Soft Computing W23-24

1. Crisp set logic

1. Many-valued logic

1. Two-valued logic

1. Binary set logic

1. AND

1. OR

1. NOT

1. EX-OR

1. IF-THEN rules

1. IF-THEN-ELSE rules

1. Both a & b

1. None of the above

Commutativity

Idempotence

Transitivity

Law of Absorption

Centroid Method

Centre of Sums

Mean of Maxima

Gaussian Method

Single Layer Feed Forward Network

Multi Layer Feed Forward Network

Recurrent Neural Networks (RNNs)

Convolutional Neural Networks (CNNs)

Input

Weights

Output

None of the above

Hebbian Learning

Competitive Learning

Stochastic Learning

Unsupervised Learning

Perceptron

Binary Associative memory

Back Propagation Model

𝑓(𝑥)= 𝑥 𝑓𝑜𝑟 𝑎𝑙𝑙 𝑥

𝑓(𝑥)=1 𝑖𝑓 𝑥≥𝜃

0 𝑖𝑓 𝑥<𝜃

𝑓(𝑥)=1 𝑖𝑓 𝑥≥𝜃

−1 𝑖𝑓 𝑥<𝜃

𝑓(𝑥)= 1/1+𝑒−𝜆𝑥