@inproceedings{ChirkinKoenig,
  author    = {Chirkin, Artem and K{\"o}nig, Reinhard},
  title     = {Concept of Interactive Machine Learning in Urban Design Problems : proceedings},
  publisher = {ACM New York, NY, USA},
  address   = {San Jose, CA, USA},
  doi       = {10.25643/bauhaus-universitaet.2600},
  url       = {http://nbn-resolving.de/urn:nbn:de:gbv:wim2-20160622-26000},
  pages     = {10 -- 13},
  abstract  = {This work presents a concept of interactive machine learning in a human design process. An urban design problem is viewed as a multiple-criteria optimization problem. The outlined feature of an urban design problem is the dependence of a design goal on a context of the problem. We model the design goal as a randomized fitness measure that depends on the context. In terms of multiple-criteria decision analysis (MCDA), the defined measure corresponds to a subjective expected utility of a user. In the first stage of the proposed approach we let the algorithm explore a design space using clustering techniques. The second stage is an interactive design loop; the user makes a proposal, then the program optimizes it, gets the user's feedback and returns back the control over the application interface.},
  subject      = {Stadtgestaltung},
  language  = {en}
}
@inproceedings{TreyerKleinKoenigetal.,
  author    = {Treyer, Lukas and Klein, Bernhard and K{\"o}nig, Reinhard and Meixner, Christine},
  title     = {Lightweight urban computation interchange (LUCI) system},
  series = {FOSS4G 2015 Conference},
  booktitle = {FOSS4G 2015 Conference},
  publisher = {FOSS4G},
  address   = {Seoul, South Korea},
  doi       = {10.25643/bauhaus-universitaet.2504},
  url       = {http://nbn-resolving.de/urn:nbn:de:gbv:wim2-20160118-25042},
  pages     = {12},
  abstract  = {In this paper we introduce LUCI, a Lightweight Urban Calculation Interchange system, designed to bring the advantages of a calculation and content co-ordination system to small planning and design groups by the means of an open source middle-ware. The middle-ware focuses on problems typical to urban planning and therefore features a geo-data repository as well as a job runtime administration, to coordinate simulation models and its multiple views. The described system architecture is accompanied by two exemplary use cases that have been used to test and further develop our concepts and implementations.},
  subject      = {Architektur},
  language  = {en}
}