Add to ORKGInternational audienceRandom projections are random matrices that can be used to perform dimensionality reduction on vectors. We show how they can be applied to decrease the number of variables and/or constraints of some Mathematical Programming classes, notably Linear Programming, Conic Programming, Quadratic Programming, Quadratically Constrained Quadratic Programming -- and even a convex MINLP encoding a famous clustering problem, and comment on their practical usefulness
We propose methods for improving both the accuracy and efficiency of random projections, the pop...
International audienceOne way to solve very large linear programs in standard form is to apply a ran...
Random projection is a technique of mapping a number of points in a high-dimensional space into a lo...
International audienceRandom projections are random matrices that can be used to perform dimensional...
International audienceRandom projections can reduce the dimensionality of point sets while keeping a...
International audienceThe use of random projections in mathematical programming allows standard solu...
Random projections can reduce the dimensionality of point sets while keeping approximate congruence....
International audienceRandom projections are used as dimensional reduction techniques in many situat...
International audienceRandom projections map a set of points in a high dimensional space to a lower ...
Random projection is a simple geometric technique for reducing the dimensionality of a set of points...
International audienceWe discuss the application of random projections to conic programming: notably...
International audienceRandom projections decrease the dimensionality of a finite set of vectors whil...
With the advent of massive datasets, statistical learning and information processing techniques are ...
Random projections is a technique used primarily in dimension reduction, in order to estimate distan...
We propose methods for improving both the accuracy and efficiency of random projections, the pop...
International audienceOne way to solve very large linear programs in standard form is to apply a ran...
Random projection is a technique of mapping a number of points in a high-dimensional space into a lo...
International audienceRandom projections are random matrices that can be used to perform dimensional...
International audienceRandom projections can reduce the dimensionality of point sets while keeping a...
International audienceThe use of random projections in mathematical programming allows standard solu...
Random projections can reduce the dimensionality of point sets while keeping approximate congruence....
International audienceRandom projections are used as dimensional reduction techniques in many situat...
International audienceRandom projections map a set of points in a high dimensional space to a lower ...
Random projection is a simple geometric technique for reducing the dimensionality of a set of points...
International audienceWe discuss the application of random projections to conic programming: notably...
International audienceRandom projections decrease the dimensionality of a finite set of vectors whil...
With the advent of massive datasets, statistical learning and information processing techniques are ...
Random projections is a technique used primarily in dimension reduction, in order to estimate distan...
We propose methods for improving both the accuracy and efficiency of random projections, the pop...
International audienceOne way to solve very large linear programs in standard form is to apply a ran...
Random projection is a technique of mapping a number of points in a high-dimensional space into a lo...