Active Sampling for Multiple Output Identification
Shai Fine and Yishay Mansour
In: COLT 2006, June 22-25, 2006, Pittsburgh, Pennsylvania, USA.
We study functions with multiple output values, and use active
sampling to identify an example for each of the possible output
values. Our results for this setting include: (1) Efficient active
sampling algorithms for simple geometric concepts, such as intervals
on a line and axis parallel boxes. (2) A characterization for the
case of binary output value in a transductive setting. (3) An
analysis of active sampling with uniform distribution in the plane.
(4) An efficient algorithm for the Boolean hypercube when each
output value is a monomial.
|EPrint Type:||Conference or Workshop Item (Paper)|
|Project Keyword:||Project Keyword UNSPECIFIED|
|Subjects:||Theory & Algorithms|
|Deposited By:||Yishay Mansour|
|Deposited On:||22 November 2006|