Question: Output of a multi - layer neural network with a single hidden layer is given as: y k 2 = f 2 ( j ?

Output of a multi

-

layer neural network with a single hidden layer is given as:

y_{k}^{2} = f_{2} (_{j}^{?} y_{j}^{1} w_{j k}^{2}) .

Given the following activation

(

transfer

)

function

(f_{1})

in the hidden layer, can the network perform the logical XOR problem? Justify your answer.

f_{1} (x) = x + \frac{1}{2}

Output of a multi - layer neural network with a

Step by Step Solution

There are 3 Steps involved in it

1 Expert Approved Answer

Step: 1 Unlock blur-text-image

blur-text-image

Question Has Been Solved by an Expert!

Get step-by-step solutions from verified subject matter experts

Step: 2 Unlock

Step: 3 Unlock

Students Have Also Explored These Related Programming Questions!

Q:

Use McCulloch -Pitts neuron model to design logic network for the following function y=x1x2x3 (A prime (') denotes a logical complement). Assume that y=1 for Ex 2T where T is a threshold value. b)...

Q:

Train a neural network with a single hidden layer and 10 hidden units to data: 100 samples generated from Y = o(afX) + (ax) +0.3Z, where o is the sigmoid function, Z is standard normal, XT = [X, X]T...

Q:

Consider a neural network with a single hidden layer with m neurons and a sigmoid nonlinearity ( in particular, the nonlinearity is bounded, which excludes the RELU ) . Suppose that all weights of...

Q:

There are four questions related to the same scenario in the test presented in random order. Consider a classification problem of a online customer as follows Predicted (output) variable is buy food...

Q:

Fig. Q3-1 shows a neural network involving a single hidden neuron and an output neuron both adopting hard-limiter as the activation function. Construct (1) the decision regions, and (2) truth table...

Q:

Let's suppose that we wish to classify images of 1 0 0 0 x 1 0 0 0 dimensions. We wish to pass the above input through a feed - foward neural network with a single hidden layer made oif 1 0 0 0 x 1 0...

Q:

- 3. The diagram below represents a feed forward neural network with a single hidden layer: 1 3 5 s 2 6 6 The link weight between nodes i and j is denoted by wij, for example w13 is the link weight...

Q:

Consider a neural network with a single hidden layer with two neurons, two inputs x 1 and x 2 , and activation function f ( x ) = e ^ x / ( 1 + e ^ x ) for all the neurons. This network has to be...

Q:

Consider a regression neural network with a single hidden layer and RELU nonlinearities

Q:

Consider a regression neural network with a single hidden layer and RELU nonlinearities

Q:

Pretend you are designing a protocol to extract chloroplasts from tomato leaves. It is imperative that you have as little contamination from nuclei and mitochondria as 2 possible. Using your...

Q:

What are the steps that are involved in implementing a corporate social responsibility program?

Q:

3 1 5 . Allen is single and 7 0 years old and is receiving monthly income in retirement of $ 3 , 6 0 0 . Calculate and show the difference in tax treatment between the following 4 independent...

Q:

2. Sierra Company manufactures soccer balls in two sequential processes: Cutting and Stitching. All direct materials enter production at the beginning of the Cutting process. The following...