Solutions of learning problems by Empirical Risk Minimization (ERM) – and almost-ERM when the minimizer does not exist – need to be consistent, so that they may be predictive. They also need to be well-posed in the sense of being stable, so that they might be used robustly. We propose a statistical form of stability, defined in terms of the property of cross-validation leaveone-out (CVloo) stab...

Solutions of learning problems by Empirical Risk Minimization (ERM) – and almost-ERM when the minimizer does not exist – need to be consistent, so that they may be predictive. They also need to be well-posed in the sense of being stable, so that they might be used robustly. We propose a statistical form of leave-one-out stability, called CVEEEloo stability. Our main new results are two. We prov...

Solutions of learning problems by Empirical Risk Minimization (ERM) – and almost-ERM when the minimizer does not exist – need to be consistent, so that they may be predictive. They also need to be well-posed in the sense of being stable, so that they might be used robustly. We propose a statistical form of leave-one-out stability, called CVEEEloo stability. We prove that for bounded loss classe...

Land is a kind of basic resources and of great importance to the survival and development of human beings. Due to the conflict between the limited amount of land and the unlimited development of human beings, land surely plays a significant role in national security and social development. The academic circle has introduced the social stability price to the pricing system of farmland, which ref...

Comment on: Huang YF, et al. Cell Cycle 2014; 13; PMID:24844324; http://www.dx.doi.org/10.4161/cc.29209 Daniel Menendez and Carl W Anderson*; Chromosome Stability Section; Laboratory of Molecular Genetics; National Institute of Environmental Health Sciences; Research Triangle Park, NC USA; Biosciences Department; Brookhaven National Laboratory; Upton, NY USA; *Email: [email protected]; http://dx.doi....

this survey is a descriptive analytic study which was carried out to assess the effects of population control programs on national health development in islamic republic of iran (1986-1998). the objectives of the study are: 1)to determine the effects of family planning program on national health development ( 1986-1998). 2)  to indicate the relationship between family planning coverage and some...

This paper reviews the relationship between the rule of law, good governance, and sustainable development as those terms are used by the relevant development organizations; describes the efforts made by various organizations to promote the rule of law and good governance; and addresses the need to strengthen compliance and enforcement for sustainable development. A recent movement, which has re...