What perceptrons cannot learn
•
The adaptive part of a
perceptron cannot even tell if
two single bit features have the
same value!
Same
:
(1,1)
1;
(0,0)
1
Different
: (1,0)
0;
(0,1)
0
•
The four feature-output pairs
give four inequalities that are
impossible to satisfy:
Data Space
0,1
1,1
1,0
0,0
The positive and negative cases
cannot be separated by a plane