From 16f97323e96d704b70c7b23463a918ef076cf0ff Mon Sep 17 00:00:00 2001 From: benjas <909336740@qq.com> Date: Tue, 6 Apr 2021 16:02:47 +0800 Subject: [PATCH] Add. Classification --- .../李航——统计学习方法/README.md | 38 ++++++++++++++++++ .../assets/1617695936634.png | Bin 0 -> 11547 bytes .../assets/1617695964734.png | Bin 0 -> 11877 bytes .../assets/1617695979979.png | Bin 0 -> 11688 bytes .../assets/1617695988131.png | Bin 0 -> 18587 bytes .../assets/1617696087388.png | Bin 0 -> 127019 bytes 6 files changed, 38 insertions(+) create mode 100644 机器学习算法理论及应用/李航——统计学习方法/assets/1617695936634.png create mode 100644 机器学习算法理论及应用/李航——统计学习方法/assets/1617695964734.png create mode 100644 机器学习算法理论及应用/李航——统计学习方法/assets/1617695979979.png create mode 100644 机器学习算法理论及应用/李航——统计学习方法/assets/1617695988131.png create mode 100644 机器学习算法理论及应用/李航——统计学习方法/assets/1617696087388.png diff --git a/机器学习算法理论及应用/李航——统计学习方法/README.md b/机器学习算法理论及应用/李航——统计学习方法/README.md index f6f0454..cb0e79e 100644 --- a/机器学习算法理论及应用/李航——统计学习方法/README.md +++ b/机器学习算法理论及应用/李航——统计学习方法/README.md @@ -171,3 +171,41 @@ Generative model and discriminant model 判别方法:![1617695090214](assets/1617695090214.png) +例子:如何知道女孩子的姓名呢? + +生成方法:我要是把她爸妈建模出来,直接问她爸妈不就行了吗? + +判别方法:她叫小红的概率是多少?她叫小刘的概率是多少? + + + +### 分类问题 + +Classification + +TP——将正类预测为正类数; + +FN——将正类预测为负类数; + +FP——将负类预测为正类数; + +TN——将负类预测为负类数; + +精确率:预测为正类的样本中有多少分对了; + +![1617695936634](assets/1617695936634.png) + +召回率:在实际正类中,有多少正类被模型发现了 + +![1617695964734](assets/1617695964734.png) + +F1值: + +![1617695979979](assets/1617695979979.png) + +![1617695988131](assets/1617695988131.png) + +一般会配合一个混淆矩阵: + +![1617696087388](assets/1617696087388.png) + diff --git a/机器学习算法理论及应用/李航——统计学习方法/assets/1617695936634.png b/机器学习算法理论及应用/李航——统计学习方法/assets/1617695936634.png new file mode 100644 index 0000000000000000000000000000000000000000..3d70e49853cd06d200100ff5fe647617671b5ebf GIT binary patch literal 11547 zcmV+$E#%UPP) zS(9AHm6*TGyVbt+jwV1#+(CkpI3r4$2zw%|u;;({(Lcez$YV$N)v_EhF(YY6kQ4!t z#7=Yr=&I_jeYs1fAM$RsbfdX|M3XoX4OG>=H*YRyKPOL$|N7tlyXI-|^gC8Te1m6R z0H9WW(K(k8qfkE%>6ok zfk<1@X*)t_L~hMB8ZEvF;`}gRYyFHm`%Id>nAG*HdMz*npfy@+q?A~~LTZ`bpmlX7$e~kg8z_XfyI5{5Ux-OfWEt>TbQ8+_rfz(D@vV=q_ooZ5nKf`q-Z@l(1 zY+KOljp+4;OeS+IDcIa<(P)%-_nlXHeC=)i^rt^@{i9Eq&wZo>rHtedSg~2IE)@T? zc~-{q3-}hGbN_-;5rsm5M!im{RAfAf`0(Ga^T{Wl((fH}<>fto|NH+$wOXRv?eeET zeZ)r}eTHS*{Ps5=@c#SPs8)*%219}%Kxsu@wbx2>cyPe2TNU;%?a^q|I5>F7pZ@eA zckbN7bzB^8WkpbMWwxCr^%uBAwX`3!}I=xb>Xa2rnRmCFBth zMT$nf!S2o$j?{c{_W_@NdV^bE-ods7ul#JELcv38!C*MysNJF4JwXV;QMK5 zXtz5cBvMGU(y4YIMG;DaB^_+r0S&{!n0C8MyWOEsC~|z_T z|B5H=4xfMi1z{Ls+cwe?c%FwP1cULIqoX6*M{R_#Q7U3Q9&>PbM7z`D;Nbybn7BwY zbq2t7U5Z5yDK)+RgeOnhj7DR?NTei=AY~R@vmFO1WzPGwh)W{<|M|x;`pCc<==X*^dE8|_izpUqm`L@QMx#QlT185UQi_w4E`dMCvJ&^H zPP=dD<>KI${lZqh2oT4FW4&HViP9lbN=l_7o12?RX%Pk{*d{F-+qTo-+uV=hRx+=D z5>*y}>v=R94Qll|N@-@ZIbj&0b?mxT3N$pEO&X0FT8EsR^mz2>km+oS5R!F~1LO7j zzUJuL!3$&gf`AY*X0RsJLMug~;L&U}snzQMj7DQ-b3aYVND)-W=4x!f3ISRv!Wc^( z+oo2lP^p#(!hqxB4wLB+-=BccSW@!pYd_8B>3mi5%MdcjgF z5_mxf7X);iz+)o47D|WI>vgs_H<3c%2O&pCM~p@zJl92Qfl^WGx=ghA#6T8+5}GJd z?C$Q;YBpnISo6v&FSEU~jZy;7E7EK>Xtjz=CUb7zzRO3~KjQPxzo1sDV_6nan9H=g zfJ6Z2CWNme+b-x#Jg1;_KD#qZmYdIK2q`EQiwL3V^?D2jLww&)RU)0^&dJAowy_3+ zz-MD)gKDjY(i(q0M+iZoP(W*eR?zKqdHB_YFK^xA;Nb!NL7zgQOcV;VwsYy=S<5DLl`k z;Ce(s!2Jgg_~ZZmS5%~9$zzoKD2fTm&?>@HAD2iJVDs68W z`Iq0B#MdqqAzY-+{uCi0029##r8K@DP^;Hzw(7VAhv{@ozt=ae%=DqN7dF}Lw!gp6 z_VxyaLV;fInAvPj5QKn02!&F@?0-nMzdc1USaB7z{GS}9R176_w|Ua!xC`}dj8 zG?wL_+LF$xD~W2g(E>S3WNQsG5H=DSw7r%2|CT!jd zw7O07B6x__L5>i_nm>49B>#|*Y=}3~z_M(%x3~G-?|#SS%U6)n#t$RvwI&~Y@H;j( zw*i^0T)K@?q^T8P2y1J5oA-Y49=m&6W

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