Is there a principled way to learn a probabilistic discriminative classifier from an unlabeled data set? We present a framework that simultaneously clusters the data and trains a discriminative classifier. We call it Regularized Information Maximization (RIM). RIM optimizes an intuitive information-theoretic objective function which balances class separation, class balance and classifier comple...

We suggest a new formalization of the existential termination problem of logic programs under the PROLOG leftmost selection rule and depth-rst computation rule. First of all, we give a characterization of the problem in terms of occurrence sets, by proving that a hprogram; goali existentially terminates if and only if there exists a nite correct occurrence set. Then we show that in order to stu...

Among political scientists the debate about the relative virtues/vices of the different regime types has constituted one of the most incandescent fields of inquiry. Yet few studies address the impact of semi-presidentialism on the prospects for party system institutionalization, otherwise a necessary, but not sufficient, condition for the consolidation of democracy (Mainwaring and Scully, 1995;...

  Background: Empowerment of elderly people with chronic obstructive pulmonary disease (COPD) can increase their quality of life and feeling of well-being. However, few researches focused on the obstacles and factors facilitating empowerment in elderly people with COPD and an adequate determining of these factors need an in-depth understanding of the meaning of these factors which influences em...

In this paper our focus is to study certain covering properties in topological spaces by using semi-open covers. A part of this article deals with Rothberger-type covering properties. The notions of s-Rothberger, almost s-Rothberger, star s-Rothberger, almost star s-Rothberger, strongly star s-Rothberger spaces are defined and corresponding properties are investigated.

Recent research on perceptual grouping is described with particular emphasis on identifying the level(s) at which grouping factors operate. Contrary to the classical view of grouping as an early, two-dimensional, image-based process, recent experimental results show that it is strongly influenced by phenomena related to perceptual constancy, such as binocular depth perception, lightness constan...

light is never being distributed homogeneously and it forms a gradient over biomass. the unidirectional nature of light gives rise to a vertical gradient of light intensity as a function of depth. the maximum depth of the light zone suitable for phytoplankton photosynthesis is designated as the euphotic depth. this study was designed to test the hypothesis of mixing depth of phytoplankton and i...