EECS 839 Fall 2008 Homework Assignment 2: Decision Tables and Rough Sets - Prof. Jerzy Grz, Assignments of Electrical and Electronics Engineering

A homework assignment for a graduate-level course in eecs 839 (fall 2008) focused on decision tables and rough sets. The assignment includes various tasks such as determining certain and possible rules using lower and upper approximations and the lem2 algorithm, showing an example of a decision table with specific properties, and computing blocks, characteristic sets, and approximations for a given decision table.

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Pre 2010

Uploaded on 03/11/2009

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EECS 839
Fall 2008 Homework Assignment # 2
due: October 7, 2008
40 pts. 1. For the following decision table
Attributes Decision
Wind Humidity Temperature Trip
1 low high low no
2 low high low yes
3 low low high yes
4 low high high yes
5high high low no
6high low high no
7high low high no
using lower and upper approximations and the LEM2 algorithm determine
(a) a set of certain rules,
(b) a set of possible rules
for both concepts: (Trip, no) and (Trip, yes).
20 pts. 2. Show an example of a decision table with four examples, with one attribute
a and two subsets X and Y of the set U of all examples such that _
AX _
AY
_
A(X Y), where A = {a}. Show your work.
3. For the following decision table
Attributes Decision
Wind Humidity Temperature Trip
1 ? high low no
2 low * yes
3 * low ? yes
4 low high yes
5high high low no
6 low ? no
7high low high no
compute
10 pts. (a) all blocks of attribute-value pairs,
5 pts. (b) characteristic sets for A = {Wind, Humidity, Temperature},
15 pts. (c) all singleton A-lower and A-upper approximations, check whether all
singleton A-lower and A-upper approximations are locally A-definable,
5 pts. (d) all subset A-lower and A-upper approximations,
5 pts. (e) all concept A-lower and A-upper approximations.

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EECS 839

Fall 2008

Homework Assignment # 2

due: October 7, 2008

40 pts. 1. For the following decision table

Attributes Decision

Wind Humidity Temperature Trip

1 low high low no 2 low high low yes 3 low low high yes 4 low high high yes 5 high high low no 6 high low high no 7 high low high no

using lower and upper approximations and the LEM2 algorithm determine (a) a set of certain rules, (b) a set of possible rules for both concepts: (Trip, no) and (Trip, yes).

20 pts. 2. Show an example of a decision table with four examples, with one attribute

a and two subsets X and Y of the set U of all examples such that

_

AX ∩

_

AY ≠

_

A ( XY ), where A = { a }. Show your work.

  1. For the following decision table

Attributes Decision

Wind Humidity Temperature Trip

1? high low no 2 low * – yes 3 * low? yes 4 low – high yes 5 high high low no 6 – low? no 7 high low high no

compute 10 pts. (a) all blocks of attribute-value pairs, 5 pts. (b) characteristic sets for A = {Wind, Humidity, Temperature}, 15 pts. (c) all singleton A -lower and A -upper approximations, check whether all singleton A -lower and A -upper approximations are locally A -definable, 5 pts. (d) all subset A -lower and A -upper approximations, 5 pts. (e) all concept A -lower and A -upper approximations.