Version spaces: the S and G boundaries, step by step
What the exam asks you to produce: a multi step S and G trace, one example at a time,
showing all minimal specialisations on a negative and all minimal generalisations on a
positive, with the reason printed beside every hypothesis that was pruned away, and then a
classification of new instances as +, as minus, or as cannot decide.
G at the top of the lattice: the maximally general hypotheses
still consistent with the data
version space
S at the bottom of the lattice: the maximally specific hypotheses
still consistent with the data
the arrow runs down the lattice, from more general to more specific
Why each hypothesis left, this step
Candidates
Written answer so far (one row per step)
Taxonomies
value in the hypothesis being movedvalue in the negative examplevalue in the positive examplea minimal movevisited but not a minimal move
(it still covers the example, or a more general node already works)
Version space size
Classify a new instance
Uses G and S as they stand at the current step
(deck pp.57 to 60: partially learned concepts).