TY - GEN
T1 - Evidence-based optimization
AU - Van Hentenryck, Pascal
N1 - Publisher Copyright:
© Springer International Publishing Switzerland 2015.
PY - 2015
Y1 - 2015
N2 - For the first time in the history of mankind, we are accumulating data sets of unprecedented scale and accuracy about physical infrastructures, natural phenomena, man-made processes, and human behavior. These developments, together with progress in high-performance computing, machine learning, and operations research, offer exciting opportunities for the evidence-based optimization of global systems. This talk reviews some case-studies in disaster management, energy systems, high-performance computing, and market optimization to showcase these unique opportunities and their associated challenges, and presents some emerging architectures for evidence-based optimization.
AB - For the first time in the history of mankind, we are accumulating data sets of unprecedented scale and accuracy about physical infrastructures, natural phenomena, man-made processes, and human behavior. These developments, together with progress in high-performance computing, machine learning, and operations research, offer exciting opportunities for the evidence-based optimization of global systems. This talk reviews some case-studies in disaster management, energy systems, high-performance computing, and market optimization to showcase these unique opportunities and their associated challenges, and presents some emerging architectures for evidence-based optimization.
UR - http://www.scopus.com/inward/record.url?scp=84952021012&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:84952021012
SN - 9783319244648
T3 - Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
SP - XV
BT - Advances in Intelligent Data Analysis XIV - 14th International Symposium, IDA 2015, Proceedings
A2 - De Bie, Tijl
A2 - van Leeuwen, Matthijs
A2 - Fromont, Elisa
PB - Springer Verlag
T2 - 14th International Symposium on Intelligent Data Analysis, IDA 2015
Y2 - 22 October 2015 through 24 October 2015
ER -