written 5.6 years ago by | • modified 4.8 years ago |
i. Find all frequent patterns using Apriori Algorithm.
ii. List strong association rules.
Transaction_Id | Items |
---|---|
A | 1, 3, 4, 6 |
B | 2, 3, 5, 7 |
C | 1, 2, 3, 5, 8 |
D | 2, 5, 9, 10 |
E | 1, 4 |
written 5.6 years ago by | • modified 4.8 years ago |
i. Find all frequent patterns using Apriori Algorithm.
ii. List strong association rules.
Transaction_Id | Items |
---|---|
A | 1, 3, 4, 6 |
B | 2, 3, 5, 7 |
C | 1, 2, 3, 5, 8 |
D | 2, 5, 9, 10 |
E | 1, 4 |
written 5.6 years ago by | • modified 5.6 years ago |
Minimum Support = 30% = $\frac{30}{100} \times 5 = 1.5$
Minimum Confidence = 70%
1] Generate $c_1$
$c_1 $ =
{ {1} $\quad$ 3 $\quad$ {6} $\quad$ 1
{2} $\quad$ 3 $\quad$ {7} $\quad$ 1
{3} $\quad$ 3 $\quad$ {8} $\quad$ 1
{4} $\quad$ 2 $\quad$ {9} $\quad$ 1
{5} $\quad$ 3 $\quad$ {10} $\quad$ 1 $\quad$ }
$\therefore L_1$ = { {1} {2} {3} {4} {5} }
2] Generate $c_2 = L_1 \bowtie L_1$
$c_2$ =
{ {1 2} $\quad$ 1 $\quad$ {3 4 } $\quad$ 1
{1 3 } $\quad$ 2 $\quad$ {3 5 } $\quad$ 2
{1 4 } $\quad$ 2 $\quad$ {4 5 } $\quad$ 0
{1 5 } $\quad$ 1 $\quad$ }
{2 3 } $\quad$ 2
{2 4 } $\quad$ 0
{2 5} $\quad$ 3
$\therefore L_2$ = { {1 3 } {1 4 } {2 3} {2 5} {3 5} }
3] Generate $c_3 = L_2 \bowtie L_2$
$c_3$ = {2 3 5 } 2 }
$\therefore L_3$ = { { 2 3 5 } }
$\rightarrow$ from $L_2$
{1 3 } $\rightarrow$ 2 $\quad$ {1 4} $\rightarrow$ 2
$\times$ 1 $\rightarrow$ 3 $\quad$ 2/3 > 70% 1 $\rightarrow$ 4 $\quad$ 2/3 > 70% $\times$
$\times$ 3 $\rightarrow$ 1 $\quad$ 2/3 > 70% 4 $\rightarrow$ 1 $\quad$ 2/2 > 70%
{2 3} $\rightarrow$ 2 $\quad$ {2 5} $\rightarrow$ 3
$\times$ 2 $\rightarrow$ 3 $\quad$ 2/3 > 70% 2 $\rightarrow$ 5 $\quad$ 3/3 > 70%
$\times$ 3 $\rightarrow$ 2 $\quad$ 2/3 > 70 5 $\rightarrow$ 2 $\quad$ 3/3 > 70%
{3 5 } $\rightarrow$ 2
$\times$ 3 $\rightarrow$ 5 $\quad$ 2/3 > 70%
$\times$ 5 $\rightarrow$ 3 $\quad$ 2/3 > 70%
{ 2 3 5} $\rightarrow$ 2
$\times$ 2 $\rightarrow$ 3,5 $\quad$ 2/3 > 70% 2, 3 $\rightarrow$ 5 $\quad$ 2/2 > 70%
$\times$ 3 $\rightarrow$ 2,5 $\quad$ 2/3 > 70% 2,5 $\rightarrow$ 3 $\quad$ 2/3 > 70%
$\times$ 5 $\rightarrow$ 2,3 $\quad$ 2/3 > 70% 3,5 $\rightarrow$ 2 $\quad$ 2/2 > 70%
$\therefore$ The strong rules are
4 $\rightarrow$ 1 $\quad$ 2,3 $\rightarrow$ 5
2 $\rightarrow$ 5 $\quad$ 3,5 $\rightarrow$ 2
5$\rightarrow$ 2.