[Solved] CSC3022H ML4-Concept Learning

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Implement (in C++) the Candidate Elimination algorithm (chapter 2 of [Mitchell, 1997]). Use the training examples in table 1 to verify that it correctly produces the following hypothesis for learning concept Japanese Economy Car (lecture 3):

< Japan, ?, ?, ?, Economy > Q1: Now change the training examples given in table 1 so as the candidate elimination algorithm learns the following hypothesis:

< Japan, ?, ?, ?, Sports >

Q2: What is the minimum number of training examples to learn this concept (Japanese Sports Car)?

In a ZIP file, place the source code, executable, and a text file containing your list of training examples (answers to Q1 and Q2). Upload ZIP file to the open assignment on Vula.

1

Table 1: Training examples for target concept Japanese Economy Car.

Origin Manufacturer Colour Decade Type Label
Japan Honda Blue 1980 Economy Positive
Japan Toyota Green 1970 Sports Negative
Japan Toyota Blue 1990 Economy Positive
USA Chrysler Red 1980 Economy Negative
Japan Honda White 1980 Economy Positive
Japan Toyota Green 1980 Economy Positive
Japan Honda Red 1990 Economy Negative

References

[Mitchell, 1997] Mitchell, T. (1997). Machine Learning. McGraw Hill, New York, USA.

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[Solved] CSC3022H ML4-Concept Learning
$25