Differentiating the Multipoint Expected Improvement for Optimal Batch Design

This work deals with parallel optimization of expensive objective functions which are modelled as sample realizations of Gaussian processes. The study is formalized as a Bayesian optimization problem, or continuous multi-armed bandit problem, where a batch of q > 0 arms is pulled in parallel at each iteration. Several algorithms have been developed for choosing batches by trading off exploitation and exploration. As of today, the maximum Expected Improvement (EI) and Upper Confidence Bound (UCB) selection rules appear as the most prominent approaches for batch selection. Here, we build upon recent work on the multipoint Expected Improvement criterion, for which an analytic expansion relying on Tallis’ formula was recently established. The computational burden of this selection rule being still an issue in application, we derive a closed-form expression for the gradient of the multipoint Expected Improvement, which aims at facilitating its maximization using gradient-based ascent algorithms. Substantial computational savings are shown in application. In addition, our algorithms are tested numerically and compared to state-of-the-art UCB-based batchsequential algorithms. Combining starting designs relying on UCB with gradient-based EI local optimization finally appears as a sound option for batch design in distributed Gaussian Process optimization.

Energy Management Module for Mobile Robots in Hostile Environments

In hostile environments at CERN and other similar scientific facilities, having a reliable mobile robot system is essential for successful execution of robotic missions and to avoid situations of manual recovery of the robots in the event that the robot runs out of energy. Because of environmental constraints, such mobile robots are usually battery-powered and hence energy management and optimization is one of the key challenges in this field. The ability to know beforehand the energy consumed by various elements of the robot (such as locomotion, sensors, controllers, computers and communication) will allow flexibility in planning or managing the tasks to be performed by the robot.

A Nuclear Protein Involved in Apoptotic-like DNA Degradation in Stylonychia: Implications for Similar Mechanisms in Differentiating and Starved Cells

Ciliates are unicellular eukaryotic organisms containing two types of nuclei: macronuclei and micronuclei. After the sexual pathway takes place, a new macronucleus is formed from a zygote nucleus, whereas the old macronucleus is degraded and resorbed. In the course of macronuclear differentiation, polytene chromosomes are synthesized that become degraded again after some hours. Most of the DNA is eliminated, and the remaining DNA is fragmented into small DNA molecules that are amplified to a high copy number in the new macronucleus. The protein Pdd1p (programmed DNA degradation protein 1) from Tetrahymena has been shown to be present in macronuclear anlagen in the DNA degradation stage and also in the old macronuclei, which are resorbed during the formation of the new macronucleus. In this study the identification and localization of a Pdd1p homologous protein in Stylonychia (Spdd1p) is described. Spdd1p is localized in the precursor nuclei in the DNA elimination stage and in the old macronuclei during their degradation, but also in macronuclei and micronuclei of starved cells. In all of these nuclei, apoptotic-like DNA breakdown was detected. These data suggest that Spdd1p is a general factor involved in programmed DNA degradation in Stylonychia.

Oxygen supply and oxygen-dependent gene expression in differentiating embryonic stem cells.

Blastocyst-derived pluripotent mouse embryonic stem cells can differentiate in vitro to form so-called embryoid bodies (EBs), which recapitulate several aspects of murine embryogenesis. We used this in vitro model to study oxygen supply and consumption as well as the response to reduced oxygenation during the earliest stages of development. EBs were found to grow equally well when cultured at 20% (normoxia) or 1% (hypoxia) oxygen during the first 5 days of differentiation. Microelectrode measurements of pericellular oxygen tension within 13- to 14-day-old EBs (diameter 510-890 micron) done at 20% oxygen revealed efficient oxygenation of the EBs' core region. Confocal laser scanning microscopy analysis of EBs incubated with fluorescent dyes that specifically stain living cells confirmed that the cells within an EB were viable. To determine the EBs' capability to sense low oxygen tension and to specifically respond to low ambient oxygen by modulating gene expression we quantified aldolase A and vascular endothelial growth factor (VEGF) mRNAs, since expression of these genes is upregulated by hypoxia in a variety of cells. Compared with the normoxic controls, we found increased aldolase A and VEGF mRNA levels after exposing 8- to 9-day-old EBs to 1% oxygen. We propose that EBs represent a powerful tool to study oxygen-regulated gene expression during the early steps of embryogenesis, where the preimplantation conceptus resides in a fluid environment with low oxygen tension until implantation and vascularization allow efficient oxygenation.

Expression of 5-lipoxygenase in differentiating human skin keratinocytes.

We studied the expression of arachidonate 5-lipoxygenase (5-LO) in a cell line of human keratinocytes (HaCaT) and in normal human skin keratinocytes in tissue culture. In undifferentiated keratinocytes 5-LO gene expression was low or undetectable as determined by 5-LO mRNA, protein, cell-free enzyme activity, and leukotriene production in intact cells. However, after shift to culture conditions that promote conversion of prokeratinocytes into a more differentiated phenotype, 5-LO gene expression was markedly induced in HaCaT cells and, to a lesser extent, in normal keratinocytes. These results show that 5-LO gene expression is an intrinsic property of human skin keratinocytes.

Regulated production of a pleiotropic cytokine-platelet-derived growth factor--by differentiating erythroid cells in vitro and in vivo.

Erythroid progenitor growth in vitro is stimulated by exogenous platelet-derived growth factor (PDGF). We now report that both normal and transformed erythroid progenitor cells produce authentic PDGF in vitro and in vivo. Importantly, this production is highly regulated during erythropoiesis. Addition of soluble lysates from Rauscher murine erythroleukemia cells--an erythropoietin-responsive model progenitor cell line--to quiescent BALB/c 3T3 fibroblasts resulted in a mitogenic response identical to that observed with the addition of authentic recombinant PDGF. Polyclonal and monoclonal anti-PDGF antibodies immunoabsorbed 50-100% of this activity. Induction of Rauscher cell differentiation in vitro with dimethyl sulfoxide or erythropoietin for 48-72 hr markedly upregulated PDGF production by 17- to 18-fold and 14- to 38-fold, respectively. Importantly, stimulation of normal erythropoiesis in vivo in mice treated either with phenylhydrazine or with erythropoietin increased PDGF levels in the spleen by 11- to 48-fold and 20- to 34-fold, respectively. These results strongly suggest a role for erythroid cell-derived PDGF in normal erythropoiesis and provide documentation of the regulated production of a pleiotropic cytokine by erythroid cells.

An exposition of the political character and principles of John Quincy Adams, showing by historical documents ... that he was educated a monarchist: has always been hostile to popular government, and particularly to ... the right of suffrage ...

Mode of access: Internet.

Strong reasons for rejecting the Roman Catholic claims; and incontestable proofs that the popish religion is now as it ever was, decidedly hostile to the Protestants, whose total extermination one of the Romish bishops has declared to be near at hand.

Mode of access: Internet.

Early history of New England : being a relation of hostile passages between the Indians and European voyagers and first settlers : and a full narrative of hostilities, to the close of the war with the Pequots, in the year 1637 : also a detailed account of the origin of the war with King Philip /

"List of subscribers": p. [305]-309.

The ills of the South; or, Related causes hostile to the general prosperity of the southern people.

Mode of access: Internet.

Perceptions of stranger and acquaintance rape: The role of benevolent and hostile sexism in victim blame and rape proclivity

In Studies I and 21 after reading an acquaintance-rape but not a stranger-rape scenario, higher benevolent. sexist but not hostile sexist participants blamed the victim significantly more. In Study 2, higher hostile sexist but not benevolent sexist male participants showed significantly greater proclivity to commit acquaintance (but not stranger) rape. Studies 3 a effects of nd 4 'slippor,ted the hypothesis that the benevolent sexism and hostile sexism are mediated by different perceptions of the victim, as behaving. inappropriately and as really wanting sex with the rapist. These findings show that benevolent sexism and hostile sexism,underpin different assumptions about women that, generate sexist reactions toward rape victims.