TY - JOUR
T1 - Predicting the interactive rendering time threshold of Gaussian process models with HyperSlice
AU - Torsney-Weir, Thomas
AU - Bergner, Steven
AU - Bingham, Derek
AU - Möller, Torsten
N1 - Publisher Copyright:
© 2016 IEEE.
PY - 2017/2/1
Y1 - 2017/2/1
N2 - In this paper we present a method for predicting the rendering time to display multi-dimensional data for the analysis of computer simulations using the HyperSlice [36] method with Gaussian process model reconstruction. Our method relies on a theoretical understanding of how the data points are drawn on slices and then fits the formula to a user’s machine using practical experiments. We also describe the typical characteristics of data when analyzing deterministic computer simulations as described by the statistics community. We then show the advantage of carefully considering how many data points can be drawn in real time by proposing two approaches of how this predictive formula can be used in a real-world system
AB - In this paper we present a method for predicting the rendering time to display multi-dimensional data for the analysis of computer simulations using the HyperSlice [36] method with Gaussian process model reconstruction. Our method relies on a theoretical understanding of how the data points are drawn on slices and then fits the formula to a user’s machine using practical experiments. We also describe the typical characteristics of data when analyzing deterministic computer simulations as described by the statistics community. We then show the advantage of carefully considering how many data points can be drawn in real time by proposing two approaches of how this predictive formula can be used in a real-world system
KW - Gaussian process regression
KW - Interactive rendering
KW - Multi-dimensional visualization
KW - surrogate modeling
UR - http://www.scopus.com/inward/record.url?scp=85009063917&partnerID=8YFLogxK
U2 - 10.1109/TVCG.2016.2532333
DO - 10.1109/TVCG.2016.2532333
M3 - Article
SN - 1077-2626
VL - 23
SP - 1111
EP - 1123
JO - IEEE Transactions on Visualization and Computer Graphics
JF - IEEE Transactions on Visualization and Computer Graphics
IS - 2
ER -