[PDF][PDF] Submodular function maximization.

A Krause, D Golovin - Tractability, 2014 - cs.cmu.edu
Submodularity1 is a property of set functions with deep theoretical consequences and far–
reaching applications. At first glance it appears very similar to concavity, in other ways it …

Maximum coverage capacitated facility location problem with range constrained drones

D Chauhan, A Unnikrishnan, M Figliozzi - Transportation Research Part C …, 2019 - Elsevier
Given a set of demand and potential facility locations and a set of fully available charged
drones, an agency seeks to locate a pre-specified number of capacitated facilities and …

Adaptive submodularity: Theory and applications in active learning and stochastic optimization

D Golovin, A Krause - Journal of Artificial Intelligence Research, 2011 - jair.org
Many problems in artificial intelligence require adaptively making a sequence of decisions
with uncertain outcomes under partial observability. Solving such stochastic optimization …

Maximizing a monotone submodular function subject to a matroid constraint

G Calinescu, C Chekuri, M Pal, J Vondrák - SIAM Journal on Computing, 2011 - SIAM
Let f:2^X→\calR_+ be a monotone submodular set function, and let (X,\calI) be a matroid.
We consider the problem \rmmax_S∈\calIf(S). It is known that the greedy algorithm yields a …

ActiveCrowd: A framework for optimized multitask allocation in mobile crowdsensing systems

B Guo, Y Liu, W Wu, Z Yu, Q Han - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
Worker selection is a key issue in mobile crowd sensing (MCS). While the previous worker
selection approaches mainly focus on selecting a proper subset of workers for a single MCS …

CrowdRecruiter: Selecting participants for piggyback crowdsensing under probabilistic coverage constraint

D Zhang, H **ong, L Wang, G Chen - Proceedings of the 2014 ACM …, 2014 - dl.acm.org
This paper proposes a novel participant selection framework, named CrowdRecruiter, for
mobile crowdsensing. CrowdRecruiter operates on top of energy-efficient Piggyback …

Optimal approximation for the submodular welfare problem in the value oracle model

J Vondrák - Proceedings of the fortieth annual ACM symposium on …, 2008 - dl.acm.org
In the Submodular Welfare Problem, m items are to be distributed among n players with
utility functions wi: 2 [m]→ R+. The utility functions are assumed to be monotone and …

Efficient informative sensing using multiple robots

A Singh, A Krause, C Guestrin, WJ Kaiser - Journal of Artificial Intelligence …, 2009 - jair.org
The need for efficient monitoring of spatio-temporal dynamics in large environmental
applications, such as the water quality monitoring in rivers and lakes, motivates the use of …

QoE-driven mobile edge caching placement for adaptive video streaming

C Li, L Toni, J Zou, H **ong… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
Caching at mobile edge servers can smooth temporal traffic variability and reduce the
service load of base stations in mobile video delivery. However, the assignment of multiple …

The resilience of WDM networks to probabilistic geographical failures

PK Agarwal, A Efrat, SK Ganjugunte… - IEEE/ACM …, 2013 - ieeexplore.ieee.org
Telecommunications networks, and in particular optical WDM networks, are vulnerable to
large-scale failures in their physical infrastructure, resulting from physical attacks (such as …