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 roof duality and bisubmodular function


Generalized roof duality and bisubmodular functions

Neural Information Processing Systems

Consider a convex relaxation \hat f of a pseudo-boolean function f . We say that the relaxation is {\em totally half-integral} if \hat f(\bx) is a polyhedral function with half-integral extreme points \bx, and this property is preserved after adding an arbitrary combination of constraints of the form x_i x_j, x_i 1-x_j, and x_i \gamma where \gamma\in\{0,1,\frac{1}{2}\} is a constant. A well-known example is the {\em roof duality} relaxation for quadratic pseudo-boolean functions f . We argue that total half-integrality is a natural requirement for generalizations of roof duality to arbitrary pseudo-boolean functions. Our contributions are as follows.


Generalized roof duality and bisubmodular functions

Neural Information Processing Systems

Consider a convex relaxation $\hat f$ of a pseudo-boolean function $f$. We say that the relaxation is {\em totally half-integral} if $\hat f(\bx)$ is a polyhedral function with half-integral extreme points $\bx$, and this property is preserved after adding an arbitrary combination of constraints of the form $x_i x_j$, $x_i 1-x_j$, and $x_i \gamma$ where $\gamma\in\{0,1,\frac{1}{2}\}$ is a constant. A well-known example is the {\em roof duality} relaxation for quadratic pseudo-boolean functions $f$. We argue that total half-integrality is a natural requirement for generalizations of roof duality to arbitrary pseudo-boolean functions. Our contributions are as follows.


Generalized roof duality and bisubmodular functions

Neural Information Processing Systems

Consider a convex relaxation $\hat f$ of a pseudo-boolean function $f$. We say that the relaxation is {\em totally half-integral} if $\hat f(\bx)$ is a polyhedral function with half-integral extreme points $\bx$, and this property is preserved after adding an arbitrary combination of constraints of the form $x_i=x_j$, $x_i=1-x_j$, and $x_i=\gamma$ where $\gamma\in\{0,1,\frac{1}{2}\}$ is a constant. A well-known example is the {\em roof duality} relaxation for quadratic pseudo-boolean functions $f$. We argue that total half-integrality is a natural requirement for generalizations of roof duality to arbitrary pseudo-boolean functions. Our contributions are as follows. First, we provide a complete characterization of totally half-integral relaxations $\hat f$ by establishing a one-to-one correspondence with {\em bisubmodular functions}. Second, we give a new characterization of bisubmodular functions. Finally, we show some relationships between general totally half-integral relaxations and relaxations based on the roof duality.