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The condition in which the economy is producing what people want at least possible cost pareto efficiency; pareto optimality A condition in which no change is possible that will make some members of society better off w/o making some other members of society worse off. pareto efficient change makes at least one party better off and no party worse off.
Sparse machine learning refers to a collection of methods to learning that seek a trade-o be-. tween some goodness-of- t measure and sparsity of the result, the latter property allowing better. interpretability. In a sparse learning classi cation task for example, the prediction accuracy or some. other classical measure of performance is not the sole concern: we also wish to be able to explain. what the classi er means to a non-expert. Thus, if the classi cation task involves say gene data,