TY - JOUR
T1 - Some characterizations for SOC-monotone and SOC-convex functions
AU - Chen, Jein Shan
AU - Chen, Xin
AU - Pan, Shaohua
AU - Zhang, Jiawei
PY - 2009/10
Y1 - 2009/10
N2 - We provide some characterizations for SOC-monotone and SOC-convex functions by using differential analysis. From these characterizations, we particularly obtain that a continuously differentiable function defined in an open interval is SOC-monotone (SOC-convex) of order n ≥ 3 if and only if it is 2-matrix monotone (matrix convex), and furthermore, such a function is also SOC-monotone (SOC-convex) of order n ≤ 2 if it is 2-matrix monotone (matrix convex). In addition, we also prove that Conjecture 4.2 proposed in Chen (Optimization 55:363-385, 2006) does not hold in general. Some examples are included to illustrate that these characterizations open convenient ways to verify the SOC-monotonicity and the SOC-convexity of a continuously differentiable function defined on an open interval, which are often involved in the solution methods of the convex second-order cone optimization.
AB - We provide some characterizations for SOC-monotone and SOC-convex functions by using differential analysis. From these characterizations, we particularly obtain that a continuously differentiable function defined in an open interval is SOC-monotone (SOC-convex) of order n ≥ 3 if and only if it is 2-matrix monotone (matrix convex), and furthermore, such a function is also SOC-monotone (SOC-convex) of order n ≤ 2 if it is 2-matrix monotone (matrix convex). In addition, we also prove that Conjecture 4.2 proposed in Chen (Optimization 55:363-385, 2006) does not hold in general. Some examples are included to illustrate that these characterizations open convenient ways to verify the SOC-monotonicity and the SOC-convexity of a continuously differentiable function defined on an open interval, which are often involved in the solution methods of the convex second-order cone optimization.
KW - SOC-convex function
KW - SOC-monotone function
KW - Second-order cone
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U2 - 10.1007/s10898-008-9373-z
DO - 10.1007/s10898-008-9373-z
M3 - Article
AN - SCOPUS:69949088315
SN - 0925-5001
VL - 45
SP - 259
EP - 279
JO - Journal of Global Optimization
JF - Journal of Global Optimization
IS - 2
ER -