Question

我必须在剪辑中使用TP，TN，FP，FN参数的一些规则来计算一般预测准确度。

我的规则是x1 <=0.58 AND x6 <=0.61 x5 mcg<=0.61 --> Class = cp。
我编写了代码，但是当我尝试运行代码时，我面临错误消息。可能有一个我找不到的错误。可以请任何人帮助我???
这是我的代码：

(defrule rule1
    (rw6 ?x6)
    (rw5 ?x5)
    (rw1 ?x1)
    (test (<= ?x6 0.58))
    (test (<= ?x5 0.61))
    (test (<= ?x1 0.61))
    ?fact1 <- (TP1 ?TP1)
    ?fact2 <- (FP1 ?FP1)
    ?fact3 <- (TN2 ?TN2)
    ?fact4 <- (TN3 ?TN3)
    ?fact5 <- (TN4 ?TN4)
    ?fact6 <- (FN2 ?FN2)
    ?fact7 <- (FN3 ?FN3)
    ?fact8 <- (FN4 ?FN4)
    ?fact9 <- (K1 ?K1)
    ?fact10 <- (K2 ?K2)
    ?fact11 <- (K3 ?K3)
    ?fact12 <- (K4 ?K4)
    ?fact13 <- (row (rw1 ?x1)(rw2 ?x2)(rw3 ?x3)(rw4 ?x4)(rw5 ?x5)(rw6 ?x6)(rw7 ?x7)(class ?c))
    =>
    (if (= ?c cp) then 
    (retract ?fact1 ?fact3 ?fact4 ?fact5 ?fact9)
    (assert (TP1 (+ ?TP1 1))(TN2 (+ ?TN2 1))(TN3 (+ ?TN3 1))(TN4 (+ ?TN4 1))(K1 (+ ?K1 1))))
    else (if (= ?c im) then 
    (retract ?fact2 ?fact4 ?fact5 ?fact6 ?fact10)
    (assert (FP1 (+ ?FP1 1))(TN3 (+ ?TN3 1))(TN4 (+ ?TN4 1))(FN2 (+ ?FN2 1))(K2 (+ ?K2 1))))
    else (if (= ?c pp) then 
    (retract ?fact2 ?fact3 ?fact5 ?fact7 ?fact11)
    (assert (FP1 (+ ?FP1 1))(TN2 (+ ?TN2 1))(TN4 (+ ?TN4 1))(FN3 (+ ?FN3 1))(K3 (+ ?K3 1))))
    else (if (= ?c om) then
    (retract ?fact2 ?fact3 ?fact4 ?fact8 ?fact12)
    (assert (FP1 (+ ?FP1 1))(TN2 (+ ?TN2 1))(TN3 (+ ?TN3 1))(FN4 (+ ?FN4 1))(K4 (+ ?K4 1))))
    (retract ?fact13))

(defrule rule2
        (K1 ?K1)
    (K2 ?K2)
    (K3 ?K3)
    (K4 ?K4)
    (TP1 ?TP1)
    (FP1 ?FP1)
    (FN1 ?FN1)
    (TP2 ?TP2)
    (FP2 ?FP2)
    (FN2 ?FN2)
    (TP3 ?TP3)
    (FP3 ?FP3)
    (FN3 ?FN3)
    (TP4 ?TP4)
    (FP4 ?FP4)
    (FN4 ?FN4)
    ?fact1 <- (REC1 0)
    ?fact2 <- (REC2 0)
    ?fact3 <- (REC3 0)
    ?fact4 <- (REC4 0)
    ?fact5 <- (PRE1 0)
    ?fact6 <- (PRE2 0)
    ?fact7 <- (PRE3 0)
    ?fact8 <- (PRE4 0)
    ?fact9 <- (FMES1 0)
    ?fact10 <- (FMES2 0)
    ?fact11 <- (FMES3 0)
    ?fact12 <- (FMES4 0)
    ?fact13 <- (waREC 0)
    ?fact14 <- (waPRE 0)
    ?fact15 <- (waFMES 0)
    ?fact13 <- (ACC 0)
    =>
    (retract ?fact1 ?fact2 ?fact3 ?fact4 ?fact5 ?fact6 ?fact7 ?fact8 ?fact9 ?fact10 ?fact11 ?fact12 ?fact13)
    (assert (ACC (bind ?ACC (/ (+ ?TP1 ?TP2 ?TP3 ?TP4)(+ ?TP1 ?TP2 ?TP3 ?TP4 ?FN1 ?FN2 ?FN3 ?FN4)))))
    (assert (REC1 (bind ?REC1 (/ ?TP1 (+ ?TP1 ?FN1)))))
    (assert (REC2 (bind ?REC2 (/ ?TP2 (+ ?TP2 ?FN2)))))
    (assert (REC3 (bind ?REC3 (/ ?TP3 (+ ?TP3 ?FN3)))))
    (assert (REC4 (bind ?REC4 (/ ?TP4 (+ ?TP4 ?FN4)))))
    (assert (PRE1 (bind ?PRE1 (/ ?TP1 (+ ?TP1 ?FP1)))))
    (assert (PRE2 (bind ?PRE2 (/ ?TP2 (+ ?TP2 ?FP2)))))
    (assert (PRE3 (bind ?PRE3 (/ ?TP3 (+ ?TP3 ?FP3)))))
    (assert (PRE4 (bind ?PRE4 (/ ?TP4 (+ ?TP4 ?FP4)))))
    (assert (FMES1 (bind ?FMES1 (/ (* 2 (/ ?TP1 (+ ?TP1 ?FN1))(/ ?TP1 (+ ?TP1 ?FP1)))(+ (/ ?TP1 (+ ?TP1 ?FN1))(/ ?TP1 (+ ?TP1 ?FP1)))))))
    (assert (FMES2 (bind ?FMES2 (/ (* 2 (/ ?TP2 (+ ?TP2 ?FN2))(/ ?TP2 (+ ?TP2 ?FP2)))(+ (/ ?TP2 (+ ?TP2 ?FN2))(/ ?TP2 (+ ?TP2 ?FP2)))))))
    (assert (FMES3 (bind ?FMES3 (/ (* 2 (/ ?TP3 (+ ?TP3 ?FN3))(/ ?TP3 (+ ?TP3 ?FP3)))(+ (/ ?TP3 (+ ?TP3 ?FN3))(/ ?TP3 (+ ?TP3 ?FP3)))))))
    (assert (FMES4 (bind ?FMES4 (/ (* 2 (/ ?TP4 (+ ?TP4 ?FN4))(/ ?TP4 (+ ?TP4 ?FP4)))(+ (/ ?TP4 (+ ?TP4 ?FN4))(/ ?TP4 (+ ?TP4 ?FP4)))))))
    (assert (waREC (+ (*(/ ?K1 (+ ?K1 ?K2 ?K3 ?K4)) ?REC1 )(*(/ ?K2 (+ ?K1 ?K2 ?K3 ?K4)) ?REC2)(*(/ ?K3 (+ ?K1 ?K2 ?K3 ?K4)) ?REC3 )(*(/ ?K4 (+ ?K1 ?K2 ?K3 ?K4)) ?REC4))))
    (assert (waPRE (+ (*(/ ?K1 (+ ?K1 ?K2 ?K3 ?K4)) ?PRE1)(*(/ ?K2 (+ ?K1 ?K2 ?K3 ?K4)) ?PRE2)(*(/ ?K3 (+ ?K1 ?K2 ?K3 ?K4)) ?PRE3)(*(/ ?K4 (+ ?K1 ?K2 ?K3 ?K4)) ?REC4))))
    (assert (waFMES (+ (*(/ ?K1 (+ ?K1 ?K2 ?K3 ?K4)) ?FMES1)(*(/ ?K2 (+ ?K1 ?K2 ?K3 ?K4)) ?FMES2)(*(/ ?K3 (+ ?K1 ?K2 ?K3 ?K4)) ?FMES3)(*(/ ?K4 (+ ?K1 ?K2 ?K3 ?K4)) ?REC4)))))

Answer 1

有三个问题。

您没有为行事实定义deftemplate。

您正在使用=将变量与rule1中的符号进行比较。如果您要比较非数字参数

，请使用eq

在rule2中，事实地址？fact13绑定到两种不同的模式。

CLIPS> 
(deftemplate row 
   (slot rw1)
   (slot rw2)
   (slot rw3)
   (slot rw4)
   (slot rw5)
   (slot rw6)
   (slot rw7)
   (slot class))
CLIPS> 
(defrule rule1
    (rw6 ?x6)
    (rw5 ?x5)
    (rw1 ?x1)
    (test (<= ?x6 0.58))
    (test (<= ?x5 0.61))
    (test (<= ?x1 0.61))
    ?fact1 <- (TP1 ?TP1)
    ?fact2 <- (FP1 ?FP1)
    ?fact3 <- (TN2 ?TN2)
    ?fact4 <- (TN3 ?TN3)
    ?fact5 <- (TN4 ?TN4)
    ?fact6 <- (FN2 ?FN2)
    ?fact7 <- (FN3 ?FN3)
    ?fact8 <- (FN4 ?FN4)
    ?fact9 <- (K1 ?K1)
    ?fact10 <- (K2 ?K2)
    ?fact11 <- (K3 ?K3)
    ?fact12 <- (K4 ?K4)
    ?fact13 <- (row (rw1 ?x1)(rw2 ?x2)(rw3 ?x3)(rw4 ?x4)(rw5 ?x5)(rw6 ?x6)(rw7 ?x7)(class ?c))
    =>
    (if (eq ?c cp) ; was =
       then 
       (retract ?fact1 ?fact3 ?fact4 ?fact5 ?fact9)
       (assert (TP1 (+ ?TP1 1))(TN2 (+ ?TN2 1))(TN3 (+ ?TN3 1))(TN4 (+ ?TN4 1))(K1 (+ ?K1 1))))
       else 
       (if (eq ?c im) 
          then 
          (retract ?fact2 ?fact4 ?fact5 ?fact6 ?fact10)
          (assert (FP1 (+ ?FP1 1))(TN3 (+ ?TN3 1))(TN4 (+ ?TN4 1))(FN2 (+ ?FN2 1))(K2 (+ ?K2 1))))
          else 
          (if (eq ?c pp) 
             then 
             (retract ?fact2 ?fact3 ?fact5 ?fact7 ?fact11)
             (assert (FP1 (+ ?FP1 1))(TN2 (+ ?TN2 1))(TN4 (+ ?TN4 1))(FN3 (+ ?FN3 1))(K3 (+ ?K3 1))))
             else (if (eq ?c om) 
             then
             (retract ?fact2 ?fact3 ?fact4 ?fact8 ?fact12)
             (assert (FP1 (+ ?FP1 1))(TN2 (+ ?TN2 1))(TN3 (+ ?TN3 1))(FN4 (+ ?FN4 1))(K4 (+ ?K4 1))))
             (retract ?fact13))
CLIPS> 
(defrule rule2
    (K1 ?K1)
    (K2 ?K2)
    (K3 ?K3)
    (K4 ?K4)
    (TP1 ?TP1)
    (FP1 ?FP1)
    (FN1 ?FN1)
    (TP2 ?TP2)
    (FP2 ?FP2)
    (FN2 ?FN2)
    (TP3 ?TP3)
    (FP3 ?FP3)
    (FN3 ?FN3)
    (TP4 ?TP4)
    (FP4 ?FP4)
    (FN4 ?FN4)
    ?fact1 <- (REC1 0)
    ?fact2 <- (REC2 0)
    ?fact3 <- (REC3 0)
    ?fact4 <- (REC4 0)
    ?fact5 <- (PRE1 0)
    ?fact6 <- (PRE2 0)
    ?fact7 <- (PRE3 0)
    ?fact8 <- (PRE4 0)
    ?fact9 <- (FMES1 0)
    ?fact10 <- (FMES2 0)
    ?fact11 <- (FMES3 0)
    ?fact12 <- (FMES4 0)
    ?fact13 <- (waREC 0)
    ?fact14 <- (waPRE 0)
    ?fact15 <- (waFMES 0)
    ?fact16 <- (ACC 0)
    =>
    (retract ?fact1 ?fact2 ?fact3 ?fact4 ?fact5 ?fact6 ?fact7 ?fact8 ?fact9 ?fact10 ?fact11 ?fact12 ?fact13)
    (assert (ACC (bind ?ACC (/ (+ ?TP1 ?TP2 ?TP3 ?TP4)(+ ?TP1 ?TP2 ?TP3 ?TP4 ?FN1 ?FN2 ?FN3 ?FN4)))))
    (assert (REC1 (bind ?REC1 (/ ?TP1 (+ ?TP1 ?FN1)))))
    (assert (REC2 (bind ?REC2 (/ ?TP2 (+ ?TP2 ?FN2)))))
    (assert (REC3 (bind ?REC3 (/ ?TP3 (+ ?TP3 ?FN3)))))
    (assert (REC4 (bind ?REC4 (/ ?TP4 (+ ?TP4 ?FN4)))))
    (assert (PRE1 (bind ?PRE1 (/ ?TP1 (+ ?TP1 ?FP1)))))
    (assert (PRE2 (bind ?PRE2 (/ ?TP2 (+ ?TP2 ?FP2)))))
    (assert (PRE3 (bind ?PRE3 (/ ?TP3 (+ ?TP3 ?FP3)))))
    (assert (PRE4 (bind ?PRE4 (/ ?TP4 (+ ?TP4 ?FP4)))))
    (assert (FMES1 (bind ?FMES1 (/ (* 2 (/ ?TP1 (+ ?TP1 ?FN1))(/ ?TP1 (+ ?TP1 ?FP1)))(+ (/ ?TP1 (+ ?TP1 ?FN1))(/ ?TP1 (+ ?TP1 ?FP1)))))))
    (assert (FMES2 (bind ?FMES2 (/ (* 2 (/ ?TP2 (+ ?TP2 ?FN2))(/ ?TP2 (+ ?TP2 ?FP2)))(+ (/ ?TP2 (+ ?TP2 ?FN2))(/ ?TP2 (+ ?TP2 ?FP2)))))))
    (assert (FMES3 (bind ?FMES3 (/ (* 2 (/ ?TP3 (+ ?TP3 ?FN3))(/ ?TP3 (+ ?TP3 ?FP3)))(+ (/ ?TP3 (+ ?TP3 ?FN3))(/ ?TP3 (+ ?TP3 ?FP3)))))))
    (assert (FMES4 (bind ?FMES4 (/ (* 2 (/ ?TP4 (+ ?TP4 ?FN4))(/ ?TP4 (+ ?TP4 ?FP4)))(+ (/ ?TP4 (+ ?TP4 ?FN4))(/ ?TP4 (+ ?TP4 ?FP4)))))))
    (assert (waREC (+ (*(/ ?K1 (+ ?K1 ?K2 ?K3 ?K4)) ?REC1 )(*(/ ?K2 (+ ?K1 ?K2 ?K3 ?K4)) ?REC2)(*(/ ?K3 (+ ?K1 ?K2 ?K3 ?K4)) ?REC3 )(*(/ ?K4 (+ ?K1 ?K2 ?K3 ?K4)) ?REC4))))
    (assert (waPRE (+ (*(/ ?K1 (+ ?K1 ?K2 ?K3 ?K4)) ?PRE1)(*(/ ?K2 (+ ?K1 ?K2 ?K3 ?K4)) ?PRE2)(*(/ ?K3 (+ ?K1 ?K2 ?K3 ?K4)) ?PRE3)(*(/ ?K4 (+ ?K1 ?K2 ?K3 ?K4)) ?REC4))))
    (assert (waFMES (+ (*(/ ?K1 (+ ?K1 ?K2 ?K3 ?K4)) ?FMES1)(*(/ ?K2 (+ ?K1 ?K2 ?K3 ?K4)) ?FMES2)(*(/ ?K3 (+ ?K1 ?K2 ?K3 ?K4)) ?FMES3)(*(/ ?K4 (+ ?K1 ?K2 ?K3 ?K4)) ?REC4)))))
CLIPS>

使用规则计算剪辑中的一般预测准确度

1 个答案: