Error analysis

Thread Master 05-08-2026

Part of Thesis summary. Research question 2: where the final model makes mistakes, and why.

• Confusion matrix: the model finds building stays about twice as often as street or open-space stays
• Candidate density bias toward building: street stays have the most street candidates around them, and the model punishes that
• Fold difficulty: the hard test sets are hard for every type, not only for streets
• Tension with the street-space argument: what this means for the idea that streets are real places of activity
• Candidate density as boundary-matching difficulty: a similar problem known from GPS research on roads and sidewalks

Meetings: RQ2 diagnostics and RQ3 ceiling check.

Linked from Candidate density as boundary-matching difficulty · Candidate density bias toward building · Confusion matrix · Fold difficulty · RQ2 diagnostics and RQ3 ceiling check · Tension with the street-space argument · Thesis summary