From cade394e0e08959dd18885cd0a54266ac7bf0f7a Mon Sep 17 00:00:00 2001 From: jiangzhonglian Date: Fri, 17 Mar 2017 00:08:16 +0800 Subject: [PATCH] =?UTF-8?q?=E9=A2=91=E7=B9=81=E9=A1=B9=E9=9B=86->=E5=85=B3?= =?UTF-8?q?=E8=81=94=E8=A7=84=E5=88=99=E7=9A=84=E4=BB=A3=E7=A0=81=E6=B5=8B?= =?UTF-8?q?=E8=AF=95=E5=AE=8C=E6=AF=95?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- docs/11.使用Apriori算法进行关联分析.md | 7 ++ docs/11.所有可能的项集组合.png | Bin 0 -> 129031 bytes src/python/11.Apriori/apriori.py | 122 +++++++++++++++++-------- 3 files changed, 92 insertions(+), 37 deletions(-) create mode 100644 docs/11.所有可能的项集组合.png diff --git a/docs/11.使用Apriori算法进行关联分析.md b/docs/11.使用Apriori算法进行关联分析.md index 2e6cb07b..feee8369 100644 --- a/docs/11.使用Apriori算法进行关联分析.md +++ b/docs/11.使用Apriori算法进行关联分析.md @@ -28,3 +28,10 @@ * 例如: 我们假设知道{2, 3}是非频繁项,那么{0, 2, 3}, {1, 2, 3}, {0, 1, 2, 3}都是非频繁项。 * 如下图: * ![非频繁项集](./11.非频繁项集.png) +* 分级法: 频繁项集->关联规则 + * 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zW8HWko$Wfl=IDf8^3av<^2`N)o4nE;;iu$G**F$cj>bBgQ}uK3XpVg5V5{ur_By|B zgH!Qyy*jg*f}_r>66-a-+caXt*;U?y;^T+L*lD$VSD6kQzUndUt!3Nto5S6fR`9pw zcNB1uwaSvRqvSV5n+%orct3?RmR0<*?lAAC^fkr1mpyFBx?YM(cRl3(YImWZ_Ea3# z%4^vuN$M(Gy&mDm`|zmckww{5eTB_++Po=#m3W&HK#`e_}jFl*k+z', conseq, 'conf:', conf + brl.append((freqSet-conseq, conseq, conf)) + prunedH.append(conseq) + return prunedH + + +def rulesFromConseq(freqSet, H, supportData, brl, minConf=0.7): + """rulesFromConseq + + Args: + freqSet 每一组的各个元素 + H 将元素变成set集合 + supportData 所有元素的支持度全集 + brl bigRuleList的空数组 + minConf 置信度的阈值 + Returns: + prunedH 记录 可信度大于阈值的集合 + """ + # 去除list列表中第一个出现的冻结的set集合 + m = len(H[0]) + # 判断,freqSet的长度是否>组合的长度+1 + if (len(freqSet) > (m + 1)): + # 合并相邻的集合,组合为2/3/..n的集合 + Hmp1 = aprioriGen(H, m+1) + Hmp1 = calcConf(freqSet, Hmp1, supportData, brl, minConf) + # 如果有2个结果都可以,直接返回结果就行,下面这个判断是多余,我个人觉得 + print 'Hmp1=', Hmp1 + if (len(Hmp1) > 1): + # print '-------' + # print len(freqSet), len(Hmp1[0]) + 1 + rulesFromConseq(freqSet, Hmp1, supportData, brl, minConf) + + +def generateRules(L, supportData, minConf=0.7): + """generateRules + + Args: + L 频繁项集的全集 + supportData 所有元素的支持度全集 + minConf 可信度的阈值 + Returns: + bigRuleList 关于 (A->B+置信度) 3个字段的组合 + """ + bigRuleList = [] + # 循环L频繁项集,所有的统一大小组合(2/../n个的组合,从第2组开始) + for i in range(1, len(L)): + # 获取频繁项集中每个组合的所有元素 + for freqSet in L[i]: + # 组合总的元素并遍历子元素,并转化为冻结的set集合,再存放到list列表中 + H1 = [frozenset([item]) for item in freqSet] + # 2个的组合,走else, 2个以上的组合,走if + if (i > 1): + rulesFromConseq(freqSet, H1, supportData, bigRuleList, minConf) + else: + calcConf(freqSet, H1, supportData, bigRuleList, minConf) + return bigRuleList + + def main(): # project_dir = os.path.dirname(os.path.dirname(os.getcwd())) # 1.收集并准备数据 @@ -139,8 +218,10 @@ def main(): print(dataSet) # 调用 apriori 做购物篮分析 # 支持度满足阈值的key集合L,和所有key的全集suppoerData - L, supportData = apriori(dataSet, minSupport=0.7) - print L, supportData + L, supportData = apriori(dataSet, minSupport=0.5) + # print L, supportData + print '\ngenerateRules\n' + generateRules(L, supportData, minConf=0.05) if __name__ == "__main__": @@ -171,39 +252,6 @@ if __name__ == "__main__": - - - - -def generateRules(L, supportData, minConf=0.7): #supportData is a dict coming from scanD - bigRuleList = [] - for i in range(1, len(L)):#only get the sets with two or more items - for freqSet in L[i]: - H1 = [frozenset([item]) for item in freqSet] - if (i > 1): - rulesFromConseq(freqSet, H1, supportData, bigRuleList, minConf) - else: - calcConf(freqSet, H1, supportData, bigRuleList, minConf) - return bigRuleList - -def calcConf(freqSet, H, supportData, brl, minConf=0.7): - prunedH = [] #create new list to return - for conseq in H: - conf = supportData[freqSet]/supportData[freqSet-conseq] #calc confidence - if conf >= minConf: - print freqSet-conseq,'-->',conseq,'conf:',conf - brl.append((freqSet-conseq, conseq, conf)) - prunedH.append(conseq) - return prunedH - -def rulesFromConseq(freqSet, H, supportData, brl, minConf=0.7): - m = len(H[0]) - if (len(freqSet) > (m + 1)): #try further merging - Hmp1 = aprioriGen(H, m+1)#create Hm+1 new candidates - Hmp1 = calcConf(freqSet, Hmp1, supportData, brl, minConf) - if (len(Hmp1) > 1): #need at least two sets to merge - rulesFromConseq(freqSet, Hmp1, supportData, brl, minConf) - def pntRules(ruleList, itemMeaning): for ruleTup in ruleList: for item in ruleTup[0]: