Showing posts with label Relation. Show all posts
Showing posts with label Relation. Show all posts

Thursday, December 11, 2003

Case Base Reasoning (CBR) overview

AICom paper

My thinking about CBR is:
1) CBR has some ideas
2) As a whole CBR is too old (~15 years) and produced very limited results.
3) CBR is applicable to certain tasks. For example some Narrow Artificial Intelligence Systems may benefit from CBR.

Question (by Jiri Jelinek): What do you think is the main reason for the "very limited results"?

1) Because problems that we are solving now never happened before -- only similar cases happened.

2) Even if we were able to find solution in our memory -- such memory would have virtually infinite size (which means virtually zero performance).

3) When we try to solve #1 and #2 -- we need to apply interpolation/extrapolation techniques, which in essence is not a CBR anymore.
Interpolation/extrapolation would require calculating weights for and against set of potential solutions.
Such weights can be stored in Cause-Effect relations