Learning to Predict Probabilities

Consider predicting survival probability from patient data

Training examples 44#44, where 45#45 is 1 or 0

Want to train neural network to output a probability given 60#60 (not a 0 or 1)

In this case can show

61#61

Weight update rule for a sigmoid unit:

62#62

where

63#63