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Published byἈγλαΐα Γερμανού Modified over 6 years ago
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The Ellipsoid Method Ellipsoid º squashed sphere
Start with ball containing (polytope) K. yi = center of current ellipsoid. Min c.x subject to xÎK. If yiK, find a constraint a.x ≤ b of K violated by yi. Use hyperplane a.x ≤ a.yi to chop off infeasible half-ellipsoid. K
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The Ellipsoid Method Ellipsoid º squashed sphere
Start with ball containing (polytope) K. yi = center of current ellipsoid. Min c.x subject to xÎK. If yiK, find a constraint a.x ≤ b of K violated by yi. Use hyperplane a.x ≤ a.yi to chop off infeasible half-ellipsoid. K New ellipsoid = min. volume ellipsoid containing “unchopped” half-ellipsoid. Repeat for i=0,1,…,t.
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The Ellipsoid Method Ellipsoid º squashed sphere
Start with ball containing (polytope) K. yi = center of current ellipsoid. Min c.x subject to xÎK. If yiK, find a constraint a.x ≤ b of K violated by yi. Use hyperplane a.x ≤ a.yi to chop off infeasible half-ellipsoid. K New ellipsoid = min. volume ellipsoid containing “unchopped” half-ellipsoid. Repeat for i=0,1,…,t.
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The Ellipsoid Method Ellipsoid º squashed sphere
Start with ball containing (polytope) K. yi = center of current ellipsoid. Min c.x subject to xÎK. If yiK, find a constraint a.x ≤ b of K violated by yi. Use hyperplane a.x ≤ a.yi to chop off infeasible half-ellipsoid. K New ellipsoid = min. volume ellipsoid containing “unchopped” half-ellipsoid. Repeat for i=0,1,…,t.
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The Ellipsoid Method Ellipsoid º squashed sphere
Start with ball containing (polytope) K. yi = center of current ellipsoid. Min c.x subject to xÎK. If yiK, find a constraint a.x ≤ b of K violated by yi. Use hyperplane a.x ≤ a.yi to chop off infeasible half-ellipsoid. If yiÎK, use objective function cut c.x ≤ c.yi to chop off K, half-ellipsoid. K New ellipsoid = min. volume ellipsoid containing “unchopped” half-ellipsoid. Repeat for i=0,1,…,t. c.x ≤ c.yi
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The Ellipsoid Method Ellipsoid º squashed sphere
Start with ball containing (polytope) K. yi = center of current ellipsoid. Min c.x subject to xÎK. If yiK, find a constraint a.x ≤ b of K violated by yi. Use hyperplane a.x ≤ a.yi to chop off infeasible half-ellipsoid. If yiÎK, use objective function cut c.x ≤ c.yi to chop off K, half-ellipsoid. K New ellipsoid = min. volume ellipsoid containing “unchopped” half-ellipsoid. Repeat for i=0,1,…,t. c.x ≤ c.yi
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The Ellipsoid Method Ellipsoid º squashed sphere
Start with ball containing (polytope) K. yi = center of current ellipsoid. Min c.x subject to xÎK. x2 If yiK, find a constraint a.x ≤ b of K violated by yi. Use hyperplane a.x ≤ a.yi to chop off infeasible half-ellipsoid. If yiÎK, use objective function cut c.x ≤ c.yi to chop off K, half-ellipsoid. x1 xk New ellipsoid = min. volume ellipsoid containing “unchopped” half-ellipsoid. K x* x1, x2, …, xk: points lying in K. c.xk is a close to optimal value.
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