動詞決策樹程序的部分說明

1、動詞決策樹程序的部分說明數(shù)據(jù)的處理：把決策樹變?yōu)閯釉~決策樹決策樹中戶外=:晴天，陰天，雨天=>1H1, 2, 3,則在動詞決策樹中戶外=<晴天到 晴 天，晴天到陰天，晴天到雨天，陰天到晴天，陰天到陰天，陰天到雨天，雨天到 晴天，雨天到陰天，雨天到雨天H1, 2, 3, 4, 5, 6, 7, 8, 9A到B的屬性值為N* (A-l) +B, N為屬性的屬性值的個數(shù)，如戶外中的“晴天到陰天” 即1到2,所以它的屬性值為3* (1-1) +2=2。2225558881&161625252535353566889944036-303-8-300919-9010-19-10002-

2、200-550TEMP的值如表二表二各屬性值的標準值如表一戶外溫度濕度風速活動晴天=8炎熱=35商=8弱=4取消=1陰天=5溫柔=25正常=6強=9進行=2雨天=2涼爽T6表一TEMP的值中的每列代表一個模板，如第八列為(8, -3)其中8為xO,3為g它是 戶外中“晴天到陰天”的模板。如圖一圖一圖一動詞決策樹中采集的數(shù)據(jù)如表三表三中的數(shù)字表示所在列的屬性，藍色數(shù)字表示所在列的屬性的屬性值的個數(shù)。DATA的值如表四>34fDI 6 點 8 358 4 114 點 8 35 8 4 1D2 6 點 8 35 8 9 114 點 8 35 8 9 1D3 6 點 5 35 8 4 214 點

3、5 35 8 4 2D4 6 點 2 258 4 214 點2 25 8 4 2D5 6 點 2 166 4 214 點2 166 4 2D6 6 點 2 16 69 114 點2 1669 1D8 6 點 8 25 8 4 114 點8 25 8 4 1D9 6 點 8 166 4 2D7 6 點 5 1669 214 點 5 16 69 214 點8 16 6 4 2D10 6 點 2 25 6 4 214 點2 25 6 4 2D11 6 點8 25 69 214 點8 2569 2D12 6 點 5 25 89 214 點5 25 8 9 2D13 6 點 5 35 6 4 214 點

4、5 35 6 4 2D14 6 點 2 25 89 114 點2 25 8 9 1 99444 表三8 35 8 4 18 35 8 4 1§ 35 8 9 1§3589 1.5 35 8 425 35842.2 25842.2 25242 .2 16642.2 16642 .2 1669 1 .2 1669 1.5 16692.5 16692 .S 25841.8 25841.8 16642 .8 16642 .2 25642 .2 25642 .§25692 .§25692 .5 25 8 9 2.5 25 8 9 2.5 35642.5 35642

5、 .2 2589 1 .2 2589 1 .99 444表四SDATA為采集的數(shù)據(jù)與相應的模板的相似度，它對應的程序為： SDATA=DATATOSDATA(DATAJEMP)。由程序我們可得圖二到圖四，這些數(shù)據(jù)與根節(jié)點有關。圖二到圖四中的gain行表示the verb information gain, gain行中的值應該為負，也就 是 0.4198 應為-0.4198其中-0.4198=-(0.9622+0.2265+0.0200+0.2118+0.9371+0.2118+0.0200+0.2265+0.9622) /9 由圖二到圖四中的數(shù)據(jù)可得，tlie verb informatio

6、n gain的最大值為-0.3017,即根節(jié)點 為溫度。這與決策樹所得的根節(jié)點不同，決策樹的根節(jié)點是戶外。即動詞決策樹與決策樹所 求的結(jié)果不同。原因可能是動詞決策樹中的the verb information gain與目標結(jié)果無關，只有葉節(jié)點中的 S+,S與目標結(jié)果有關。而決策樹中的the information gain與目標結(jié)果有關。xijNO.戶外9 + 1L8 + liT + li6 + li5 + li4+li3十li2 + li1 + li雨到雨雨到陰雨到睹陰到雨陰到陰陰到暗暗到雨睛到陰暗到暗10.0049450.0004692.45E-050. 0089970.0948520.

7、0089974.95E-030.094852120.0049450.0004692.45E-050. 0089970.0948520.0089974.95E-030.094852130.0948520.0089970.00046910.09485210.0948520.00046910.0089970.094852410.0948524.95E-030.0089970.0948520.0089972.45E-050.0004690.004945510.0948524.95E-O30.0089970.0948520.0089972.45E-050.0004690.004945610.094852

8、4.95E-030.0089970.0948520.0089972.45E-050.0004690.00494570.0948520.0089970.00046910.09485210.0948520.00046910.0089970.09485280.0049450.0004的2.45E-050.0089970.0948520.0089974.95E-030.094852130.0049450.0004632.45E-050.0089970.0948520.0089974.95E-030.09485211010.0948524.95E-030. 0089970.0948520. 008997

9、2.45E-050.0004旳0.004945110.0049450.0004692.45E-050.0089970.0948520.0089974.95E-030.0948521120.0948520.0069970.00046910.09485210.0948520.0004&910.0089970.094852130.0948520.0089970.00046910.09485210.0948520.00046910.0089970.0948521410.0948524.95E-030.0089970. 0948520.0089972.45E-050.0004690.004945

10、H(V. V)0. 96220.22652.0OE-O20.21180. 93710.21182.00E-020.22650.9622四in0.4198圖二溫度9 + 218 + 2i7 + 2l6 4 2i5 + 2i4 4 213 + 2i2 + 211 + 21涼到?jīng)鰶龅街^涼到炎溫到?jīng)鰷氐綔販氐教垦椎經(jīng)鲅椎街k餞到炭1.12E-082.77E-121.26E-162.24E-089. 08E-058.24E-091.12E-089.08E-05100E+001.12E-082.77E-121.26E-162.24E-089.08E-058.24E-091.12E-089.08E-051.0

11、0E+001.12E-082.77E-121.26E-162.24E-089.08E-058.24E-091.12E-089.08E-05100E4002.47E-046.09E-082. 77E-122.47E-0419.08E-051.02E-128.24E-099.08E-051.00E+002.47E-041 12E-086.09E-080.00024682.24E-081.26ET61.02E-121.12E-081.00E+002.47E-041.12E-086.09E-080.00024682.24E-081.26E-161.02E-L21.12E-0&1.00E+002

12、.47E-041 12E-086.09E-080.00024682.24E-081.26E-161.02E-121.12E-082.47E-046.09E-082.77E-122.47E-0419.08E-051.02E-128.24E-099.08E-051.00E+002.47E-041 12E-086.09E-080.00024682.24E-081.26ET61.02E-121.12E-082. 47E-046.09E-082.77E-122.47E-0419.08E-051.02E-128.24E-099.08E-052.47E-046.09E-082.77E-122.4TE-041

13、9.08E-051.02E-128.24E-099.08E-052.47E-046.09E-082.77E-122.4TE-0419.08E-051.02E-128.24E-099.08E-051.12E-082.77E-121.26E-162.24E-089. 08E-058.24E-091.12E-089.08E-051.00E+002.47E-046.09E-082.77E-122.47E-0419.08E-051.02E-128.24E-099.08E-058.63E-011.10E-030.OOE+OO1.50E-030.98536.00E-040.OOE+OO4.00E-048.6

14、3E-010.3017圖三濕再目標結(jié)果4 + 3i3 + 312 4 311 + 3i4 4 413 +血2 + 411 4 414正常到正當正常到高高到正第高到高弱到弱弱到強強到弱強到強0.238410.0568370.2384110.0133860.0001790.013386110.238410.0568370.23841110.0133860.0001790. 01338610.238410.0568370.2384110.0133860.0001790.013386140.238410.0568370.2384110.0133860.0001790.0133861410.238410

15、. 0568370.238410.0133860.0001T90.0133861410.238410.0568370.2384110.0133860.0001790. 013386110.238410. 0568370.2384110.0133860.0001790. 01338640.238410.0568370.2384110.0133860 0001790.0133861110.238410. 0568370.238410.0133860.0001790.0133861410.238410. 0568370.238410.01338&0.0001790.0133861410.238410. 0568370.2384110.0133860. 000179