Home /Derivative-free optimization comparison table

Derivative-free optimization comparison table

This page is part of the Comparison of derivative-free optimization algorithms by Luis Miguel Rios and Nikolaos V. Sahinidis

Complete list of test problems and model statistics

  problem smoothness convexity variables type solution collection
1 3pk smooth nonconvex 30 3 1.7201000E+00 princetonlib
2 aircrftb smooth nonconvex 5 2 0.0000000E+00 princetonlib
3 allinit smooth nonconvex 3 2 1.6705968E+01 princetonlib
4 allinitu smooth nonconvex 4 2 5.7443849E+00 princetonlib
5 arglina smooth nonconvex 100 4 1.0000000E+02 princetonlib
6 arglinb smooth nonconvex 10 3 4.6341463E+00 princetonlib
7 arglinc smooth nonconvex 8 2 6.1351351E+00 princetonlib
8 beale smooth nonconvex 2 1 0.0000000E+00 princetonlib
9 biggs3 smooth nonconvex 3 2 0.0000000E+00 princetonlib
10 biggs5 smooth nonconvex 5 2 0.0000000E+00 princetonlib
11 biggs6 smooth nonconvex 6 2 0.0000000E+00 princetonlib
12 box2 smooth nonconvex 2 1 0.0000000E+00 princetonlib
13 box3 smooth nonconvex 3 2 0.0000000E+00 princetonlib
14 bqp1var smooth nonconvex 1 1 0.0000000E+00 princetonlib
15 branin smooth nonconvex 2 1 3.9788736E-01 princetonlib
16 brownal smooth nonconvex 10 3 0.0000000E+00 princetonlib
17 brownbs smooth nonconvex 2 1 0.0000000E+00 princetonlib
18 brownden smooth nonconvex 4 2 8.5822200E+04 princetonlib
19 camel1 smooth nonconvex 2 1 -1.0316285E+00 princetonlib
20 camel6 smooth nonconvex 2 1 -1.0316285E+00 princetonlib
21 chebyqad smooth nonconvex 50 4 5.3863548E-03 princetonlib
22 chi smooth nonconvex 2 1 -4.3315860E+01 princetonlib
23 chnrosnb smooth nonconvex 50 4 0.0000000E+00 princetonlib
24 cliff smooth nonconvex 2 1 1.9978661E-01 princetonlib
25 convex1_10_1 nonsmooth convex 10 3 0.0000000E+00 Richtarik
26 convex1_10_2 nonsmooth convex 10 3 0.0000000E+00 Richtarik
27 convex1_10_3 nonsmooth convex 10 3 0.0000000E+00 Richtarik
28 convex1_10_4 nonsmooth convex 10 3 0.0000000E+00 Richtarik
29 convex1_10_5 nonsmooth convex 10 3 0.0000000E+00 Richtarik
30 convex1_100_1 nonsmooth convex 100 4 0.0000000E+00 Richtarik
31 convex1_100_2 nonsmooth convex 100 4 0.0000000E+00 Richtarik
32 convex1_100_3 nonsmooth convex 100 4 0.0000000E+00 Richtarik
33 convex1_100_4 nonsmooth convex 100 4 0.0000000E+00 Richtarik
34 convex1_100_5 nonsmooth convex 100 4 0.0000000E+00 Richtarik
35 convex1_15_1 nonsmooth convex 15 3 0.0000000E+00 Richtarik
36 convex1_15_2 nonsmooth convex 15 3 0.0000000E+00 Richtarik
37 convex1_15_3 nonsmooth convex 15 3 0.0000000E+00 Richtarik
38 convex1_15_4 nonsmooth convex 15 3 0.0000000E+00 Richtarik
39 convex1_15_5 nonsmooth convex 15 3 0.0000000E+00 Richtarik
40 convex1_20_1 nonsmooth convex 20 3 0.0000000E+00 Richtarik
41 convex1_20_2 nonsmooth convex 20 3 0.0000000E+00 Richtarik
42 convex1_20_3 nonsmooth convex 20 3 0.0000000E+00 Richtarik
43 convex1_20_4 nonsmooth convex 20 3 0.0000000E+00 Richtarik
44 convex1_20_5 nonsmooth convex 20 3 0.0000000E+00 Richtarik
45 convex1_200_1 nonsmooth convex 200 4 0.0000000E+00 Richtarik
46 convex1_200_2 nonsmooth convex 200 4 0.0000000E+00 Richtarik
47 convex1_200_3 nonsmooth convex 200 4 0.0000000E+00 Richtarik
48 convex1_200_4 nonsmooth convex 200 4 0.0000000E+00 Richtarik
49 convex1_200_5 nonsmooth convex 200 4 0.0000000E+00 Richtarik
50 convex1_25_1 nonsmooth convex 25 3 0.0000000E+00 Richtarik
51 convex1_25_2 nonsmooth convex 25 3 0.0000000E+00 Richtarik
52 convex1_25_3 nonsmooth convex 25 3 0.0000000E+00 Richtarik
53 convex1_25_4 nonsmooth convex 25 3 0.0000000E+00 Richtarik
54 convex1_25_5 nonsmooth convex 25 3 0.0000000E+00 Richtarik
55 convex1_30_1 nonsmooth convex 30 3 0.0000000E+00 Richtarik
56 convex1_30_2 nonsmooth convex 30 3 0.0000000E+00 Richtarik
57 convex1_30_3 nonsmooth convex 30 3 0.0000000E+00 Richtarik
58 convex1_30_4 nonsmooth convex 30 3 0.0000000E+00 Richtarik
59 convex1_30_5 nonsmooth convex 30 3 0.0000000E+00 Richtarik
60 convex1_300_1 nonsmooth convex 300 4 0.0000000E+00 Richtarik
61 convex1_300_2 nonsmooth convex 300 4 0.0000000E+00 Richtarik
62 convex1_300_3 nonsmooth convex 300 4 0.0000000E+00 Richtarik
63 convex1_300_4 nonsmooth convex 300 4 0.0000000E+00 Richtarik
64 convex1_300_5 nonsmooth convex 300 4 0.0000000E+00 Richtarik
65 convex1_35_1 nonsmooth convex 35 4 0.0000000E+00 Richtarik
66 convex1_35_2 nonsmooth convex 35 4 0.0000000E+00 Richtarik
67 convex1_35_3 nonsmooth convex 35 4 0.0000000E+00 Richtarik
68 convex1_35_4 nonsmooth convex 35 4 0.0000000E+00 Richtarik
69 convex1_35_5 nonsmooth convex 35 4 0.0000000E+00 Richtarik
70 convex1_40_1 nonsmooth convex 40 4 0.0000000E+00 Richtarik
71 convex1_40_2 nonsmooth convex 40 4 0.0000000E+00 Richtarik
72 convex1_40_3 nonsmooth convex 40 4 0.0000000E+00 Richtarik
73 convex1_40_4 nonsmooth convex 40 4 0.0000000E+00 Richtarik
74 convex1_40_5 nonsmooth convex 40 4 0.0000000E+00 Richtarik
75 convex1_45_1 nonsmooth convex 45 4 0.0000000E+00 Richtarik
76 convex1_45_2 nonsmooth convex 45 4 0.0000000E+00 Richtarik
77 convex1_45_3 nonsmooth convex 45 4 0.0000000E+00 Richtarik
78 convex1_45_4 nonsmooth convex 45 4 0.0000000E+00 Richtarik
79 convex1_45_5 nonsmooth convex 45 4 0.0000000E+00 Richtarik
80 convex1_5_1 nonsmooth convex 5 2 0.0000000E+00 Richtarik
81 convex1_5_2 nonsmooth convex 5 2 0.0000000E+00 Richtarik
82 convex1_5_3 nonsmooth convex 5 2 0.0000000E+00 Richtarik
83 convex1_5_4 nonsmooth convex 5 2 0.0000000E+00 Richtarik
84 convex1_5_5 nonsmooth convex 5 2 0.0000000E+00 Richtarik
85 convex1_50_1 nonsmooth convex 50 4 0.0000000E+00 Richtarik
86 convex1_50_2 nonsmooth convex 50 4 0.0000000E+00 Richtarik
87 convex1_50_3 nonsmooth convex 50 4 0.0000000E+00 Richtarik
88 convex1_50_4 nonsmooth convex 50 4 0.0000000E+00 Richtarik
89 convex1_50_5 nonsmooth convex 50 4 0.0000000E+00 Richtarik
90 convex2_10_1 nonsmooth convex 10 3 2.8415858E+00 Nesterov
91 convex2_10_2 nonsmooth convex 10 3 3.4395957E+00 Nesterov
92 convex2_10_3 nonsmooth convex 10 3 3.3633854E+00 Nesterov
93 convex2_10_4 nonsmooth convex 10 3 5.4097486E+00 Nesterov
94 convex2_10_5 nonsmooth convex 10 3 4.2410771E+00 Nesterov
95 convex2_100_1 nonsmooth convex 100 4 3.6224492E+01 Nesterov
96 convex2_100_2 nonsmooth convex 100 4 2.8831287E+01 Nesterov
97 convex2_100_3 nonsmooth convex 100 4 3.6164650E+01 Nesterov
98 convex2_100_4 nonsmooth convex 100 4 3.0095009E+01 Nesterov
99 convex2_100_5 nonsmooth convex 100 4 3.2912666E+01 Nesterov
100 convex2_15_1 nonsmooth convex 15 3 4.2948653E+00 Nesterov
101 convex2_15_2 nonsmooth convex 15 3 6.2619585E+00 Nesterov
102 convex2_15_3 nonsmooth convex 15 3 3.9372744E+00 Nesterov
103 convex2_15_4 nonsmooth convex 15 3 6.0124209E+00 Nesterov
104 convex2_15_5 nonsmooth convex 15 3 4.8481273E+00 Nesterov
105 convex2_20_1 nonsmooth convex 20 3 7.0334028E+00 Nesterov
106 convex2_20_2 nonsmooth convex 20 3 6.4588629E+00 Nesterov
107 convex2_20_3 nonsmooth convex 20 3 6.3402459E+00 Nesterov
108 convex2_20_4 nonsmooth convex 20 3 6.3745261E+00 Nesterov
109 convex2_20_5 nonsmooth convex 20 3 7.4817935E+00 Nesterov
110 convex2_200_1 nonsmooth convex 200 4 6.7920214E+01 Nesterov
111 convex2_200_2 nonsmooth convex 200 4 7.1348222E+01 Nesterov
112 convex2_200_3 nonsmooth convex 200 4 6.8694880E+01 Nesterov
113 convex2_200_4 nonsmooth convex 200 4 6.7308421E+01 Nesterov
114 convex2_200_5 nonsmooth convex 200 4 6.8358099E+01 Nesterov
115 convex2_25_1 nonsmooth convex 25 3 9.9799639E+00 Nesterov
116 convex2_25_2 nonsmooth convex 25 3 9.3637233E+00 Nesterov
117 convex2_25_3 nonsmooth convex 25 3 8.3271420E+00 Nesterov
118 convex2_25_4 nonsmooth convex 25 3 8.6622132E+00 Nesterov
119 convex2_25_5 nonsmooth convex 25 3 6.6278664E+00 Nesterov
120 convex2_30_1 nonsmooth convex 30 3 9.8427809E+00 Nesterov
121 convex2_30_2 nonsmooth convex 30 3 1.1576117E+01 Nesterov
122 convex2_30_3 nonsmooth convex 30 3 1.1474688E+01 Nesterov
123 convex2_30_4 nonsmooth convex 30 3 1.0632933E+01 Nesterov
124 convex2_30_5 nonsmooth convex 30 3 1.1832453E+01 Nesterov
125 convex2_300_1 nonsmooth convex 300 4 9.6200411E+01 Nesterov
126 convex2_300_2 nonsmooth convex 300 4 9.8165610E+01 Nesterov
127 convex2_300_3 nonsmooth convex 300 4 9.7875791E+01 Nesterov
128 convex2_300_4 nonsmooth convex 300 4 1.0091978E+02 Nesterov
129 convex2_300_5 nonsmooth convex 300 4 1.0685569E+02 Nesterov
130 convex2_35_1 nonsmooth convex 35 4 1.2070712E+01 Nesterov
131 convex2_35_2 nonsmooth convex 35 4 1.1091702E+01 Nesterov
132 convex2_35_3 nonsmooth convex 35 4 1.3104488E+01 Nesterov
133 convex2_35_4 nonsmooth convex 35 4 1.5198634E+01 Nesterov
134 convex2_35_5 nonsmooth convex 35 4 1.5417644E+01 Nesterov
135 convex2_40_1 nonsmooth convex 40 4 1.1992830E+01 Nesterov
136 convex2_40_2 nonsmooth convex 40 4 1.2432202E+01 Nesterov
137 convex2_40_3 nonsmooth convex 40 4 1.1268188E+01 Nesterov
138 convex2_40_4 nonsmooth convex 40 4 1.2607939E+01 Nesterov
139 convex2_40_5 nonsmooth convex 40 4 1.2470810E+01 Nesterov
140 convex2_45_1 nonsmooth convex 45 4 1.4375845E+01 Nesterov
141 convex2_45_2 nonsmooth convex 45 4 1.3523503E+01 Nesterov
142 convex2_45_3 nonsmooth convex 45 4 1.7238431E+01 Nesterov
143 convex2_45_4 nonsmooth convex 45 4 1.4196562E+01 Nesterov
144 convex2_45_5 nonsmooth convex 45 4 1.5763897E+01 Nesterov
145 convex2_5_1 nonsmooth convex 5 2 2.3537650E+00 Nesterov
146 convex2_5_2 nonsmooth convex 5 2 8.5250017E-01 Nesterov
147 convex2_5_3 nonsmooth convex 5 2 1.1476910E+00 Nesterov
148 convex2_5_4 nonsmooth convex 5 2 1.5759717E+00 Nesterov
149 convex2_5_5 nonsmooth convex 5 2 1.8407097E+00 Nesterov
150 convex2_50_1 nonsmooth convex 50 4 1.8539832E+01 Nesterov
151 convex2_50_2 nonsmooth convex 50 4 1.6584468E+01 Nesterov
152 convex2_50_3 nonsmooth convex 50 4 1.7080031E+01 Nesterov
153 convex2_50_4 nonsmooth convex 50 4 2.0963795E+01 Nesterov
154 convex2_50_5 nonsmooth convex 50 4 1.9692785E+01 Nesterov
155 convex3_10_1 smooth convex 10 3 0.0000000E+00 Nesterov
156 convex3_100_1 smooth convex 100 4 0.0000000E+00 Nesterov
157 convex3_15_1 smooth convex 15 3 0.0000000E+00 Nesterov
158 convex3_20_1 smooth convex 20 3 0.0000000E+00 Nesterov
159 convex3_200_1 smooth convex 200 4 0.0000000E+00 Nesterov
160 convex3_25_1 smooth convex 25 3 0.0000000E+00 Nesterov
161 convex3_30_1 smooth convex 30 3 0.0000000E+00 Nesterov
162 convex3_300_1 smooth convex 300 4 0.0000000E+00 Nesterov
163 convex3_35_1 smooth convex 35 4 0.0000000E+00 Nesterov
164 convex3_40_1 smooth convex 40 4 0.0000000E+00 Nesterov
165 convex3_45_1 smooth convex 45 4 0.0000000E+00 Nesterov
166 convex3_5_1 smooth convex 5 2 0.0000000E+00 Nesterov
167 convex3_50_1 smooth convex 50 4 0.0000000E+00 Nesterov
168 convex4_10_1 smooth convex 10 3 8.2066280E-31 Conn et al.
169 convex4_10_2 smooth convex 10 3 5.3350000E-29 Conn et al.
170 convex4_10_3 smooth convex 10 3 3.3044000E-27 Conn et al.
171 convex4_10_4 smooth convex 10 3 2.4863000E-27 Conn et al.
172 convex4_10_5 smooth convex 10 3 4.2367700E-21 Conn et al.
173 convex4_100_1 smooth convex 100 4 4.1624800E-28 Conn et al.
174 convex4_100_2 smooth convex 100 4 2.6042000E-27 Conn et al.
175 convex4_100_3 smooth convex 100 4 3.6154400E-24 Conn et al.
176 convex4_100_4 smooth convex 100 4 2.1475000E-22 Conn et al.
177 convex4_100_5 smooth convex 100 4 8.9870900E-23 Conn et al.
178 convex4_15_1 smooth convex 15 3 2.1050000E-24 Conn et al.
179 convex4_15_2 smooth convex 15 3 1.2953000E-29 Conn et al.
180 convex4_15_3 smooth convex 15 3 4.5886000E-24 Conn et al.
181 convex4_15_4 smooth convex 15 3 9.7382000E-30 Conn et al.
182 convex4_15_5 smooth convex 15 3 1.2711100E-30 Conn et al.
183 convex4_20_1 smooth convex 20 3 7.4318000E-26 Conn et al.
184 convex4_20_2 smooth convex 20 3 2.3128000E-24 Conn et al.
185 convex4_20_3 smooth convex 20 3 8.9208000E-19 Conn et al.
186 convex4_20_4 smooth convex 20 3 1.4523000E-24 Conn et al.
187 convex4_20_5 smooth convex 20 3 3.4488000E-27 Conn et al.
188 convex4_200_1 smooth convex 200 4 3.5484770E-23 Conn et al.
189 convex4_200_2 smooth convex 200 4 3.2999050E-24 Conn et al.
190 convex4_200_3 smooth convex 200 4 1.7573100E-20 Conn et al.
191 convex4_200_4 smooth convex 200 4 3.2773600E-18 Conn et al.
192 convex4_200_5 smooth convex 200 4 6.4479150E-27 Conn et al.
193 convex4_25_1 smooth convex 25 3 6.0070000E-25 Conn et al.
194 convex4_25_2 smooth convex 25 3 2.0770900E-29 Conn et al.
195 convex4_25_3 smooth convex 25 3 1.8359000E-17 Conn et al.
196 convex4_25_4 smooth convex 25 3 7.2586000E-30 Conn et al.
197 convex4_25_5 smooth convex 25 3 3.2500000E-26 Conn et al.
198 convex4_30_1 smooth convex 30 3 2.2008600E-26 Conn et al.
199 convex4_30_2 smooth convex 30 3 3.1827000E-21 Conn et al.
200 convex4_30_3 smooth convex 30 3 2.8844000E-27 Conn et al.
201 convex4_30_4 smooth convex 30 3 2.7180300E-29 Conn et al.
202 convex4_30_5 smooth convex 30 3 5.2309000E-22 Conn et al.
203 convex4_300_1 smooth convex 300 4 1.8343000E-24 Conn et al.
204 convex4_300_2 smooth convex 300 4 2.2671000E-26 Conn et al.
205 convex4_300_3 smooth convex 300 4 5.0413400E-26 Conn et al.
206 convex4_300_4 smooth convex 300 4 1.5175600E-26 Conn et al.
207 convex4_300_5 smooth convex 300 4 1.1206000E-26 Conn et al.
208 convex4_35_1 smooth convex 35 4 2.0140000E-29 Conn et al.
209 convex4_35_2 smooth convex 35 4 1.5880000E-26 Conn et al.
210 convex4_35_3 smooth convex 35 4 9.5030000E-22 Conn et al.
211 convex4_35_4 smooth convex 35 4 3.0885000E-23 Conn et al.
212 convex4_35_5 smooth convex 35 4 1.4953000E-20 Conn et al.
213 convex4_40_1 smooth convex 40 4 1.0097900E-25 Conn et al.
214 convex4_40_2 smooth convex 40 4 3.3490000E-25 Conn et al.
215 convex4_40_3 smooth convex 40 4 6.0370000E-26 Conn et al.
216 convex4_40_4 smooth convex 40 4 1.9820400E-26 Conn et al.
217 convex4_40_5 smooth convex 40 4 5.0350000E-27 Conn et al.
218 convex4_45_1 smooth convex 45 4 8.4009000E-25 Conn et al.
219 convex4_45_2 smooth convex 45 4 2.1440000E-25 Conn et al.
220 convex4_45_3 smooth convex 45 4 3.5850100E-22 Conn et al.
221 convex4_45_4 smooth convex 45 4 5.8635000E-26 Conn et al.
222 convex4_45_5 smooth convex 45 4 6.9545000E-28 Conn et al.
223 convex4_5_1 smooth convex 5 2 9.4293000E-31 Conn et al.
224 convex4_5_2 smooth convex 5 2 1.0168900E-30 Conn et al.
225 convex4_5_3 smooth convex 5 2 8.7278600E-23 Conn et al.
226 convex4_5_4 smooth convex 5 2 1.3250000E-31 Conn et al.
227 convex4_5_5 smooth convex 5 2 8.0413900E-19 Conn et al.
228 convex4_50_1 smooth convex 50 4 4.9331000E-26 Conn et al.
229 convex4_50_2 smooth convex 50 4 3.7070500E-21 Conn et al.
230 convex4_50_3 smooth convex 50 4 3.2351000E-17 Conn et al.
231 convex4_50_4 smooth convex 50 4 3.7570900E-24 Conn et al.
232 convex4_50_5 smooth convex 50 4 3.0002300E-25 Conn et al.
233 cube smooth nonconvex 2 1 0.0000000E+00 princetonlib
234 denschna smooth nonconvex 2 1 0.0000000E+00 princetonlib
235 denschnb smooth nonconvex 2 1 0.0000000E+00 princetonlib
236 denschnc smooth nonconvex 2 1 0.0000000E+00 princetonlib
237 denschnd smooth nonconvex 3 2 0.0000000E+00 princetonlib
238 denschne smooth nonconvex 3 2 0.0000000E+00 princetonlib
239 denschnf smooth nonconvex 2 1 0.0000000E+00 princetonlib
240 dixon3dq smooth nonconvex 10 3 0.0000000E+00 princetonlib
241 djtl smooth nonconvex 2 1 -8.9515447E+03 princetonlib
242 eg1 smooth nonconvex 3 2 -1.4293070E+00 princetonlib
243 eigena smooth nonconvex 110 4 1.9296325E+00 princetonlib
244 eigenals smooth nonconvex 110 4 0.0000000E+00 princetonlib
245 eigenb smooth nonconvex 110 4 0.0000000E+00 princetonlib
246 eigenbls smooth nonconvex 110 4 0.0000000E+00 princetonlib
247 emfl smooth nonconvex 50 4 4.6417698E+01 princetonlib
248 emfl_eps smooth nonconvex 50 4 4.6417906E+01 princetonlib
249 emfl_vareps smooth nonconvex 51 4 4.6417704E+01 princetonlib
250 engval2 smooth nonconvex 3 2 0.0000000E+00 princetonlib
251 errinros smooth nonconvex 50 4 3.9904154E+01 princetonlib
252 esfl smooth nonconvex 2 1 1.9122391E+02 princetonlib
253 ex4_1_1 smooth nonconvex 1 1 -7.4873124E+00 globallib
254 ex4_1_2 smooth nonconvex 1 1 -6.6350010E+02 globallib
255 ex4_1_3 smooth nonconvex 1 1 -4.4367170E+02 globallib
256 ex4_1_4 smooth nonconvex 1 1 0.0000000E+00 globallib
257 ex4_1_5 smooth nonconvex 2 1 0.0000000E+00 globallib
258 ex4_1_6 smooth nonconvex 1 1 7.0000000E+00 globallib
259 ex4_1_7 smooth nonconvex 1 1 -7.5000000E+00 globallib
260 ex8_1_1 smooth nonconvex 2 1 -2.0218068E+00 globallib
261 ex8_1_2 smooth nonconvex 1 1 -1.0709000E+00 globallib
262 ex8_1_3 smooth nonconvex 2 1 3.0000000E+00 globallib
263 ex8_1_4 smooth nonconvex 2 1 0.0000000E+00 globallib
264 ex8_1_5 smooth nonconvex 2 1 -1.0316285E+00 globallib
265 ex8_1_6 smooth nonconvex 2 1 -1.0086000E+01 globallib
266 expfit smooth nonconvex 2 1 2.4051059E-01 princetonlib
267 explin smooth nonconvex 120 4 -7.2375627E+05 princetonlib
268 explin2 smooth nonconvex 120 4 -7.2445914E+05 princetonlib
269 expquad smooth nonconvex 120 4 -3.6245999E+06 princetonlib
270 extrosnb smooth nonconvex 10 3 0.0000000E+00 princetonlib
271 fermat_vareps smooth nonconvex 3 2 7.4641016E+00 princetonlib
272 fermat2_vareps smooth nonconvex 3 2 4.4721360E+00 princetonlib
273 fletcbv2 smooth nonconvex 100 4 -5.1400678E-01 princetonlib
274 fletchcr smooth nonconvex 100 4 0.0000000E+00 princetonlib
275 genhumps smooth nonconvex 5 2 0.0000000E+00 princetonlib
276 gold smooth nonconvex 2 1 3.0000000E+00 princetonlib
277 griewank smooth nonconvex 2 1 0.0000000E+00 princetonlib
278 growth smooth nonconvex 3 2 1.0040406E+00 princetonlib
279 growthls smooth nonconvex 3 2 1.0040406E+00 princetonlib
280 hadamals smooth nonconvex 90 4 2.5316416E+01 princetonlib
281 hairy smooth nonconvex 2 1 2.0000000E+01 princetonlib
282 harkerp2 smooth nonconvex 100 4 -5.0000000E-01 princetonlib
283 hart6 smooth nonconvex 6 2 -3.3228869E+00 princetonlib
284 hatflda smooth nonconvex 4 2 0.0000000E+00 princetonlib
285 hatfldb smooth nonconvex 4 2 5.5728090E-03 princetonlib
286 hatfldc smooth nonconvex 4 2 0.0000000E+00 princetonlib
287 hatfldd smooth nonconvex 3 2 0.0000000E+00 princetonlib
288 heart6ls smooth nonconvex 6 2 0.0000000E+00 princetonlib
289 heart8ls smooth nonconvex 8 2 0.0000000E+00 princetonlib
290 hilberta smooth nonconvex 10 3 0.0000000E+00 princetonlib
291 hilbertb smooth nonconvex 50 4 0.0000000E+00 princetonlib
292 himmelbb smooth nonconvex 2 1 0.0000000E+00 princetonlib
293 himmelbf smooth nonconvex 4 2 3.1857175E+02 princetonlib
294 himmelbg smooth nonconvex 2 1 0.0000000E+00 princetonlib
295 himmelp1 smooth nonconvex 2 1 -6.2053869E+01 princetonlib
296 hs001 smooth nonconvex 2 1 0.0000000E+00 princetonlib
297 hs002 smooth nonconvex 2 1 3.3366647E-26 princetonlib
298 hs003 smooth nonconvex 2 1 0.0000000E+00 princetonlib
299 hs004 smooth nonconvex 2 1 2.6666667E+00 princetonlib
300 hs005 smooth nonconvex 2 1 -1.9132230E+00 princetonlib
301 hs038 smooth nonconvex 4 2 0.0000000E+00 princetonlib
302 hs045 smooth nonconvex 5 2 1.0000000E+00 princetonlib
303 hs110 smooth nonconvex 10 3 -4.5778470E+01 princetonlib
304 hs3mod smooth nonconvex 2 1 0.0000000E+00 princetonlib
305 hs5 smooth nonconvex 2 1 -1.9132230E+00 princetonlib
306 humps smooth nonconvex 2 1 0.0000000E+00 princetonlib
307 jensmp smooth nonconvex 2 1 1.2436218E+02 princetonlib
308 kowalik smooth nonconvex 4 2 3.0748599E-04 princetonlib
309 kowosb smooth nonconvex 4 2 3.0750737E-04 princetonlib
310 least smooth nonconvex 3 2 1.4085140E+04 globallib
311 levy3 smooth nonconvex 2 1 -2.1048229E+02 princetonlib
312 loghairy smooth nonconvex 2 1 1.8232156E-01 princetonlib
313 logros smooth nonconvex 2 1 0.0000000E+00 princetonlib
314 maratosb smooth nonconvex 2 1 -1.0000001E+00 princetonlib
315 mdhole smooth nonconvex 2 1 0.0000000E+00 princetonlib
316 median smooth nonconvex 1 1 4.9424200E+00 princetonlinb
317 median_vareps smooth nonconvex 2 1 4.6263263E+00 princetonlinb
318 mexhat smooth nonconvex 2 1 -4.0100000E-02 princetonlib
319 nasty smooth nonconvex 2 1 0.0000000E+00 princetonlib
320 nnls smooth nonconvex 300 4 6.3378545E+05 princetonlib
321 nonmsqrt smooth nonconvex 9 2 7.5180000E-01 princetonlib
322 osborne1 smooth nonconvex 5 2 5.4648947E-05 princetonlib
323 osbornea smooth nonconvex 5 2 5.4649034E-05 princetonlib
324 osborneb smooth nonconvex 11 3 4.0138000E-02 princetonlib
325 oslbqp smooth nonconvex 8 2 6.2500000E+00 princetonlib
326 palmer1 smooth nonconvex 4 2 1.1754600E+04 princetonlib
327 palmer1c smooth nonconvex 8 2 9.7597991E-02 princetonlib
328 palmer1d smooth nonconvex 7 2 6.5268294E-01 princetonlib
329 palmer1e smooth nonconvex 8 2 8.0000000E-04 princetonlib
330 palmer2a smooth nonconvex 6 2 1.7160739E-02 princetonlib
331 palmer2c smooth nonconvex 8 2 1.4400000E-02 princetonlib
332 palmer2e smooth nonconvex 8 2 2.0000000E-04 princetonlib
333 palmer3 smooth nonconvex 4 2 2.2659582E+03 princetonlib
334 palmer3c smooth nonconvex 8 2 1.9500000E-02 princetonlib
335 palmer3e smooth nonconvex 8 2 5.0740840E-05 princetonlib
336 palmer4 smooth nonconvex 4 2 2.2853830E+03 princetonlib
337 palmer4c smooth nonconvex 8 2 5.0300000E-02 princetonlib
338 palmer4e smooth nonconvex 8 2 1.0000000E-04 princetonlib
339 palmer5a smooth nonconvex 8 2 2.3993090E-02 princetonlib
340 palmer5b smooth nonconvex 9 2 9.7524926E-03 princetonlib
341 palmer5c smooth nonconvex 6 2 2.1280867E+00 princetonlib
342 palmer5d smooth nonconvex 4 2 8.7339400E+01 princetonlib
343 palmer5e smooth nonconvex 8 2 2.0713394E-02 princetonlib
344 palmer6a smooth nonconvex 6 2 5.5900000E-02 princetonlib
345 palmer6c smooth nonconvex 8 2 1.6387422E-02 princetonlib
346 palmer6e smooth nonconvex 8 2 2.0000000E-04 princetonlib
347 palmer7c smooth nonconvex 8 2 6.0198567E-01 princetonlib
348 palmer7e smooth nonconvex 8 2 4.2469240E+00 princetonlib
349 palmer8a smooth nonconvex 6 2 7.4000000E-02 princetonlib
350 palmer8c smooth nonconvex 8 2 1.5976806E-01 princetonlib
351 palmer8e smooth nonconvex 8 2 6.3000000E-03 princetonlib
352 penalty2 smooth nonconvex 100 4 9.7096084E+04 princetonlib
353 polygon smooth nonconvex 19 3 -9.9999998E+00 princetonlib
354 powell smooth nonconvex 4 2 0.0000000E+00 princetonlib
355 price smooth nonconvex 2 1 0.0000000E+00 princetonlib
356 problem2.1 nonsmooth convex 2 1 1.9522245E+00 Luksan and Vlcek
357 problem2.10 nonsmooth convex 4 2 1.1570644E+02 Luksan and Vlcek
358 problem2.11 nonsmooth convex 4 2 2.6359735E-03 Luksan and Vlcek
359 problem2.12 nonsmooth convex 4 2 2.0160753E-03 Luksan and Vlcek
360 problem2.13 nonsmooth nonconvex 4 2 1.2041887E-07 Luksan and Vlcek
361 problem2.14 nonsmooth nonconvex 5 2 1.2237125E-04 Luksan and Vlcek
362 problem2.15 nonsmooth nonconvex 5 2 2.2340496E-02 Luksan and Vlcek
363 problem2.16 nonsmooth nonconvex 6 2 5.2034400E-02 Luksan and Vlcek
364 problem2.17 nonsmooth nonconvex 6 2 1.9729063E-01 Luksan and Vlcek
365 problem2.18 nonsmooth nonconvex 9 2 6.1852848E-03 Luksan and Vlcek
366 problem2.19 nonsmooth convex 7 2 6.8063006E+02 Luksan and Vlcek
367 problem2.2 nonsmooth nonconvex 2 1 0.0000000E+00 Luksan and Vlcek
368 problem2.20 nonsmooth convex 10 3 2.4306209E+01 Luksan and Vlcek
369 problem2.21 nonsmooth convex 20 3 1.3372828E+02 Luksan and Vlcek
370 problem2.22 nonsmooth convex 10 3 5.4498150E+01 Luksan and Vlcek
371 problem2.23 nonsmooth convex 11 3 2.6108258E+02 Luksan and Vlcek
372 problem2.24 nonsmooth convex 20 3 1.4743027E-08 Luksan and Vlcek
373 problem2.25 nonsmooth convex 11 3 4.8027401E-02 Luksan and Vlcek
374 problem2.3 nonsmooth nonconvex 2 1 0.0000000E+00 Luksan and Vlcek
375 problem2.4 nonsmooth convex 3 2 3.5997193E+00 Luksan and Vlcek
376 problem2.5 nonsmooth convex 4 2 -4.4000000E+01 Luksan and Vlcek
377 problem2.6 nonsmooth convex 4 2 -4.4000000E+01 Luksan and Vlcek
378 problem2.7 nonsmooth nonconvex 3 2 4.2021427E-03 Luksan and Vlcek
379 problem2.8 nonsmooth nonconvex 3 2 5.1111200E-02 Luksan and Vlcek
380 problem2.9 nonsmooth nonconvex 4 2 8.0843684E-03 Luksan and Vlcek
381 problem3.1 nonsmooth convex 2 1 0.0000000E+00 Luksan and Vlcek
382 problem3.10 nonsmooth nonconvex 2 1 -8.0000000E+00 Luksan and Vlcek
383 problem3.11 nonsmooth convex 4 2 -4.4000000E+01 Luksan and Vlcek
384 problem3.12 nonsmooth convex 5 2 2.2600162E+01 Luksan and Vlcek
385 problem3.13 nonsmooth nonconvex 5 2 -3.2348500E+01 Luksan and Vlcek
386 problem3.15 nonsmooth nonconvex 6 2 5.5981310E-01 Luksan and Vlcek
387 problem3.16 nonsmooth nonconvex 10 3 -8.4140830E-01 Luksan and Vlcek
388 problem3.17 nonsmooth convex 10 3 9.8258000E+00 Luksan and Vlcek
389 problem3.18 nonsmooth nonconvex 12 3 1.6703838E+01 Luksan and Vlcek
390 problem3.19 nonsmooth convex 20 3 0.0000000E+00 Luksan and Vlcek
391 problem3.2 nonsmooth nonconvex 2 1 0.0000000E+00 Luksan and Vlcek
392 problem3.20 nonsmooth convex 20 3 0.0000000E+00 Luksan and Vlcek
393 problem3.21 nonsmooth convex 48 4 -6.3856500E+05 Luksan and Vlcek
394 problem3.22 nonsmooth convex 50 4 0.0000000E+00 Luksan and Vlcek
395 problem3.23 nonsmooth convex 50 4 0.0000000E+00 Luksan and Vlcek
396 problem3.24 nonsmooth convex 50 4 0.0000000E+00 Luksan and Vlcek
397 problem3.25 nonsmooth nonconvex 15 3 3.2348679E+01 Luksan and Vlcek
398 problem3.3 nonsmooth convex 2 1 1.9522245E+00 Luksan and Vlcek
399 problem3.4 nonsmooth convex 2 1 2.0000000E+00 Luksan and Vlcek
400 problem3.5 nonsmooth convex 2 1 -3.0000000E+00 Luksan and Vlcek
401 problem3.6 nonsmooth convex 2 1 7.2000000E+00 Luksan and Vlcek
402 problem3.7 nonsmooth convex 2 1 -1.4142136E+00 Luksan and Vlcek
403 problem3.8 nonsmooth convex 2 1 -1.0000000E+00 Luksan and Vlcek
404 problem3.9 nonsmooth convex 2 1 -1.0000000E+00 Luksan and Vlcek
405 pspdoc smooth nonconvex 4 2 2.4142000E+00 princetonlib
406 qr3d smooth nonconvex 155 4 1.0695399E-01 princetonlib
407 qr3dbd smooth nonconvex 127 4 5.1988940E-02 princetonlib
408 qr3dls smooth nonconvex 155 4 0.0000000E+00 princetonlib
409 qrtquad smooth nonconvex 120 4 -3.6480884E+06 princetonlib
410 qudlin smooth nonconvex 12 3 -7.2000000E+03 princetonlib
411 rbrock smooth nonconvex 2 1 0.0000000E+00 globallib
412 rosenbr smooth nonconvex 2 1 0.0000000E+00 princetonlib
413 s201 smooth nonconvex 2 1 0.0000000E+00 princetonlib
414 s202 smooth nonconvex 2 1 2.5179178E-24 princetonlib
415 s204 smooth nonconvex 2 1 1.8360120E-01 princetonlib
416 s205 smooth nonconvex 2 1 0.0000000E+00 princetonlib
417 s206 smooth nonconvex 2 1 0.0000000E+00 princetonlib
418 s207 smooth nonconvex 2 1 0.0000000E+00 princetonlib
419 s208 smooth nonconvex 2 1 0.0000000E+00 princetonlib
420 s209 smooth nonconvex 2 1 5.4860395E-24 princetonlib
421 s210 smooth nonconvex 2 1 3.2081445E-26 princetonlib
422 s211 smooth nonconvex 2 1 1.6955086E-27 princetonlib
423 s212 smooth nonconvex 2 1 0.0000000E+00 princetonlib
424 s213 smooth nonconvex 2 1 0.0000000E+00 princetonlib
425 s214 smooth nonconvex 2 1 0.0000000E+00 princetonlib
426 s229 smooth nonconvex 2 1 0.0000000E+00 princetonlib
427 s240 smooth nonconvex 3 2 0.0000000E+00 princetonlib
428 s242 smooth nonconvex 3 2 0.0000000E+00 princetonlib
429 s243 smooth nonconvex 3 2 6.0575195E-01 princetonlib
430 s244 smooth nonconvex 3 2 0.0000000E+00 princetonlib
431 s245 smooth nonconvex 3 2 0.0000000E+00 princetonlib
432 s246 smooth nonconvex 3 2 0.0000000E+00 princetonlib
433 s256 smooth nonconvex 4 2 0.0000000E+00 princetonlib
434 s257 smooth nonconvex 4 2 2.6850730E-27 princetonlib
435 s258 smooth nonconvex 4 2 0.0000000E+00 princetonlib
436 s259 smooth nonconvex 4 2 -8.5446210E+00 princetonlib
437 s260 smooth nonconvex 4 2 2.4225570E-23 princetonlib
438 s261 smooth nonconvex 4 2 0.0000000E+00 princetonlib
439 s266 smooth nonconvex 5 2 1.0000002E+00 princetonlib
440 s267 smooth nonconvex 5 2 2.5184868E-03 princetonlib
441 s271 smooth nonconvex 6 2 0.0000000E+00 princetonlib
442 s272 smooth nonconvex 6 2 4.8393171E-18 princetonlib
443 s273 smooth nonconvex 6 2 0.0000000E+00 princetonlib
444 s274 smooth nonconvex 2 1 0.0000000E+00 princetonlib
445 s275 smooth nonconvex 4 2 0.0000000E+00 princetonlib
446 s276 smooth nonconvex 6 2 0.0000000E+00 princetonlib
447 s281 smooth nonconvex 10 3 1.4462448E-05 princetonlib
448 s282 smooth nonconvex 10 3 1.1615113E-20 princetonlib
449 s283 smooth nonconvex 10 3 0.0000000E+00 princetonlib
450 s286 smooth nonconvex 20 3 8.3275182E-19 princetonlib
451 s287 smooth nonconvex 20 3 2.1252122E-19 princetonlib
452 s288 smooth nonconvex 20 3 0.0000000E+00 princetonlib
453 s289 smooth nonconvex 30 3 0.0000000E+00 princetonlib
454 s290 smooth nonconvex 2 1 0.0000000E+00 princetonlib
455 s291 smooth nonconvex 10 3 0.0000000E+00 princetonlib
456 s292 smooth nonconvex 30 3 0.0000000E+00 princetonlib
457 s293 smooth nonconvex 50 4 0.0000000E+00 princetonlib
458 s294 smooth nonconvex 6 2 4.6811343E-22 princetonlib
459 s295 smooth nonconvex 10 3 2.4445305E-21 princetonlib
460 s296 smooth nonconvex 16 3 1.2202571E-20 princetonlib
461 s297 smooth nonconvex 30 3 3.5959773E-18 princetonlib
462 s298 smooth nonconvex 50 4 0.0000000E+00 princetonlib
463 s299 smooth nonconvex 100 4 0.0000000E+00 princetonlib
464 s300 smooth nonconvex 20 3 -2.0000000E+01 princetonlib
465 s301 smooth nonconvex 50 4 -5.0000000E+01 princetonlib
466 s302 smooth nonconvex 100 4 -1.0000000E+02 princetonlib
467 s303 smooth nonconvex 20 3 0.0000000E+00 princetonlib
468 s304 smooth nonconvex 50 4 0.0000000E+00 princetonlib
469 s305 smooth nonconvex 100 4 0.0000000E+00 princetonlib
470 s308 smooth nonconvex 2 1 7.7319906E-01 princetonlib
471 s309 smooth nonconvex 2 1 -3.9871708E+00 princetonlib
472 s311 smooth nonconvex 2 1 0.0000000E+00 princetonlib
473 s312 smooth nonconvex 2 1 6.9319028E-22 princetonlib
474 s328 smooth nonconvex 2 1 1.7441520E+00 princetonlib
475 s333 smooth nonconvex 3 2 4.3270354E-02 princetonlib
476 s350 smooth nonconvex 4 2 3.0750737E-04 princetonlib
477 s351 smooth nonconvex 4 2 3.1857175E+02 princetonlib
478 s352 smooth nonconvex 4 2 9.0323433E+02 princetonlib
479 s358 smooth nonconvex 5 2 5.4648947E-05 princetonlib
480 s368 smooth nonconvex 8 2 -1.0000000E+00 princetonlib
481 s370 smooth nonconvex 6 2 2.2876701E-03 princetonlib
482 s371 smooth nonconvex 9 2 1.3997601E-06 princetonlib
483 s379 smooth nonconvex 11 3 4.3285000E-02 princetonlib
484 s386 smooth nonconvex 2 1 0.0000000E+00 princetonlib
485 schwefel smooth nonconvex 5 2 0.0000000E+00 princetonlib
486 shekel smooth nonconvex 4 2 -1.0153200E+01 princetonlib
487 sim2bqp smooth nonconvex 2 1 0.0000000E+00 princetonlib
488 simbqp smooth nonconvex 2 1 0.0000000E+00 princetonlib
489 sineali smooth nonconvex 20 3 -1.9009616E+03 princetonlib
490 sineval smooth nonconvex 2 1 0.0000000E+00 princetonlib
491 sisser smooth nonconvex 2 1 0.0000000E+00 princetonlib
492 st_bsj3 smooth nonconvex 6 2 -8.6768550E+04 globallib
493 st_cqpjk2 smooth nonconvex 3 2 -1.2500000E+01 globallib
494 st_e39 smooth nonconvex 2 1 -1.0086001E+01 globallib
495 princetonlib_vareps smooth nonconvex 17 3 2.5356068E+01 princetonlib
496 tointqor smooth nonconvex 50 4 1.1754722E+03 princetonlib
497 tre smooth nonconvex 2 1 0.0000000E+00 princetonlib
498 vardim smooth nonconvex 100 4 0.0000000E+00 princetonlib
499 watson smooth nonconvex 31 4 0.0000000E+00 princetonlib
500 yfit smooth nonconvex 3 2 0.0000000E+00 princetonlib
501 yfitu smooth nonconvex 3 2 0.0000000E+00 princetonlib
502 zangwil2 smooth nonconvex 2 1 -1.8200000E+01 princetonlib