CumInCAD is a Cumulative Index about publications in Computer Aided Architectural Design
supported by the sibling associations ACADIA, CAADRIA, eCAADe, SIGraDi, ASCAAD and CAAD futures

id ecaade2016_120
authors Takizawa, Atsushi
year 2016
title Estimating Potential Event Occurrence Areas in Small Space based on Semi-supervised Learning
source Herneoja, Aulikki; Toni Österlund and Piia Markkanen (eds.), Complexity & Simplicity - Proceedings of the 34th eCAADe Conference - Volume 2, University of Oulu, Oulu, Finland, 22-26 August 2016, pp. 169-178
summary We propose a method for relatively small space that can optimize the size and shape of the neighborhood of an event occurrence spot on a grid space to minimize the classification error using classification by aggregating emerging patterns based on the concept of semi-supervised learning. We apply this method to data of waiting people in the Umeda Underground Mall and show that the proposed method can improve classification accuracy and understandability of classification rules.
wos WOS:000402064400016
keywords Small space; spatial event; clustering; classification; mixed integer quadratic programing
series eCAADe
email takizawa@arch.eng.osaka-cu.ac.jp
full text file.pdf (6,241,615 bytes)
references Content-type: text/plain
details citation check to select
100%; open Batty, M (2001) Find in CUMINCAD Exploring isovist fields: space and shape in architectural and urban morphology , Environment and Planning B: Planning and Design, 28(1), pp. 123-150
100%; open Benedikt, M (1979) Find in CUMINCAD To take hold of space: isovists and isovist fields , Environment and Planning B, 6, pp. 47-65
100%; open Chen, D, et al. (2004) Find in CUMINCAD Efficient Algorithms for Approximating a Multi-dimensional Voxel Terrain by a Unimodal Terrain , Proceedings of the 10th Computing and Combinatorics of Conference, pp. 238-248
100%; open Desyllas, J and Duxbury, E (2001) Find in CUMINCAD Axial Maps and Visibility Graph Analysis - A comparison of their methodology and use in models of urban pedestrian movement , Proceedings of the 3rd International Space Syntax Symposium, pp. 27.1-27.13
100%; open Dong, G, et al. (1999) Find in CUMINCAD CAEP: Classification by Aggregating Emerging Patterns , Proceedings of the 2nd International Conference on Discovery Science, pp. 30-42
100%; open Hall, M, et al. (2009) Find in CUMINCAD The WEKA Data Mining Software: An Update , SIGKDD Explorations
100%; open Hillier, B and Hanson, J (1984) Find in CUMINCAD The Social Logic of Space , Cambridge University Press
100%; open Matsuso, K, et al. (2013) Find in CUMINCAD Relationships between waiting behavior of pedestrians and space structure of public underground mall , Proceedings of the 22nd Japan Conference of GISA, pp. D-5-3
100%; open Min, SY, et al. (2012) Find in CUMINCAD The impacts of spatial configuration and merchandising on the shopping behavior in the complex commercial facilities , Proceedings of the 8th International Space Syntax Symposium, pp. 8066.1-8066.15
100%; open Morimoto, Y, et al. (2003) Find in CUMINCAD Extracting Spatial Knowledge from the Web , Proceedings of the International Symposium on Applications and the Internet, pp. 326-333
100%; open Penn, A, et al. (1999) Find in CUMINCAD The space of innovation: Interaction and communication in the work environment , Environment and Planning B: Planning and Design, 26(2), pp. 193-218
100%; open Takizawa, A (2013) Find in CUMINCAD Emerging Pattern Based Street Crime Analysis - Street Level Spatial Analysis of Crime Location Associated with Built Environment in Fushimi Ward, Kyoto City - , Transactions of AIJ, 78(686), pp. 957-967
100%; open Zhu, X and Goldberg, AB (2009) Find in CUMINCAD Introduction to Semi-Supervised Learning, Synthesis Lectures on Artificial Intelligence and Machine Learning , Morgan and Claypool Publishers

last changed 2017/06/28 08:46
HOMELOGIN (you are user _anon_816295 from group guest) Works Powered by SciX Open Publishing Services 1.002