Friday 1 February 2013

CS607 VU Current Assignment No. 4 Fall 2012 Solution

CS607 VU Current Assignment No. 4 Fall 2012 Solution
Last Date: 4 Feb 2013
This assignment is composed of two standalone tasks.
1) You have to solve assignment part separately and answer the questions with keep on view the given scenario.
2) In second part which is related to term paper you select a topic for term/research paper. You are given 80 topics for term paper. You have to select only one topic for term paper.
Then then study some related paper and find the any problem relative to this problem.
Later on you should write the introduction and literature review about this topic.
And then elaborate the problem that you have find about the selected topic and you are going to work on that problem.
You are instructed to solve both parts of assignment separately and don’t merge the assignment questions with term paper 4th Assignment of CS607 is uploaded and its Due date is extended up to 4th February, 2013.
Now you should submit the complete term paper on due date or before 4th February, 2013.
SOLUTION:
Machine Learning
A system with learning capabilities – machine learning – can automatically change itself in order to perform the same tasks more efficiently and more effectively the next time.
A number of approaches to learning are being investigated. Approaches include:
1. Problem Solving Learning – accumulate Aexperience@ about its rules in terms of their contributions to correct advice. The rules that do not contribute or those that are found to provide doubtful contributions could be automatically discarded or assigned low certainty factors.
2. Case-Based Learning – collecting cases in a knowledge base and solving problems by seeking out a case similar to the one to be solved.
3. Inducive Learning – learning from examples. In this case, a system is able to generate its knowledge, represented as rules.