forked from asadoughi/stat-learning
-
Notifications
You must be signed in to change notification settings - Fork 0
/
11.html
349 lines (273 loc) · 159 KB
/
11.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
<!DOCTYPE html>
<!-- saved from url=(0014)about:internet -->
<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=utf-8"/>
<title>11</title>
<style type="text/css">
body, td {
font-family: sans-serif;
background-color: white;
font-size: 12px;
margin: 8px;
}
tt, code, pre {
font-family: 'DejaVu Sans Mono', 'Droid Sans Mono', 'Lucida Console', Consolas, Monaco, monospace;
}
h1 {
font-size:2.2em;
}
h2 {
font-size:1.8em;
}
h3 {
font-size:1.4em;
}
h4 {
font-size:1.0em;
}
h5 {
font-size:0.9em;
}
h6 {
font-size:0.8em;
}
a:visited {
color: rgb(50%, 0%, 50%);
}
pre {
margin-top: 0;
max-width: 95%;
border: 1px solid #ccc;
white-space: pre-wrap;
}
pre code {
display: block; padding: 0.5em;
}
code.r, code.cpp {
background-color: #F8F8F8;
}
table, td, th {
border: none;
}
blockquote {
color:#666666;
margin:0;
padding-left: 1em;
border-left: 0.5em #EEE solid;
}
hr {
height: 0px;
border-bottom: none;
border-top-width: thin;
border-top-style: dotted;
border-top-color: #999999;
}
@media print {
* {
background: transparent !important;
color: black !important;
filter:none !important;
-ms-filter: none !important;
}
body {
font-size:12pt;
max-width:100%;
}
a, a:visited {
text-decoration: underline;
}
hr {
visibility: hidden;
page-break-before: always;
}
pre, blockquote {
padding-right: 1em;
page-break-inside: avoid;
}
tr, img {
page-break-inside: avoid;
}
img {
max-width: 100% !important;
}
@page :left {
margin: 15mm 20mm 15mm 10mm;
}
@page :right {
margin: 15mm 10mm 15mm 20mm;
}
p, h2, h3 {
orphans: 3; widows: 3;
}
h2, h3 {
page-break-after: avoid;
}
}
</style>
<!-- Styles for R syntax highlighter -->
<style type="text/css">
pre .operator,
pre .paren {
color: rgb(104, 118, 135)
}
pre .literal {
color: rgb(88, 72, 246)
}
pre .number {
color: rgb(0, 0, 205);
}
pre .comment {
color: rgb(76, 136, 107);
}
pre .keyword {
color: rgb(0, 0, 255);
}
pre .identifier {
color: rgb(0, 0, 0);
}
pre .string {
color: rgb(3, 106, 7);
}
</style>
<!-- R syntax highlighter -->
<script type="text/javascript">
var hljs=new function(){function m(p){return p.replace(/&/gm,"&").replace(/</gm,"<")}function f(r,q,p){return RegExp(q,"m"+(r.cI?"i":"")+(p?"g":""))}function b(r){for(var p=0;p<r.childNodes.length;p++){var q=r.childNodes[p];if(q.nodeName=="CODE"){return q}if(!(q.nodeType==3&&q.nodeValue.match(/\s+/))){break}}}function h(t,s){var p="";for(var r=0;r<t.childNodes.length;r++){if(t.childNodes[r].nodeType==3){var q=t.childNodes[r].nodeValue;if(s){q=q.replace(/\n/g,"")}p+=q}else{if(t.childNodes[r].nodeName=="BR"){p+="\n"}else{p+=h(t.childNodes[r])}}}if(/MSIE [678]/.test(navigator.userAgent)){p=p.replace(/\r/g,"\n")}return p}function a(s){var r=s.className.split(/\s+/);r=r.concat(s.parentNode.className.split(/\s+/));for(var q=0;q<r.length;q++){var p=r[q].replace(/^language-/,"");if(e[p]){return p}}}function c(q){var p=[];(function(s,t){for(var r=0;r<s.childNodes.length;r++){if(s.childNodes[r].nodeType==3){t+=s.childNodes[r].nodeValue.length}else{if(s.childNodes[r].nodeName=="BR"){t+=1}else{if(s.childNodes[r].nodeType==1){p.push({event:"start",offset:t,node:s.childNodes[r]});t=arguments.callee(s.childNodes[r],t);p.push({event:"stop",offset:t,node:s.childNodes[r]})}}}}return t})(q,0);return p}function k(y,w,x){var q=0;var z="";var s=[];function u(){if(y.length&&w.length){if(y[0].offset!=w[0].offset){return(y[0].offset<w[0].offset)?y:w}else{return w[0].event=="start"?y:w}}else{return y.length?y:w}}function t(D){var A="<"+D.nodeName.toLowerCase();for(var B=0;B<D.attributes.length;B++){var C=D.attributes[B];A+=" "+C.nodeName.toLowerCase();if(C.value!==undefined&&C.value!==false&&C.value!==null){A+='="'+m(C.value)+'"'}}return A+">"}while(y.length||w.length){var v=u().splice(0,1)[0];z+=m(x.substr(q,v.offset-q));q=v.offset;if(v.event=="start"){z+=t(v.node);s.push(v.node)}else{if(v.event=="stop"){var p,r=s.length;do{r--;p=s[r];z+=("</"+p.nodeName.toLowerCase()+">")}while(p!=v.node);s.splice(r,1);while(r<s.length){z+=t(s[r]);r++}}}}return z+m(x.substr(q))}function j(){function q(x,y,v){if(x.compiled){return}var u;var s=[];if(x.k){x.lR=f(y,x.l||hljs.IR,true);for(var w in x.k){if(!x.k.hasOwnProperty(w)){continue}if(x.k[w] instanceof Object){u=x.k[w]}else{u=x.k;w="keyword"}for(var r in u){if(!u.hasOwnProperty(r)){continue}x.k[r]=[w,u[r]];s.push(r)}}}if(!v){if(x.bWK){x.b="\\b("+s.join("|")+")\\s"}x.bR=f(y,x.b?x.b:"\\B|\\b");if(!x.e&&!x.eW){x.e="\\B|\\b"}if(x.e){x.eR=f(y,x.e)}}if(x.i){x.iR=f(y,x.i)}if(x.r===undefined){x.r=1}if(!x.c){x.c=[]}x.compiled=true;for(var t=0;t<x.c.length;t++){if(x.c[t]=="self"){x.c[t]=x}q(x.c[t],y,false)}if(x.starts){q(x.starts,y,false)}}for(var p in e){if(!e.hasOwnProperty(p)){continue}q(e[p].dM,e[p],true)}}function d(B,C){if(!j.called){j();j.called=true}function q(r,M){for(var L=0;L<M.c.length;L++){if((M.c[L].bR.exec(r)||[null])[0]==r){return M.c[L]}}}function v(L,r){if(D[L].e&&D[L].eR.test(r)){return 1}if(D[L].eW){var M=v(L-1,r);return M?M+1:0}return 0}function w(r,L){return L.i&&L.iR.test(r)}function K(N,O){var M=[];for(var L=0;L<N.c.length;L++){M.push(N.c[L].b)}var r=D.length-1;do{if(D[r].e){M.push(D[r].e)}r--}while(D[r+1].eW);if(N.i){M.push(N.i)}return f(O,M.join("|"),true)}function p(M,L){var N=D[D.length-1];if(!N.t){N.t=K(N,E)}N.t.lastIndex=L;var r=N.t.exec(M);return r?[M.substr(L,r.index-L),r[0],false]:[M.substr(L),"",true]}function z(N,r){var L=E.cI?r[0].toLowerCase():r[0];var M=N.k[L];if(M&&M instanceof Array){return M}return false}function F(L,P){L=m(L);if(!P.k){return L}var r="";var O=0;P.lR.lastIndex=0;var M=P.lR.exec(L);while(M){r+=L.substr(O,M.index-O);var N=z(P,M);if(N){x+=N[1];r+='<span class="'+N[0]+'">'+M[0]+"</span>"}else{r+=M[0]}O=P.lR.lastIndex;M=P.lR.exec(L)}return r+L.substr(O,L.length-O)}function J(L,M){if(M.sL&&e[M.sL]){var r=d(M.sL,L);x+=r.keyword_count;return r.value}else{return F(L,M)}}function I(M,r){var L=M.cN?'<span class="'+M.cN+'">':"";if(M.rB){y+=L;M.buffer=""}else{if(M.eB){y+=m(r)+L;M.buffer=""}else{y+=L;M.buffer=r}}D.push(M);A+=M.r}function G(N,M,Q){var R=D[D.length-1];if(Q){y+=J(R.buffer+N,R);return false}var P=q(M,R);if(P){y+=J(R.buffer+N,R);I(P,M);return P.rB}var L=v(D.length-1,M);if(L){var O=R.cN?"</span>":"";if(R.rE){y+=J(R.buffer+N,R)+O}else{if(R.eE){y+=J(R.buffer+N,R)+O+m(M)}else{y+=J(R.buffer+N+M,R)+O}}while(L>1){O=D[D.length-2].cN?"</span>":"";y+=O;L--;D.length--}var r=D[D.length-1];D.length--;D[D.length-1].buffer="";if(r.starts){I(r.starts,"")}return R.rE}if(w(M,R)){throw"Illegal"}}var E=e[B];var D=[E.dM];var A=0;var x=0;var y="";try{var s,u=0;E.dM.buffer="";do{s=p(C,u);var t=G(s[0],s[1],s[2]);u+=s[0].length;if(!t){u+=s[1].length}}while(!s[2]);if(D.length>1){throw"Illegal"}return{r:A,keyword_count:x,value:y}}catch(H){if(H=="Illegal"){return{r:0,keyword_count:0,value:m(C)}}else{throw H}}}function g(t){var p={keyword_count:0,r:0,value:m(t)};var r=p;for(var q in e){if(!e.hasOwnProperty(q)){continue}var s=d(q,t);s.language=q;if(s.keyword_count+s.r>r.keyword_count+r.r){r=s}if(s.keyword_count+s.r>p.keyword_count+p.r){r=p;p=s}}if(r.language){p.second_best=r}return p}function i(r,q,p){if(q){r=r.replace(/^((<[^>]+>|\t)+)/gm,function(t,w,v,u){return w.replace(/\t/g,q)})}if(p){r=r.replace(/\n/g,"<br>")}return r}function n(t,w,r){var x=h(t,r);var v=a(t);var y,s;if(v){y=d(v,x)}else{return}var q=c(t);if(q.length){s=document.createElement("pre");s.innerHTML=y.value;y.value=k(q,c(s),x)}y.value=i(y.value,w,r);var u=t.className;if(!u.match("(\\s|^)(language-)?"+v+"(\\s|$)")){u=u?(u+" "+v):v}if(/MSIE [678]/.test(navigator.userAgent)&&t.tagName=="CODE"&&t.parentNode.tagName=="PRE"){s=t.parentNode;var p=document.createElement("div");p.innerHTML="<pre><code>"+y.value+"</code></pre>";t=p.firstChild.firstChild;p.firstChild.cN=s.cN;s.parentNode.replaceChild(p.firstChild,s)}else{t.innerHTML=y.value}t.className=u;t.result={language:v,kw:y.keyword_count,re:y.r};if(y.second_best){t.second_best={language:y.second_best.language,kw:y.second_best.keyword_count,re:y.second_best.r}}}function o(){if(o.called){return}o.called=true;var r=document.getElementsByTagName("pre");for(var p=0;p<r.length;p++){var q=b(r[p]);if(q){n(q,hljs.tabReplace)}}}function l(){if(window.addEventListener){window.addEventListener("DOMContentLoaded",o,false);window.addEventListener("load",o,false)}else{if(window.attachEvent){window.attachEvent("onload",o)}else{window.onload=o}}}var e={};this.LANGUAGES=e;this.highlight=d;this.highlightAuto=g;this.fixMarkup=i;this.highlightBlock=n;this.initHighlighting=o;this.initHighlightingOnLoad=l;this.IR="[a-zA-Z][a-zA-Z0-9_]*";this.UIR="[a-zA-Z_][a-zA-Z0-9_]*";this.NR="\\b\\d+(\\.\\d+)?";this.CNR="\\b(0[xX][a-fA-F0-9]+|(\\d+(\\.\\d*)?|\\.\\d+)([eE][-+]?\\d+)?)";this.BNR="\\b(0b[01]+)";this.RSR="!|!=|!==|%|%=|&|&&|&=|\\*|\\*=|\\+|\\+=|,|\\.|-|-=|/|/=|:|;|<|<<|<<=|<=|=|==|===|>|>=|>>|>>=|>>>|>>>=|\\?|\\[|\\{|\\(|\\^|\\^=|\\||\\|=|\\|\\||~";this.ER="(?![\\s\\S])";this.BE={b:"\\\\.",r:0};this.ASM={cN:"string",b:"'",e:"'",i:"\\n",c:[this.BE],r:0};this.QSM={cN:"string",b:'"',e:'"',i:"\\n",c:[this.BE],r:0};this.CLCM={cN:"comment",b:"//",e:"$"};this.CBLCLM={cN:"comment",b:"/\\*",e:"\\*/"};this.HCM={cN:"comment",b:"#",e:"$"};this.NM={cN:"number",b:this.NR,r:0};this.CNM={cN:"number",b:this.CNR,r:0};this.BNM={cN:"number",b:this.BNR,r:0};this.inherit=function(r,s){var p={};for(var q in r){p[q]=r[q]}if(s){for(var q in s){p[q]=s[q]}}return p}}();hljs.LANGUAGES.cpp=function(){var a={keyword:{"false":1,"int":1,"float":1,"while":1,"private":1,"char":1,"catch":1,"export":1,virtual:1,operator:2,sizeof:2,dynamic_cast:2,typedef:2,const_cast:2,"const":1,struct:1,"for":1,static_cast:2,union:1,namespace:1,unsigned:1,"long":1,"throw":1,"volatile":2,"static":1,"protected":1,bool:1,template:1,mutable:1,"if":1,"public":1,friend:2,"do":1,"return":1,"goto":1,auto:1,"void":2,"enum":1,"else":1,"break":1,"new":1,extern:1,using:1,"true":1,"class":1,asm:1,"case":1,typeid:1,"short":1,reinterpret_cast:2,"default":1,"double":1,register:1,explicit:1,signed:1,typename:1,"try":1,"this":1,"switch":1,"continue":1,wchar_t:1,inline:1,"delete":1,alignof:1,char16_t:1,char32_t:1,constexpr:1,decltype:1,noexcept:1,nullptr:1,static_assert:1,thread_local:1,restrict:1,_Bool:1,complex:1},built_in:{std:1,string:1,cin:1,cout:1,cerr:1,clog:1,stringstream:1,istringstream:1,ostringstream:1,auto_ptr:1,deque:1,list:1,queue:1,stack:1,vector:1,map:1,set:1,bitset:1,multiset:1,multimap:1,unordered_set:1,unordered_map:1,unordered_multiset:1,unordered_multimap:1,array:1,shared_ptr:1}};return{dM:{k:a,i:"</",c:[hljs.CLCM,hljs.CBLCLM,hljs.QSM,{cN:"string",b:"'\\\\?.",e:"'",i:"."},{cN:"number",b:"\\b(\\d+(\\.\\d*)?|\\.\\d+)(u|U|l|L|ul|UL|f|F)"},hljs.CNM,{cN:"preprocessor",b:"#",e:"$"},{cN:"stl_container",b:"\\b(deque|list|queue|stack|vector|map|set|bitset|multiset|multimap|unordered_map|unordered_set|unordered_multiset|unordered_multimap|array)\\s*<",e:">",k:a,r:10,c:["self"]}]}}}();hljs.LANGUAGES.r={dM:{c:[hljs.HCM,{cN:"number",b:"\\b0[xX][0-9a-fA-F]+[Li]?\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"number",b:"\\b\\d+(?:[eE][+\\-]?\\d*)?L\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"number",b:"\\b\\d+\\.(?!\\d)(?:i\\b)?",e:hljs.IMMEDIATE_RE,r:1},{cN:"number",b:"\\b\\d+(?:\\.\\d*)?(?:[eE][+\\-]?\\d*)?i?\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"number",b:"\\.\\d+(?:[eE][+\\-]?\\d*)?i?\\b",e:hljs.IMMEDIATE_RE,r:1},{cN:"keyword",b:"(?:tryCatch|library|setGeneric|setGroupGeneric)\\b",e:hljs.IMMEDIATE_RE,r:10},{cN:"keyword",b:"\\.\\.\\.",e:hljs.IMMEDIATE_RE,r:10},{cN:"keyword",b:"\\.\\.\\d+(?![\\w.])",e:hljs.IMMEDIATE_RE,r:10},{cN:"keyword",b:"\\b(?:function)",e:hljs.IMMEDIATE_RE,r:2},{cN:"keyword",b:"(?:if|in|break|next|repeat|else|for|return|switch|while|try|stop|warning|require|attach|detach|source|setMethod|setClass)\\b",e:hljs.IMMEDIATE_RE,r:1},{cN:"literal",b:"(?:NA|NA_integer_|NA_real_|NA_character_|NA_complex_)\\b",e:hljs.IMMEDIATE_RE,r:10},{cN:"literal",b:"(?:NULL|TRUE|FALSE|T|F|Inf|NaN)\\b",e:hljs.IMMEDIATE_RE,r:1},{cN:"identifier",b:"[a-zA-Z.][a-zA-Z0-9._]*\\b",e:hljs.IMMEDIATE_RE,r:0},{cN:"operator",b:"<\\-(?!\\s*\\d)",e:hljs.IMMEDIATE_RE,r:2},{cN:"operator",b:"\\->|<\\-",e:hljs.IMMEDIATE_RE,r:1},{cN:"operator",b:"%%|~",e:hljs.IMMEDIATE_RE},{cN:"operator",b:">=|<=|==|!=|\\|\\||&&|=|\\+|\\-|\\*|/|\\^|>|<|!|&|\\||\\$|:",e:hljs.IMMEDIATE_RE,r:0},{cN:"operator",b:"%",e:"%",i:"\\n",r:1},{cN:"identifier",b:"`",e:"`",r:0},{cN:"string",b:'"',e:'"',c:[hljs.BE],r:0},{cN:"string",b:"'",e:"'",c:[hljs.BE],r:0},{cN:"paren",b:"[[({\\])}]",e:hljs.IMMEDIATE_RE,r:0}]}};
hljs.initHighlightingOnLoad();
</script>
</head>
<body>
<h1>11</h1>
<h3>a</h3>
<pre><code class="r">library(ISLR)
summary(Auto)
</code></pre>
<pre><code>## mpg cylinders displacement horsepower
## Min. : 9.0 Min. :3.00 Min. : 68 Min. : 46.0
## 1st Qu.:17.0 1st Qu.:4.00 1st Qu.:105 1st Qu.: 75.0
## Median :22.8 Median :4.00 Median :151 Median : 93.5
## Mean :23.4 Mean :5.47 Mean :194 Mean :104.5
## 3rd Qu.:29.0 3rd Qu.:8.00 3rd Qu.:276 3rd Qu.:126.0
## Max. :46.6 Max. :8.00 Max. :455 Max. :230.0
##
## weight acceleration year origin
## Min. :1613 Min. : 8.0 Min. :70 Min. :1.00
## 1st Qu.:2225 1st Qu.:13.8 1st Qu.:73 1st Qu.:1.00
## Median :2804 Median :15.5 Median :76 Median :1.00
## Mean :2978 Mean :15.5 Mean :76 Mean :1.58
## 3rd Qu.:3615 3rd Qu.:17.0 3rd Qu.:79 3rd Qu.:2.00
## Max. :5140 Max. :24.8 Max. :82 Max. :3.00
##
## name
## amc matador : 5
## ford pinto : 5
## toyota corolla : 5
## amc gremlin : 4
## amc hornet : 4
## chevrolet chevette: 4
## (Other) :365
</code></pre>
<pre><code class="r">attach(Auto)
mpg01 = rep(0, length(mpg))
mpg01[mpg > median(mpg)] = 1
Auto = data.frame(Auto, mpg01)
</code></pre>
<h3>b</h3>
<pre><code class="r">cor(Auto[, -9])
</code></pre>
<pre><code>## mpg cylinders displacement horsepower weight
## mpg 1.0000 -0.7776 -0.8051 -0.7784 -0.8322
## cylinders -0.7776 1.0000 0.9508 0.8430 0.8975
## displacement -0.8051 0.9508 1.0000 0.8973 0.9330
## horsepower -0.7784 0.8430 0.8973 1.0000 0.8645
## weight -0.8322 0.8975 0.9330 0.8645 1.0000
## acceleration 0.4233 -0.5047 -0.5438 -0.6892 -0.4168
## year 0.5805 -0.3456 -0.3699 -0.4164 -0.3091
## origin 0.5652 -0.5689 -0.6145 -0.4552 -0.5850
## mpg01 0.8369 -0.7592 -0.7535 -0.6671 -0.7578
## acceleration year origin mpg01
## mpg 0.4233 0.5805 0.5652 0.8369
## cylinders -0.5047 -0.3456 -0.5689 -0.7592
## displacement -0.5438 -0.3699 -0.6145 -0.7535
## horsepower -0.6892 -0.4164 -0.4552 -0.6671
## weight -0.4168 -0.3091 -0.5850 -0.7578
## acceleration 1.0000 0.2903 0.2127 0.3468
## year 0.2903 1.0000 0.1815 0.4299
## origin 0.2127 0.1815 1.0000 0.5137
## mpg01 0.3468 0.4299 0.5137 1.0000
</code></pre>
<pre><code class="r">pairs(Auto) # doesn't work well since mpg01 is 0 or 1
</code></pre>
<p><img src="data:image/png;base64,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" alt="plot of chunk 11b"/> </p>
<p>Anti-correlated with cylinders, weight, displacement, horsepower.
(mpg, of course)</p>
<h3>c</h3>
<pre><code class="r">train = (year%%2 == 0) # if the year is even
test = !train
Auto.train = Auto[train, ]
Auto.test = Auto[test, ]
mpg01.test = mpg01[test]
</code></pre>
<h3>d</h3>
<pre><code class="r"># LDA
library(MASS)
lda.fit = lda(mpg01 ~ cylinders + weight + displacement + horsepower, data = Auto,
subset = train)
lda.pred = predict(lda.fit, Auto.test)
mean(lda.pred$class != mpg01.test)
</code></pre>
<pre><code>## [1] 0.1264
</code></pre>
<p>12.6% test error rate.</p>
<h3>e</h3>
<pre><code class="r"># QDA
qda.fit = qda(mpg01 ~ cylinders + weight + displacement + horsepower, data = Auto,
subset = train)
qda.pred = predict(qda.fit, Auto.test)
mean(qda.pred$class != mpg01.test)
</code></pre>
<pre><code>## [1] 0.1319
</code></pre>
<p>13.2% test error rate.</p>
<h3>f</h3>
<pre><code class="r"># Logistic regression
glm.fit = glm(mpg01 ~ cylinders + weight + displacement + horsepower, data = Auto,
family = binomial, subset = train)
glm.probs = predict(glm.fit, Auto.test, type = "response")
glm.pred = rep(0, length(glm.probs))
glm.pred[glm.probs > 0.5] = 1
mean(glm.pred != mpg01.test)
</code></pre>
<pre><code>## [1] 0.1209
</code></pre>
<p>12.1% test error rate.</p>
<h3>g</h3>
<pre><code class="r">library(class)
train.X = cbind(cylinders, weight, displacement, horsepower)[train, ]
test.X = cbind(cylinders, weight, displacement, horsepower)[test, ]
train.mpg01 = mpg01[train]
set.seed(1)
# KNN(k=1)
knn.pred = knn(train.X, test.X, train.mpg01, k = 1)
mean(knn.pred != mpg01.test)
</code></pre>
<pre><code>## [1] 0.1538
</code></pre>
<pre><code class="r"># KNN(k=10)
knn.pred = knn(train.X, test.X, train.mpg01, k = 10)
mean(knn.pred != mpg01.test)
</code></pre>
<pre><code>## [1] 0.1648
</code></pre>
<pre><code class="r"># KNN(k=100)
knn.pred = knn(train.X, test.X, train.mpg01, k = 100)
mean(knn.pred != mpg01.test)
</code></pre>
<pre><code>## [1] 0.1429
</code></pre>
<p>k=1, 15.4% test error rate.
k=10, 16.5% test error rate.
k=100, 14.3% test error rate.
K of 100 seems to perform the best. 100 nearest neighbors.</p>
</body>
</html>