? no, that'd just make the problem worse. I guess this depends on your relationship with marketing and military organisations vs your relationship with the rest of the world. If you are a military target among a community of caring academics, it seems far better to have your data in the clear than privately held. same with an open source open data privacy invasion system: it's still privacy invasive and detrimental! there are some uses of technology that just SHOULD NOT BE. i remain open to changing my mind, however :) Yeah this is like drugs, guns, or cryptography, it gets more violent if the resource is not in the clear for those who desire it to be. best regards, -----BEGIN PGP SIGNATURE----- iNUEAREKAH0WIQRBwSuMMH1+IZiqV4FlqEfnwrk4DAUCYIboW18UgAAAAAAuAChp c3N1ZXItZnByQG5vdGF0aW9ucy5vcGVucGdwLmZpZnRoaG9yc2VtYW4ubmV0NDFD MTJCOEMzMDdEN0UyMTk4QUE1NzgxNjVBODQ3RTdDMkI5MzgwQwAKCRBlqEfnwrk4 DKbcAQDIJWz/Rj+ioyaAQYn9DLCO0TrBKqQWUihx+NjRIDB+QQEAhNLwq8LaFRjl UGEvbxtxybfvJE10tHhw/Z+tk8Ls8O0= =D/ZQ -----END PGP SIGNATURE----- References 1. mailto:coderman@protonmail.com 2. mailto:gmkarl@gmail.com 3. https://github.com/numenta/nupic 4. https://github.com/numenta/nupic.core