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» Choosing a Reliable Hypothesis
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COLT
1998
Springer
14 years 2 months ago
Self Bounding Learning Algorithms
Most of the work which attempts to give bounds on the generalization error of the hypothesis generated by a learning algorithm is based on methods from the theory of uniform conve...
Yoav Freund
MIE
2008
131views Healthcare» more  MIE 2008»
13 years 11 months ago
Case-Based Reasoning to Explain Medical Model Exceptions
In medicine many exceptions occur. In medical practise and in knowledge-based systems too, it is necessary to consider them and to deal with them appropriately. In medical studies ...
Rainer Schmidt, Olga Vorobieva
AAAI
2008
14 years 8 days ago
Strategyproof Classification under Constant Hypotheses: A Tale of Two Functions
We consider the following setting: a decision maker must make a decision based on reported data points with binary labels. Subsets of data points are controlled by different selfi...
Reshef Meir, Ariel D. Procaccia, Jeffrey S. Rosens...
TCS
2011
13 years 4 months ago
Two faces of active learning
An active learner has a collection of data points, each with a label that is initially hidden but can be obtained at some cost. Without spending too much, it wishes to find a cla...
Sanjoy Dasgupta
SAFECOMP
2000
Springer
14 years 1 months ago
Assessment of the Reliability of Fault-Tolerant Software: A Bayesian Approach
Fault tolerant systems based on the use of software design diversity may be able to achieve high levels of reliability more cost-effectively than other approaches, such as heroic ...
Bev Littlewood, Peter T. Popov, Lorenzo Strigini