如何从8x8混淆矩阵中找到TP,TN,FP和FN值

时间:2015-01-15 08:37:30

标签: weka confusion-matrix

我有如下混淆矩阵:

   a    b    c    d    e    f    g    h   <-- classified as
1086 7 1 0 2 4 0 0 | a
7 1064 8 6 0 2 2 0 | b
0 2 1091 2 3 0 1 1 | c
0 8 0 1090 1 1 0 0 | d
1 1 1 1 597 2 2 0 | e
4 2 1 0 3 1089 0 1 | f
0 2 1 3 0 0 219 0 | g
0 0 1 0 1 4 1 443 | h

现在如何从这个混淆矩阵中找到真阳性,真阳性,假阳性和假阴性值。 Weka给我的TP Rate与True正值相同?

2 个答案:

答案 0 :(得分:4)

您共有8个班级:a, b, c, d, e, f, g, h。因此,您将获得8个不同的TP, FP, FN,TN个数字。例如,在a类的情况下,

TP (instance belongs to a, classified as a) = 1086
FP (instance belongs to others, classified as a) = 7 + 0 + 0 + 1 + 4 + 0 + 0 = 12
FN (instance belongs to a, classified as others) = 7 + 1 + 0 + 2 + 4 + 0 + 0 = 14
TN (instance belongs to others, classified as others) = Total instance - (TP + FP + FN)

TP rate不是TP。它是RecallTP/TP+FN

答案 1 :(得分:0)

a b c d e f g h&lt; - 分类为

1086 7 1 0 2 4 0 0 |一个

7 1064    8    6    0    2    2    0 |    b

0    2 1091    2    3    0    1    1 |    c

0    8    0 1090    1    1    0    0 |    d

1    1    1    1  597    2    2    0 |    e

4    2    1    0    3 1089    0    1 |    f

0    2    1    3    0    0  219    0 |    g

0    0    1    0    1    4    1    0 |    h