Optimization for classical machine learning problems on the gpu

S Laue, M Blacher, J Giesen - Proceedings of the AAAI conference on …, 2022 - ojs.aaai.org
Constrained optimization problems arise frequently in classical machine learning. There
exist frameworks addressing constrained optimization, for instance, CVXPY and GENO …

Scalable unsupervised multi-criteria trajectory segmentation and driving preference mining

F Barth, S Funke, TS Jepsen, C Proissl - Proceedings of the 9th ACM …, 2020 - dl.acm.org
We present analysis techniques for large trajectory data sets that aim to provide a semantic
understanding of trajectories reaching beyond them being point sequences in time and …

Alternative multicriteria routes

F Barth, S Funke, S Storandt - 2019 Proceedings of the Twenty-First Workshop …, 2019 - SIAM
We consider the problem of computing a set of alternative routes in a multicriteria setting
where several network metrics are available. Previous approaches for alternative route …

Traffic-aware routing in road networks

D Delling, D Schieferdecker… - 2018 IEEE 34th …, 2018 - ieeexplore.ieee.org
We study how to compute routes that avoid traffic in road networks. Imperfections in real-time
traffic feeds may yield routes with undesirable detours through parking lots or residential …

Preference-based trajectory clustering-an application of geometric hitting sets

F Barth, S Funke, C Proissl - 32nd International Symposium on …, 2021 - drops.dagstuhl.de
In a road network with multicriteria edge costs we consider the problem of computing a
minimum number of driving preferences such that a given set of paths/trajectories is optimal …

Alternative routes for next generation traffic shaping

F Barth, S Funke - Proceedings of the 12th ACM SIGSPATIAL …, 2019 - dl.acm.org
Alternative route computations so far have mostly been considered as producing a small set
of reasonable routes for a human driver to select from. In the not too distant future most cars …

Inferring routing preferences from user-generated trajectories using a compression criterion

A Forsch, J Oehrlein, B Niedermann… - Journal of Spatial …, 2023 - 204.48.17.207
The optimal path between two vertices in a graph depends on the optimization objective,
which is often defined as a weighted sum of multiple criteria. When integrating two criteria …

Light Contraction Hierarchies: Hierarchical Search Without Shortcuts

C Proissl - Proceedings of the International Symposium on …, 2022 - ojs.aaai.org
Hierarchical search such as Contraction Hierarchies is a popular and successful branch of
optimization techniques for shortest path computation. Existing hierarchical techniques have …

Region-aware route planning

S Storandt - Web and Wireless Geographical Information Systems …, 2018 - Springer
We consider route planning queries in road or path networks which involve a user
preference expressed in relation to a spatial region, as eg 'from Nanjing to Shanghai along …

[PDF][PDF] Personalized route planning: on finding your way in theory and practice

FB Ihle - 2022 - d-nb.info
Navigation system are common for basically every mode of transportation. No matter if you
plan a trip by foot, bicycle, car or public transportation, systems which are specialized for …