MCASemester 42022-23Neural NetworkKCA042

Neural Network (KCA042) - AKTU Question Paper 2022-23

MCA · Semester 4 · Free PDF Download

This is the official AKTU Neural Network Previous Year Question Paper for MCA Semester 4, academic session 2022-23. Published by Dr. A.P.J. Abdul Kalam Technical University (AKTU/UPTU), Lucknow. Free PDF download — no login required.

Course:MCA
Semester:Semester 4
Session:2022-23
University:AKTU / UPTU

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Questions Asked in 2022-23

Neural Network (KCA042) — extracted question text

Section AAttempt all questions in brief. 2 x 10 = 20
  • a
    Define Neuromorphic Computing
  • b
    What are the features of neural networks?
  • c
    State the Hebbian learning law
  • d
    What are learning laws in neural networks?
  • e
    List any two applications of Back Propagation network
  • f
    List the merits of Boltzmann’s Machine
  • g
    Define Self-Organization?
  • h
    What is recurrent neural network? (i) Write down the application of Soft computing. (j) What you mean by Hard and Soft computing?
Section BAttempt any three of the following: 10 x 3 = 30
  • a
    Exemplify the significance of sigmoid function
  • b
    Explain any three activation functions which are us ed in single and multilayer networks to calculate the output
  • c
    Discuss the performance of back propagation learnin g. What are the limitations of back propagation learning? Explain in detail
  • d
    Explain the SOM algorithm
  • e
    What do you mean by Complex valued NN? Discuss
Section CAttempt any one part of the following: 10 x 1 = 10
  • a
    What is learning in ANN? List the important learning strategies in ANN
  • b
    Discuss the structure and function of a biological neuron
  • b
    Explain Least mean Square algorithm
  • b
    What do you mean by Back propagation network? How Error is back propagated in a BPN? Discuss
  • a
    Explain the Kohonenself -organizing map with diagram. Also discuss the merits and demerits of Kohonenself-organizing feature maps
  • b
    What is Component analysis? Explain the Independent component analysis
  • b
    Describe the Fuzzy set. Explain the role of fuzzy set in soft computing

Question text is extracted from the official AKTU question paper PDF above. Check the original PDF for equations, diagrams and complete wording. Extracted: 2026-08-23.

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