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Question 1 (1 point) Which of the following can be used for the incremental learning task? Question 1 options: perceptron instance-based learning COBWEB clustering all

Question 1 (1 point)

Which of the following can be used for the incremental learning task?

Question 1 options:

perceptron

instance-based learning

COBWEB clustering

all of the above

none of the above

Question 2 (1 point)

Using the terminology of our textbook, the input to data mining involves concepts, instances and attributes. Which of the following is not a good pairing of synonyms (i.e., words with same or similar meanings in a certain context)?

Question 2 options:

concept, class

attribute, value

instance, example

these are all good pairings

these are all not good pairings

Question 3 (1 point)

Which of the following is considered as a supervised learning algorithm?

Question 3 options:

logistic regression model

instance-based learning (nearest neighbor)

k-means clustering

a, b, c

a, b

Question 4 (1 point)

Which of the following is not a form of a learned model or representation of knowledge obtained through machine learning?

Question 4 options:

clusters

association rules

a linear regression formula

instance-based representation

these are all forms of learned models

Question 5 (1 point)

In the 1R algorithm, there is a count of errors for rules based on a single attribute. The number of errors for the rules based on Aquatic in Table 1 is:

Table 1: Vertebrate Dataset (modified from Introduction to Data Mining by Tan et al.)

Name

Body temp

Give birth

Aquatic

Class

human

warm

yes

no

mammal

echidna

warm

no

no

mammal

salmon

cold

no

yes

fish

whale

warm

yes

yes

mammal

eel

cold

no

yes

fish

bat

warm

yes

no

mammal

shark

cold

yes

yes

fish

cat

warm

yes

no

mammal

Question 5 options:

0

1

2

3

none of the above

Question 6 (1 point)

Consider a numeric attribute Z, where its values are as follows with the class associated below:

130, 100, 70, 120, 60, 150, 75, 75, 90, 95

yes, yes, no, yes, no, yes, no, yes, no, no

Discretize this attribute, assuming that a division requires at least three of the majority class, and that you form the divisions starting at the lowest number, and increasing in the sorted values. The first of these divisions is between

Question 6 options:

75, 90

70, 75

90, 95

75, 75

95, 100

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