17,018 research outputs found
Unobserved Product Differentiation in Discrete Choice Models: Estimating Price Elasticities and Welfare Effects
Standard discrete choice models such as logit, nested logit, and random coefficients models place very strong restrictions on how unobservable product space increases with the number of products. We argue (and show with Monte Carlo experiments) that these restrictions can lead to biased conclusions regarding price elasticities and welfare consequences from additional products. In addition, these restrictions can identify parameters which are not intuitively identified given the data at hand. We suggest two alternative models that relax these restrictions, both motivated by structural interpretations. Monte-Carlo experiments and an application to data show that these alternative models perform well in practice.
Modular Workflow Engine for Distributed Services using Lightweight Java Clients
In this article we introduce the concept and the first implementation of a
lightweight client-server-framework as middleware for distributed computing. On
the client side an installation without administrative rights or privileged
ports can turn any computer into a worker node. Only a Java runtime environment
and the JAR files comprising the workflow client are needed. To connect all
clients to the engine one open server port is sufficient. The engine submits
data to the clients and orchestrates their work by workflow descriptions from a
central database. Clients request new task descriptions periodically, thus the
system is robust against network failures. In the basic set-up, data up- and
downloads are handled via HTTP communication with the server. The performance
of the modular system could additionally be improved using dedicated file
servers or distributed network file systems.
We demonstrate the design features of the proposed engine in real-world
applications from mechanical engineering. We have used this system on a compute
cluster in design-of-experiment studies, parameter optimisations and robustness
validations of finite element structures.Comment: 14 pages, 8 figure
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