data.asv

LS-svm用于回归分析DDDDDDDDDDDDDDDDDDDD

clc;
x=[8	307	130	3504	12	70	1
8	350	165	3693	11.5	70	1
8	318	150	3436	11	70	1
8	304	150	3433	12	70	1
8	302	140	3449	10.5	70	1
8	429	198	4341	10	70	1
8	454	220	4354	9	70	1
8	440	215	4312	8.5	70	1
8	455	225	4425	10	70	1
8	390	190	3850	8.5	70	1
8	383	170	3563	10	70	1
8	340	160	3609	8	70	1
8	400	150	3761	9.5	70	1
8	455	225	3086	10	70	1
4	113	95	2372	15	70	3
6	198	95	2833	15.5	70	1
6	199	97	2774	15.5	70	1
6	200	85	2587	16	70	1
4	97	88	2130	14.5	70	3
4	97	46	1835	20.5	70	2
4	110	87	2672	17.5	70	2
4	107	90	2430	14.5	70	2
4	104	95	2375	17.5	70	2
4	121	113	2234	12.5	70	2
6	199	90	2648	15	70	1
8	360	215	4615	14	70	1
8	307	200	4376	15	70	1
8	318	210	4382	13.5	70	1
8	304	193	4732	18.5	70	1
4	97	88	2130	14.5	71	3
4	140	90	2264	15.5	71	1
4	113	95	2228	14	71	3
6	232	100	2634	13	71	1
6	225	105	3439	15.5	71	1
6	250	100	3329	15.5	71	1
6	250	88	3302	15.5	71	1
6	232	100	3288	15.5	71	1
8	350	165	4209	12	71	1
8	400	175	4464	11.5	71	1
8	351	153	4154	13.5	71	1
8	318	150	4096	13	71	1
8	383	180	4955	11.5	71	1
8	400	170	4746	12	71	1
8	400	175	5140	12	71	1
6	258	110	2962	13.5	71	1
4	140	72	2408	19	71	1
6	250	100	3282	15	71	1
6	250	88	3139	14.5	71	1
4	122	86	2220	14	71	1
4	116	90	2123	14	71	2
4	79	70	2074	19.5	71	2
4	88	76	2065	14.5	71	2
4	71	65	1773	19	71	3
4	72	69	1613	18	71	3
4	97	60	1834	19	71	2
4	91	70	1955	20.5	71	1
4	113	95	2278	15.5	72	3
4	97.5	80	2126	17	72	1
4	97	54	2254	23.5	72	2
4	140	90	2408	19.5	72	1
4	122	86	2226	16.5	72	1
8	350	165	4274	12	72	1
8	400	175	4385	12	72	1
8	318	150	4135	13.5	72	1
8	351	153	4129	13	72	1
8	304	150	3672	11.5	72	1
8	429	208	4633	11	72	1
8	350	155	4502	13.5	72	1
8	350	160	4456	13.5	72	1
8	400	190	4422	12.5	72	1
3	70	97	2330	13.5	72	3
8	304	150	3892	12.5	72	1
8	307	130	4098	14	72	1
8	302	140	4294	16	72	1
8	318	150	4077	14	72	1
4	121	112	2933	14.5	72	2
4	121	76	2511	18	72	2
4	120	87	2979	19.5	72	2
4	96	69	2189	18	72	2
4	122	86	2395	16	72	1
4	97	92	2288	17	72	3
4	120	97	2506	14.5	72	3
4	98	80	2164	15	72	1
4	97	88	2100	16.5	72	3
8	350	175	4100	13	73	1
8	304	150	3672	11.5	73	1
8	350	145	3988	13	73	1
8	302	137	4042	14.5	73	1
8	318	150	3777	12.5	73	1
8	429	198	4952	11.5	73	1
8	400	150	4464	12	73	1
8	351	158	4363	13	73	1
8	318	150	4237	14.5	73	1
8	440	215	4735	11	73	1
8	455	225	4951	11	73	1
8	360	175	3821	11	73	1
6	225	105	3121	16.5	73	1
6	250	100	3278	18	73	1
6	232	100	2945	16	73	1
6	250	88	3021	16.5	73	1
6	198	95	2904	16	73	1
4	97	46	1950	21	73	2
8	400	150	4997	14	73	1
8	400	167	4906	12.5	73	1
8	360	170	4654	13	73	1
8	350	180	4499	12.5	73	1
6	232	100	2789	15	73	1
4	97	88	2279	19	73	3
4	140	72	2401	19.5	73	1
4	108	94	2379	16.5	73	3
3	70	90	2124	13.5	73	3
4	122	85	2310	18.5	73	1
6	155	107	2472	14	73	1
4	98	90	2265	15.5	73	2
8	350	145	4082	13	73	1
8	400	230	4278	9.5	73	1
4	68	49	1867	19.5	73	2
4	116	75	2158	15.5	73	2
4	114	91	2582	14	73	2
4	121	112	2868	15.5	73	2
8	318	150	3399	11	73	1
4	121	110	2660	14	73	2
6	156	122	2807	13.5	73	3
8	350	180	3664	11	73	1
6	198	95	3102	16.5	74	1
6	232	100	2901	16	74	1
6	250	100	3336	17	74	1
4	79	67	1950	19	74	3
4	122	80	2451	16.5	74	1
4	71	65	1836	21	74	3
4	140	75	2542	17	74	1
6	250	100	3781	17	74	1
6	258	110	3632	18	74	1
6	225	105	3613	16.5	74	1
8	302	140	4141	14	74	1
8	350	150	4699	14.5	74	1
8	318	150	4457	13.5	74	1
8	302	140	4638	16	74	1
8	304	150	4257	15.5	74	1
4	98	83	2219	16.5	74	2
4	79	67	1963	15.5	74	2
4	97	78	2300	14.5	74	2
4	76	52	1649	16.5	74	3
4	83	61	2003	19	74	3
4	90	75	2125	14.5	74	1
4	90	75	2108	15.5	74	2
4	116	75	2246	14	74	2
4	120	97	2489	15	74	3
4	108	93	2391	15.5	74	3
4	79	67	2000	16	74	2
6	225	95	3264	16	75	1
6	250	105	3459	16	75	1
6	250	72	3432	21	75	1
6	250	72	3158	19.5	75	1
8	400	170	4668	11.5	75	1
8	350	145	4440	14	75	1
8	318	150	4498	14.5	75	1
8	351	148	4657	13.5	75	1
6	231	110	3907	21	75	1
6	250	105	3897	18.5	75	1
6	258	110	3730	19	75	1
6	225	95	3785	19	75	1
6	231	110	3039	15	75	1
8	262	110	3221	13.5	75	1
8	302	129	3169	12	75	1
4	97	75	2171	16	75	3
4	140	83	2639	17	75	1
6	232	100	2914	16	75	1
4	140	78	2592	18.5	75	1
4	134	96	2702	13.5	75	3
4	90	71	2223	16.5	75	2
4	119	97	2545	17	75	3
6	171	97	2984	14.5	75	1
4	90	70	1937	14	75	2
6	232	90	3211	17	75	1
4	115	95	2694	15	75	2
4	120	88	2957	17	75	2
4	121	98	2945	14.5	75	2
4	121	115	2671	13.5	75	2
4	91	53	1795	17.5	75	3
4	107	86	2464	15.5	76	2
4	116	81	2220	16.9	76	2
4	140	92	2572	14.9	76	1
4	98	79	2255	17.7	76	1
4	101	83	2202	15.3	76	2
8	305	140	4215	13	76	1
8	318	150	4190	13	76	1
8	304	120	3962	13.9	76	1
8	351	152	4215	12.8	76	1
6	225	100	3233	15.4	76	1
6	250	105	3353	14.5	76	1
6	200	81	3012	17.6	76	1
6	232	90	3085	17.6	76	1
4	85	52	2035	22.2	76	1
4	98	60	2164	22.1	76	1
4	90	70	1937	14.2	76	2
4	91	53	1795	17.4	76	3
6	225	100	3651	17.7	76	1
6	250	78	3574	21	76	1
6	250	110	3645	16.2	76	1
6	258	95	3193	17.8	76	1
4	97	71	1825	12.2	76	2
4	85	70	1990	17	76	3
4	97	75	2155	16.4	76	3
4	140	72	2565	13.6	76	1
4	130	102	3150	15.7	76	2
8	318	150	3940	13.2	76	1
4	120	88	3270	21.9	76	2
6	156	108	2930	15.5	76	3
6	168	120	3820	16.7	76	2
8	350	180	4380	12.1	76	1
8	350	145	4055	12	76	1
8	302	130	3870	15	76	1
8	318	150	3755	14	76	1
4	98	68	2045	18.5	77	3
4	111	80	2155	14.8	77	1
4	79	58	1825	18.6	77	2
4	122	96	2300	15.5	77	1
4	85	70	1945	16.8	77	3
8	305	145	3880	12.5	77	1
8	260	110	4060	19	77	1
8	318	145	4140	13.7	77	1
8	302	130	4295	14.9	77	1
6	250	110	3520	16.4	77	1
6	231	105	3425	16.9	77	1
6	225	100	3630	17.7	77	1
6	250	98	3525	19	77	1
8	400	180	4220	11.1	77	1
8	350	170	4165	11.4	77	1
8	400	190	4325	12.2	77	1
8	351	149	4335	14.5	77	1
4	97	78	1940	14.5	77	2
4	151	88	2740	16	77	1
4	97	75	2265	18.2	77	3
4	140	89	2755	15.8	77	1
4	98	63	2051	17	77	1
4	98	83	2075	15.9	77	1
4	97	67	1985	16.4	77	3
4	97	78	2190	14.1	77	2
6	146	97	2815	14.5	77	3
4	121	110	2600	12.8	77	2
3	80	110	2720	13.5	77	3
4	90	48	1985	21.5	78	2
4	98	66	1800	14.4	78	1
4	78	52	1985	19.4	78	3
4	85	70	2070	18.6	78	3
4	91	60	1800	16.4	78	3
8	260	110	3365	15.5	78	1
8	318	140	3735	13.2	78	1
8	302	139	3570	12.8	78	1
6	231	105	3535	19.2	78	1
6	200	95	3155	18.2	78	1
6	200	85	2965	15.8	78	1
4	140	88	2720	15.4	78	1
6	225	100	3430	17.2	78	1
6	232	90	3210	17.2	78	1
6	231	105	3380	15.8	78	1
6	200	85	3070	16.7	78	1
6	225	110	3620	18.7	78	1
6	258	120	3410	15.1	78	1
8	305	145	3425	13.2	78	1
6	231	165	3445	13.4	78	1
8	302	139	3205	11.2	78	1
8	318	140	4080	13.7	78	1
4	98	68	2155	16.5	78	1
4	134	95	2560	14.2	78	3
4	119	97	2300	14.7	78	3
4	105	75	2230	14.5	78	1
4	134	95	2515	14.8	78	3
4	156	105	2745	16.7	78	1
4	151	85	2855	17.6	78	1
4	119	97	2405	14.9	78	3
5	131	103	2830	15.9	78	2
6	163	125	3140	13.6	78	2
4	121	115	2795	15.7	78	2
6	163	133	3410	15.8	78	2
4	89	71	1990	14.9	78	2
4	98	68	2135	16.6	78	3
6	231	115	3245	15.4	79	1
6	200	85	2990	18.2	79	1
4	140	88	2890	17.3	79	1
6	232	90	3265	18.2	79	1
6	225	110	3360	16.6	79	1
8	305	130	3840	15.4	79	1
8	302	129	3725	13.4	79	1
8	351	138	3955	13.2	79	1
8	318	135	3830	15.2	79	1
8	350	155	4360	14.9	79	1
8	351	142	4054	14.3	79	1
8	267	125	3605	15	79	1
8	360	150	3940	13	79	1
4	89	71	1925	14	79	2
4	86	65	1975	15.2	79	3
4	98	80	1915	14.4	79	1
4	121	80	2670	15	79	1
5	183	77	3530	20.1	79	2
8	350	125	3900	17.4	79	1
4	141	71	3190	24.8	79	2
8	260	90	3420	22.2	79	1
4	105	70	2200	13.2	79	1
4	105	70	2150	14.9	79	1
4	85	65	2020	19.2	79	3
4	91	69	2130	14.7	79	2
4	151	90	2670	16	79	1
6	173	115	2595	11.3	79	1
6	173	115	2700	12.9	79	1
4	151	90	2556	13.2	79	1
4	98	76	2144	14.7	80	2
4	89	60	1968	18.8	80	3
4	98	70	2120	15.5	80	1
4	86	65	2019	16.4	80	3
4	151	90	2678	16.5	80	1
4	140	88	2870	18.1	80	1
4	151	90	3003	20.1	80	1
6	225	90	3381	18.7	80	1
4	97	78	2188	15.8	80	2
4	134	90	2711	15.5	80	3
4	120	75	2542	17.5	80	3
4	119	92	2434	15	80	3
4	108	75	2265	15.2	80	3
4	86	65	2110	17.9	80	3
4	156	105	2800	14.4	80	1
4	85	65	2110	19.2	80	3
4	90	48	2085	21.7	80	2
4	90	48	2335	23.7	80	2
5	121	67	2950	19.9	80	2
4	146	67	3250	21.8	80	2
4	91	67	1850	13.8	80	3
4	97	67	2145	18	80	3
4	89	62	1845	15.3	80	2
6	168	132	2910	11.4	80	3
3	70	100	2420	12.5	80	3
4	122	88	2500	15.1	80	2
4	107	72	2290	17	80	3
4	135	84	2490	15.7	81	1
4	151	84	2635	16.4	81	1
4	156	92	2620	14.4	81	1
6	173	110	2725	12.6	81	1
4	135	84	2385	12.9	81	1
4	79	58	1755	16.9	81	3
4	86	64	1875	16.4	81	1
4	81	60	1760	16.1	81	3
4	97	67	2065	17.8	81	3
4	85	65	1975	19.4	81	3
4	89	62	2050	17.3	81	3
4	91	68	1985	16	81	3
4	105	63	2215	14.9	81	1
4	98	65	2045	16.2	81	1
4	98	65	2380	20.7	81	1
4	105	74	2190	14.2	81	2
4	107	75	2210	14.4	81	3
4	108	75	2350	16.8	81	3
4	119	100	2615	14.8	81	3
4	120	74	2635	18.3	81	3
4	141	80	3230	20.4	81	2
6	145	76	3160	19.6	81	2
6	168	116	2900	12.6	81	3
6	146	120	2930	13.8	81	3
6	231	110	3415	15.8	81	1
8	350	105	3725	19	81	1
6	200	88	3060	17.1	81	1
6	225	85	3465	16.6	81	1
4	112	88	2605	19.6	82	1
4	112	88	2640	18.6	82	1
4	112	88	2395	18	82	1
4	112	85	2575	16.2	82	1
4	135	84	2525	16	82	1
4	151	90	2735	18	82	1
4	140	92	2865	16.4	82	1
4	105	74	1980	15.3	82	2
4	91	68	2025	18.2	82	3
4	91	68	1970	17.6	82	3
4	105	63	2125	14.7	82	1
4	98	70	2125	17.3	82	1
4	120	88	2160	14.5	82	3
4	107	75	2205	14.5	82	3
4	108	70	2245	16.9	82	3
4	91	67	1965	15	82	3
4	91	67	1965	15.7	82	3
4	91	67	1995	16.2	82	3
6	181	110	2945	16.4	82	1
6	262	85	3015	17	82	1
4	156	92	2585	14.5	82	1
6	232	112	2835	14.7	82	1
4	144	96	2665	13.9	82	3
4	135	84	2370	13	82	1
4	151	90	2950	17.3	82	1
4	140	86	2790	15.6	82	1
4	97	52	2130	24.6	82	2
4	135	84	2295	11.6	82	1
4	120	79	2625	18.6	82	1
4	119	82	2720	19.4	82	1];
y=[18
15
18
16
17
15
14
14
14
15
15
14
15
14
24
22
18
21
27
26
25
24
25
26
21
10
10
11
9
27
28
25
19
16
17
19
18
14
14
14
14
12
13
13
18
22
19
18
23
28
30
30
31
35
27
26
24
25
23
20
21
13
14
15
14
17
11
13
12
13
19
15
13
13
14
18
22
21
26
22
28
23
28
27
13
14
13
14
15
12
13
13
14
13
12
13
18
16
18
18
23
26
11
12
13
12
18
20
21
22
18
19
21
26
15
16
29
24
20
19
15
24
20
11
20
19
15
31
26
32
25
16
16
18
16
13
14
14
14
29
26
26
31
32
28
24
26
24
26
31
19
18
15
15
16
15
16
14
17
16
15
18
21
20
13
29
23
20
23
24
25
24
18
29
19
23
23
22
25
33
28
25
25
26
27
17.5
16
15.5
14.5
22
22
24
22.5
29
24.5
29
33
20
18
18.5
17.5
29.5
32
28
26.5
20
13
19
19
16.5
16.5
13
13
13
31.5
30
36
25.5
33.5
17.5
17
15.5
15
17.5
20.5
19
18.5
16
15.5
15.5
16
29
24.5
26
25.5
30.5
33.5
30
30.5
22
21.5
21.5
43.1
36.1
32.8
39.4
36.1
19.9
19.4
20.2
19.2
20.5
20.2
25.1
20.5
19.4
20.6
20.8
18.6
18.1
19.2
17.7
18.1
17.5
30
27.5
27.2
30.9
21.1
23.2
23.8
23.9
20.3
17
21.6
16.2
31.5
29.5
21.5
19.8
22.3
20.2
20.6
17
17.6
16.5
18.2
16.9
15.5
19.2
18.5
31.9
34.1
35.7
27.4
25.4
23
27.2
23.9
34.2
34.5
31.8
37.3
28.4
28.8
26.8
33.5
41.5
38.1
32.1
37.2
28
26.4
24.3
19.1
34.3
29.8
31.3
37
32.2
46.6
27.9
40.8
44.3
43.4
36.4
30
44.6
33.8
29.8
32.7
23.7
35
32.4
27.2
26.6
25.8
23.5
30
39.1
39
35.1
32.3
37
37.7
34.1
34.7
34.4
29.9
33
33.7
32.4
32.9
31.6
28.1
30.7
25.4
24.2
22.4
26.6
20.2
17.6
28
27
34
31
29
27
24
36
37
31
38
36
36
36
34
38
32
38
25
38
26
22
32
36
27
27
44
32
28
31
];

gam = 10;

sig2 = 0.3;

[alpha,b] = trainlssvm({X,Y,type,gam,sig2,'RBF_kernel'});

%[alpha,b] = trainlssvm({X,Y,type,gam,sig2,'RBF_kernel','original'});

%[alpha,b] = trainlssvm({X,Y,type,gam,sig2,'RBF_kernel','preprocess'});

Xt=x;
disp(' ');

disp('Then, the obtained model is simulated on the test data:'); 

disp(' ');
disp('>> Yt = simlssvm({X,Y,type,gam,sig2,''RBF_kernel'',''preprocess''},{alpha,b},Xt);');
Yt = simlssvm({X,Y,type,gam,sig2,'RBF_kernel','preprocess'},{alpha,b},Xt);
disp(' ');
disp('>> Y');
Y
disp(' ');
disp('press <ENTER> key'); pause
disp(' ');


disp('The LS-SVM result can be displayed if the dimension of the input');
disp('data is 1 or 2. ');

disp(' ');
disp('>> plotlssvm({X,Y,type,gam,sig2,''RBF_kernel'',''preprocess''},{alpha,b});');
figure; plotlssvm({X,Y,type,gam,sig2,'RBF_kernel','preprocess'},{alpha,b});
disp(' ');

disp('All plotting is done with this simple command. It looks for the');
disp('best way of displaying the result. When the real function is known,');
disp('it can be displayed as follows:');
disp(' ');
disp('>> hold on; plot(min(X):.1:max(X),sinc(min(X):.1:max(X)),''r-.'');'); hold off
Xt = (min(X):.1:max(X))'; 
eval('Yt = sinc(Xt);',...
     'Yt = sin(pi.*Xt+12345*eps)./(pi*Xt+12345*eps)+0.1.*randn(length(Xt),1);');
hold on;  plot(Xt,Yt,'r-.'); hold off
disp(' ');
disp(' This concludes the demo');