Abstract. In this paper we report on a study on feature selection within the minimum-redundancy maximum-relevance framework. Features are ranked by their correlations to the target vector. These relevance scores are then integrated with correlations between features in order to obtain a set of relevant and least-redundant features. Applied measures of correlation or distributional similarity for redunancy and relevance include Kolmogorov-Smirnov (KS) test, Spearman correlations, JensenShannon divergence, and the sign-test. We introduce a metric called "value difference metric" (VDM) and present a simple measure, which we call "fit criterion" (FC). We draw conclusions about the usefulness of different measures. While KS-test and sign-test provided useful information, Spearman correlations are not fit for comparison of data of different measurement intervals. VDM was very good in our experiments as both redundancy and relevance measure. Jensen-Shannon and the sign-test are good redundancy measure alternatives and FC is a good relevance measure alternative.
The objective of the study was to assess the fertility of non-infertile couples seeking pregnancy in whom the woman was HIV infected. Therefore, a cross-sectional study was conducted between January 1998 and March 2005. A standardized fertility assessment was performed in all the included couples. A total of 130 women and 121 men were evaluated. Their median age was 34 years (range 22-43). Only 7.2% of the women were severely immunocompromised. The majority of women had regular cycles. Only one woman had an active sexually transmitted disease at the time of evaluation. A tubal occlusion on hysterosalpingogram was present in 27.8% of the women with no proven fertility. In 50.5% of the women, hepatitis C virus co-infection was present. One-third of the male partners (38/121) was infected with HIV. Abnormal semen parameters were observed in 83.4% of HIV-infected and 41.7% of HIV-uninfected partners (OR = 7; 95% CI = 2.1-23). It is concluded that the great majority of the HIV-infected women seeking pregnancy had a good infection status. Because in many of the couples, the women presented unexplained tubal occlusions and the men presented semen alterations, a hysterosalpingography and semen analysis should be part of the preconceptional investigations.
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