Visualization algorithms have been widely used for intuitive interrogation of genomic data and popularly used tools include MDS, t-SNE, and UMAP. However, these algorithms are not tuned for the visualization of binary data and none of them consider the hubness of observations for the visualization. In order to address these limitations, here we propose hubViz, a novel tool for hub-centric visualization of binary data. We evaluated the performance of hubViz with its application to the gene expression data measured in multiple brain regions of rats exposed to cocaine, the single-cell RNA-seq data of peripheral blood mononuclear cells treated with interferon beta, and the literature mining data to investigate relationships among diseases. We further evaluated the performance of hubViz using simulation studies. We showed that hubViz provides effective visual inspection by locating the hub in the center and the contrasting elements in the opposite sides around the center. We believe that hubViz and its software can be powerful tools that can improve visualizations of various genomic data. The hubViz is implemented as an R package hubviz, which is publicly available at https//dongjunchung.github.io/hubviz/.Particle- and agent-based systems are a ubiquitous modeling tool in many disciplines. We consider the fundamental problem of inferring the governing structure, i.e. interaction kernels, in a nonparametric fashion, from observations of agent-based dynamical systems. In https://www.selleckchem.com/products/gw-441756.html , we are interested in collective dynamical systems exhibiting emergent behaviors with complicated interaction kernels, and for kernels which are parameterized by a single unknown parameter. This work extends the estimators introduced in Lu et al. (2019), which are based on suitably regularized least squares estimators, to these larger classes of systems. We provide extensive numerical evidence that the estimators provide faithful approximations to the interaction kernels, and provide accurate predictions for trajectories started at new initial conditions, both throughout the "training" time interval in which the observations were made, and often much beyond. We demonstrate these features on prototypical systems displaying collective behaviors, ranging from opinion dynamics, flocking dynamics, self-propelling particle dynamics, synchronized oscillator dynamics, to a gravitational system. Our experiments also suggest that our estimated systems can display the same emergent behaviors as the observed systems, including those that occur at larger timescales than those in the training data. Finally, in the case of families of systems governed by a parametric family of interaction kernels, we introduce novel estimators that estimate the parametric family of kernels, splitting it into a common interaction kernel and the action of parameters. We demonstrate this in the case of gravity, by learning both the "common component" 1/r2 and the dependency on mass, without any a priori knowledge of either one, from observations of planetary motions in our solar system.Most youth desire to marry, and often around a certain age, but many individuals marry earlier or later than originally desired. Off-time marriage could have consequences for subsequent relationship stability and mental health. Whereas barriers to marriage goals in the short term have been studied extensively, predictors of meeting marital timing expectations over the life course are less well understood. This study examined possible barriers, including socioeconomic characteristics and family experiences, both background and formation, to meeting marital timing desires by age 40 using data from the National Longitudinal Survey of Youth 1979 cohort (NLSY79). Multinomial logistic regression revealed that greater education, religiousness, cohabitation, and premarital childbearing were associated with delayed or forgone marriage, but associations varied by gender and the age at which respondents stated their expectations.The United Nations and International Federation of Social Work affirm the right of all people to determine their political status, preserve their environments and pursue endeavours for well-being. This article focuses on CHamoru, Guam's Indigenous people, and examines distal social determinants of health (SDOH) in the contested spaces of US territorial status and non-self-determining Indigenous nationhood. Published multi-disciplinary literature identified ways in which territorial status functions as an SDOH unique to non-self-determining Pacific Island nations. Indicated is the use of structural approaches that address mechanisms of US power and control, including economic policies that 'defacto' promote coca-colonisation and non-communicable diseases risk. Critical race theory centres race, colonisation and subversive narratives. In line with fourth-generation SDOH action-oriented research, we posit a CHamoru critical race theory model that weaves Indigenous, social work and public health perspectives. Lack of community input is a limitation of the current research. To assure relevance, the model will be vetted through community discussions. #link# Our discussion guide may be tailored for other Indigenous communities. Social workers may play a meaningful role in promoting health equity through participatory action-oriented, cultural-political social work that upholds Indigenous self-determination and survivance in contested spaces.We have used infrared images obtained with the Wide Field Camera 3 on board the Hubble Space Telescope to search for planetary-mass brown dwarfs in the star-forming cluster IC 348. In those images, we have identified 12 objects that have colors indicative of spectral types later than M8, corresponding to masses of ≲ 30 MJup at the age of IC 348. The four brightest candidates have been observed with spectroscopy, all of which are confirmed to have late types. Two of those candidates appear to be young, and thus are likely members of the cluster, while the ages and membership of the other two candidates are uncertain. One of the former candidates is the faintest known member of IC 348 in extinction-corrected K s and is expected to have a mass of 4-5 MJup based on evolutionary models and an assumed age of 3 Myr. Four of the remaining eight candidates have ground-based photometry that further supports their candidacy as brown dwarfs, some of which are fainter (and potentially less massive) than the known members.