Which AI System mimics the evolutionary process to generate increasingly better solutions to a process to a problem?

A. Self organizing neural network.

B. Back propagation neural network.

C. Genetic algorithm.

D. Forward propagation neural network.

Choose the correct answer from the options given below: 

This question was previously asked in
UGC NET Computer Science (Paper 2) 11 March 2023 Official Paper
View all UGC NET Papers >
  1. A Only
  2. B Only
  3. C Only
  4. D Only

Answer (Detailed Solution Below)

Option 3 : C Only
Free
UGC NET Paper 1: Held on 21st August 2024 Shift 1
10.8 K Users
50 Questions 100 Marks 60 Mins

Detailed Solution

Download Solution PDF

The correct answer is C only

Key Points

  • Genetic algorithms mimic the process of natural selection and evolution to generate increasingly better solutions to a problem.
  • They involve the use of populations of potential solutions, where individuals (potential solutions) undergo genetic operations such as mutation, crossover, and selection to produce new generations of individuals.
  • Over successive generations, the algorithm tends to converge towards better solutions.

Additional Information

  • Self-organizing neural network: This refers to neural networks that can organize themselves based on the input data. They learn to form internal representations without explicit supervision.
  • Backpropagation neural network: Backpropagation is a supervised learning algorithm used for training artificial neural networks. It involves calculating the gradient of the error with respect to the weights of the network and adjusting the weights to minimize the error.
  • Forward propagation neural network: Forward propagation is the process of passing input data through the neural network to generate an output. In this phase, input signals are processed layer by layer until the final output is produced without adjusting the weights.
Latest UGC NET Updates

Last updated on Jun 11, 2025

-> The UGC NET Exam Schedule 2025 for June has been released on its official website.

-> Check UPSC Prelims Result 2025, UPSC IFS Result 2025, UPSC Prelims Cutoff 2025, UPSC Prelims Result 2025 Name Wise & Rollno. Wise

-> The UGC NET Application Correction Window 2025 is available from 14th May to 15th May 2025.

-> The UGC NET 2025 online application form submission closed on 12th May 2025.

-> The June 2025 Exam will be conducted from 21st June to 30th June 2025

-> The UGC-NET exam takes place for 85 subjects, to determine the eligibility for 'Junior Research Fellowship’ and ‘Assistant Professor’ posts, as well as for PhD. admissions.

-> The exam is conducted bi-annually - in June and December cycles.

-> The exam comprises two papers - Paper I and Paper II. Paper I consists of 50 questions and Paper II consists of 100 questions. 

-> The candidates who are preparing for the exam can check the UGC NET Previous Year Papers and UGC NET Test Series to boost their preparations.

More Genetic Algorithms Questions

Get Free Access Now
Hot Links: teen patti joy apk teen patti master gold apk teen patti master golden india teen patti master update teen patti earning app