User:EpochFail/Algorithmic critique

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Titles[edit]

  • The People's Classifier

Sections[edit]

  1. The context:
    • Ideological stagnation & propagation via algorithmic affordances (snuggle paper)
    • "subjective" algorithms and the hidden social problems they can cause (Tufecki & Sandvig)
    • standpoints and successors, "successor system" and "successor infrastructure" (Harding & Haraway "standpoint & successor", Geiger "successor system", Ribes "infrastructure")
  2. The system: Infrastructure for successor technologies: The People's Classifier Service
    • GOAL: AI as a service. Easy access from central platform or bespoke code --> New intelligent UIs
    • Open reporting of process & fitness metrics & transparency of signal enables critique --> identification of problems & development of improved feature sets
    • Open coder systems --> new and better training sets --> new and better classifiers
  3. The evaluation:
    • Increased salience of breakdowns? Evidence of reflection? (talking about what the alg's miss)
    • Propagation of new ideological views via algorithmic affordances? (tools that use signal in new ways)
    • Effects on objective outcomes (e.g. productivity)?

Hare-brained ideas[edit]

  • Invite "algorithms can be bad" people to critique important classifiers in a workshop --> authorship (mega-paper)
    • Algorithm bias
    • Can make systematic mistakes (same can be said about any bot)
    • Reverse engineered + exploited

See also[edit]

Evidence of reflection[edit]