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Case-Based Reasoning: Learning & Applying Solutions Efficiently

Utilize Case-Based Reasoning by storing cases as is until needed for problem-solving. Enhance problem-solving capabilities by modifying and applying solutions from similar cases. Control robotic arm movement using Kinematic Formulas and K-D Trees for efficient nearest neighbors search. Enhance problem-solving by recording and interpolating practice cases.

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Case-Based Reasoning: Learning & Applying Solutions Efficiently

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  1. Case Based Reasoning Learning by recording cases as is, doing nothing to the information in the cases until that information is used.

  2. I give you a new box  you tell me color

  3. Feature space

  4. CBR • Modify the solution of the closest similar case • Return the solution of the closest similar case • U is orange

  5. Can solve difficult problems • Control movement of robotic arm

  6. Kinematic Formula • Joint angle

  7. Kinematic Formula for torque

  8. Practice and Interpolate Practice to create a case-base Interpolate to modify solution

  9. Drawing a straight line

  10. K-D Trees • Nearest neighbors  fast • n comparisons versus log n (base 2) • First divide by height • Then by width • …

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