Social

“The Racist History Behind Facial Recognition” https://www.nytimes.com/2019/07/10/opinion/facial-recognition-race.html?smid=tw-share July 2019

Salience / Interpretability:

“The Building Blocks of Interpretability,” https://distill.pub/2018/building-blocks/

“Exploring Neural Networks with Activation Atlases” https://distill.pub/2019/activation-atlas/

“Even though neural networks are capable of incredible feats of classification, deep down, they really are just pipelines of relatively simple functions. “ https://distill.pub/2020/grand-tour/

General Computational Methods

https://scikit-learn.org/stable/auto_examples/classification/plot_classifier_comparison.html

sklearn_comparison

https://towardsdatascience.com/plotting-decision-boundaries-in-3d-logistic-regression-and-xgboost-e68ce0535b4b

Psych(ology/iatry)

https://en.wikipedia.org/wiki/Categorization

Noba online psych textbook, on Categories & Concepts: http://noba.to/6vu4cpkt

Rosch 1975: “Family resemblances: Studies in the internal structure of categories” by Eleanor Rosch and Carolyn B Mervis, https://www.sciencedirect.com/science/article/abs/pii/0010028575900249

Rosch 1976:

Humor: https://thehardtimes.net/music/bassist-nervously-approaches-what-are-we-convo-after-third-jam-session/

@article {Noyes20354, author = {Noyes, Alexander and Keil, Frank C.}, title = {Generics designate kinds but not always essences}, volume = {116}, number = {41}, pages = {20354–20359}, year = {2019}, doi = {10.1073/pnas.1900105116}, publisher = {National Academy of Sciences}, issn = {0027-8424}, URL = { https://www.pnas.org/content/116/41/20354}, eprint = { https://www.pnas.org/content/116/41/20354.full.pdf}, journal = {Proceedings of the National Academy of Sciences} }

@article {Noyes202003627, author = {Noyes, Alexander and Keil, Frank C.}, title = {There is no privileged link between kinds and essences early in development}, elocation-id = {202003627}, year = {2020}, doi = {10.1073/pnas.2003627117}, publisher = {National Academy of Sciences}, issn = {0027-8424}, URL = { https://www.pnas.org/content/early/2020/04/28/2003627117}, eprint = { https://www.pnas.org/content/early/2020/04/28/2003627117.full.pdf}, journal = {Proceedings of the National Academy of Sciences} }

Brain Viewer: https://gallantlab.org/huth2016/

On perception & appraisal:
  • Ellsworth, P. C., & Scherer, K. R. (2003). Appraisal processes in emotion. In R. J. Davidson, K. R. Scherer, & H. H. Goldsmith (Eds.), Series in affective science. Handbook of affective sciences (p. 572–595). Oxford University Press.
  • Natural selective attention: Orienting and emotion Margaret M. Bradley https://doi.org/10.1111/j.1469-8986.2008.00702.x First published:23 December 2008

“Natural kinds in psychiatry: Conceptually implausible, empirically questionable, and stigmatizing.” by Nick Haslam https://psycnet.apa.org/record/2014-27279-002

Metaphors: Crime as beast, vs. crime as virus . “beast” group wanted more law enforcement.

George Lakoff YouTube: https://www.youtube.com/watch?v=WuUnMCq-ARQ & rosch’s base level, tied up with vision & locomotion.

James van Slyke: “Yes! Philosophy in the Flesh is excellent on that subject. and Gibbs has an embodiment book that is good to.”

Following up on talk on categories, James recommends these texts:

Philosophy

Soup game: http://soup.gua-le-ni.com, soup video https://www.youtube.com/watch?v=Y1HVTNxwt7w

https://www.theatlantic.com/technology/archive/2017/03/aristotle-computer/518697/

Terminology

“classification” vs “taxonomy”by Melody K. Smith. https://taxodiary.com/2020/05/classification-and-taxonomies/. “To put it at its simplest — taxonomy is a knowledge organization system, usually for a specific subject area.”