TY - JOUR A1 - Kossmann, Jan A1 - Schlosser, Rainer T1 - Self-driving database systems BT - a conceptual approach JF - Distributed and parallel databases N2 - Challenges for self-driving database systems, which tune their physical design and configuration autonomously, are manifold: Such systems have to anticipate future workloads, find robust configurations efficiently, and incorporate knowledge gained by previous actions into later decisions. We present a component-based framework for self-driving database systems that enables database integration and development of self-managing functionality with low overhead by relying on separation of concerns. By keeping the components of the framework reusable and exchangeable, experiments are simplified, which promotes further research in that area. Moreover, to optimize multiple mutually dependent features, e.g., index selection and compression configurations, we propose a linear programming (LP) based algorithm to derive an efficient tuning order automatically. Afterwards, we demonstrate the applicability and scalability of our approach with reproducible examples. KW - database systems KW - self-driving KW - recursive tuning KW - workload prediction KW - robustness Y1 - 2020 U6 - https://doi.org/10.1007/s10619-020-07288-w SN - 0926-8782 SN - 1573-7578 VL - 38 IS - 4 SP - 795 EP - 817 PB - Springer CY - Dordrecht ER - TY - JOUR A1 - Wojcik, Laurie Anne A1 - Ceulemans, Ruben A1 - Gaedke, Ursula T1 - Functional diversity buffers the effects of a pulse perturbation on the dynamics of tritrophic food webs JF - Ecology and Evolution N2 - Biodiversity decline causes a loss of functional diversity, which threatens ecosystems through a dangerous feedback loop: This loss may hamper ecosystems’ ability to buffer environmental changes, leading to further biodiversity losses. In this context, the increasing frequency of human-induced excessive loading of nutrients causes major problems in aquatic systems. Previous studies investigating how functional diversity influences the response of food webs to disturbances have mainly considered systems with at most two functionally diverse trophic levels. We investigated the effects of functional diversity on the robustness, that is, resistance, resilience, and elasticity, using a tritrophic—and thus more realistic—plankton food web model. We compared a non-adaptive food chain with no diversity within the individual trophic levels to a more diverse food web with three adaptive trophic levels. The species fitness differences were balanced through trade-offs between defense/growth rate for prey and selectivity/half-saturation constant for predators. We showed that the resistance, resilience, and elasticity of tritrophic food webs decreased with larger perturbation sizes and depended on the state of the system when the perturbation occurred. Importantly, we found that a more diverse food web was generally more resistant and resilient but its elasticity was context-dependent. Particularly, functional diversity reduced the probability of a regime shift toward a non-desirable alternative state. The basal-intermediate interaction consistently determined the robustness against a nutrient pulse despite the complex influence of the shape and type of the dynamical attractors. This relationship was strongly influenced by the diversity present and the third trophic level. Overall, using a food web model of realistic complexity, this study confirms the destructive potential of the positive feedback loop between biodiversity loss and robustness, by uncovering mechanisms leading to a decrease in resistance, resilience, and potentially elasticity as functional diversity declines. KW - functional diversity KW - nutrient spike KW - pulse perturbation KW - regime shift KW - robustness KW - tritrophic food web Y1 - 2021 U6 - https://doi.org/10.1002/ece3.8214 SN - 2045-7758 N1 - Wojcik and Ceulemans shared first authorship. VL - 11 IS - 22 SP - 15639 EP - 15663 PB - John Wiley & Sons, Inc. CY - Hoboken (New Jersey) ER - TY - GEN A1 - Wojcik, Laurie Anne A1 - Ceulemans, Ruben A1 - Gaedke, Ursula T1 - Functional diversity buffers the effects of a pulse perturbation on the dynamics of tritrophic food webs T2 - Zweitveröffentlichungen der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe N2 - Biodiversity decline causes a loss of functional diversity, which threatens ecosystems through a dangerous feedback loop: This loss may hamper ecosystems’ ability to buffer environmental changes, leading to further biodiversity losses. In this context, the increasing frequency of human-induced excessive loading of nutrients causes major problems in aquatic systems. Previous studies investigating how functional diversity influences the response of food webs to disturbances have mainly considered systems with at most two functionally diverse trophic levels. We investigated the effects of functional diversity on the robustness, that is, resistance, resilience, and elasticity, using a tritrophic—and thus more realistic—plankton food web model. We compared a non-adaptive food chain with no diversity within the individual trophic levels to a more diverse food web with three adaptive trophic levels. The species fitness differences were balanced through trade-offs between defense/growth rate for prey and selectivity/half-saturation constant for predators. We showed that the resistance, resilience, and elasticity of tritrophic food webs decreased with larger perturbation sizes and depended on the state of the system when the perturbation occurred. Importantly, we found that a more diverse food web was generally more resistant and resilient but its elasticity was context-dependent. Particularly, functional diversity reduced the probability of a regime shift toward a non-desirable alternative state. The basal-intermediate interaction consistently determined the robustness against a nutrient pulse despite the complex influence of the shape and type of the dynamical attractors. This relationship was strongly influenced by the diversity present and the third trophic level. Overall, using a food web model of realistic complexity, this study confirms the destructive potential of the positive feedback loop between biodiversity loss and robustness, by uncovering mechanisms leading to a decrease in resistance, resilience, and potentially elasticity as functional diversity declines. T3 - Zweitveröffentlichungen der Universität Potsdam : Mathematisch-Naturwissenschaftliche Reihe - 1251 KW - functional diversity KW - nutrient spike KW - pulse perturbation KW - regime shift KW - robustness KW - tritrophic food web Y1 - 2021 U6 - http://nbn-resolving.de/urn/resolver.pl?urn:nbn:de:kobv:517-opus4-553730 SN - 1866-8372 N1 - Wojcik and Ceulemans shared first authorship. IS - 1251 ER - TY - JOUR A1 - Barschkett, Mara A1 - Huebener, Mathias A1 - Leibing, Andreas A1 - Marcus, Jan A1 - Margaryan, Shushanik T1 - The long-term effects of measles vaccination on earnings and employment BT - a replication study of Atwood (American economic journal: economic policy, 2022) JF - Journal of comments and replications in economics N2 - Atwood analyzes the effects of the 1963 U.S. measles vaccination on long-run labor market outcomes, using a generalized difference-in-differences approach. We reproduce the results of this paper and perform a battery of robustness checks. Overall, we confirm that the measles vaccination had positive labor market effects. While the negative effect on the likelihood of living in poverty and the positive effect on the probability of being employed are very robust across the different specifications, the headline estimate—the effect on earnings—is more sensitive to the exclusion of certain regions and survey years. KW - measles vaccine KW - health KW - labor market outcomes KW - robustness KW - replication Y1 - 2023 U6 - https://doi.org/10.18718/81781.30 SN - 2749-988X VL - 2 IS - 4 PB - ZBW - Leibniz Information Centre for Economics CY - Hamburg ER -