Search for dark matter produced in association with bottom or top quarks in √s = 13 TeV pp collisions with the ATLAS detector

A search for weakly interacting massive particle dark matter produced in association with bottom or top quarks is presented. Final states containing third-generation quarks and miss- ing transverse momentum are considered. The analysis uses 36.1 fb−1 of proton–proton collision data recorded by the ATLAS experiment at √s = 13 TeV in 2015 and 2016. No significant excess of events above the estimated backgrounds is observed. The results are in- terpreted in the framework of simplified models of spin-0 dark-matter mediators. For colour- neutral spin-0 mediators produced in association with top quarks and decaying into a pair of dark-matter particles, mediator masses below 50 GeV are excluded assuming a dark-matter candidate mass of 1 GeV and unitary couplings. For scalar and pseudoscalar mediators produced in association with bottom quarks, the search sets limits on the production cross- section of 300 times the predicted rate for mediators with masses between 10 and 50 GeV and assuming a dark-matter mass of 1 GeV and unitary coupling. Constraints on colour- charged scalar simplified models are also presented. Assuming a dark-matter particle mass of 35 GeV, mediator particles with mass below 1.1 TeV are excluded for couplings yielding a dark-matter relic density consistent with measurements

Fast, Linear Time Hierarchical Clustering using the Baire Metric

The Baire metric induces an ultrametric on a dataset and is of linear computational complexity, contrasted with the standard quadratic time agglomerative hierarchical clustering algorithm. In this work we evaluate empirically this new approach to hierarchical clustering. We compare hierarchical clustering based on the Baire metric with (i) agglomerative hierarchical clustering, in terms of algorithm properties; (ii) generalized ultrametrics, in terms of definition; and (iii) fast clustering through k-means partititioning, in terms of quality of results. For the latter, we carry out an in depth astronomical study. We apply the Baire distance to spectrometric and photometric redshifts from the Sloan Digital Sky Survey using, in this work, about half a million astronomical objects. We want to know how well the (more costly to determine) spectrometric redshifts can predict the (more easily obtained) photometric redshifts, i.e. we seek to regress the spectrometric on the photometric redshifts, and we use clusterwise regression for this.Comment: 27 pages, 6 tables, 10 figure

Measurement of the inclusive cross-section for the production of jets in association with a Z boson in proton-proton collisions at 8 TeV using the ATLAS detector

The inclusive cross-section for jet production in association with a Z boson decaying into an electron–positron pair is measured as a function of the transverse momentum and the absolute rapidity of jets using 19.9 fb −1 of s√=8 TeV proton–proton collision data collected with the ATLAS detector at the Large Hadron Collider. The measured Z + jets cross-section is unfolded to the particle level. The cross-section is compared with state-of-the-art Standard Model calculations, including the next-to-leading-order and next-to-next-to-leading-order perturbative QCD calculations, corrected for non-perturbative and QED radiation effects. The results of the measurements cover final-state jets with transverse momenta up to 1 TeV, and show good agreement with fixed-order calculations

Evaluation for what purpose? Findings from two stakeholder groups

A host of reasons exist for the pursuit of evidence in the public sector, including to support good governance and policy development. As the expectations for program evaluation from policymakers have evolved, so too has evaluation practice and a great deal of experimentalism has ensued. There is a risk that these developments and the complexity inherent in them, may lead to conflicting expectations about why program evaluation is done, or even a loss of purpose. This prompts the meso-level analysis of two types of stakeholders in a governance network, explored in this chapter. This chapter presents the findings of an ongoing study which explores the perceptions of program evaluators and policy implementers towards the purpose of evidence. The findings suggest that program evaluators and policy implementers have divergent expectations of why and how evaluation data might be used. The findings suggest that program evaluators aspire to support change and enhance the policy domains they serve, whereas policy implementers perceive program evaluation as serving a more governance-/management-orientated role. The chapter demonstrates the complexity of both program evaluation and policy and may have implications for the twin pillars of governance and responsibility at the heart of the book. If governance and responsibility are the twin pillars of sustainability then the complex networks of relationships, expectations, values, and outcomes may need to be considered. The findings also have implications for evaluation commissioners and practitioners, demonstrating the need for the purpose and expectations of program evaluation to be agreed early. The use of program evaluation as a symbolic, aesthetic or structural mechanism also emerges, prompting opportunity for further research, for instance, to explore legitimacy and program evaluation.N/