… set (MIS) in the network graph. The cornerstone MIS problem admits fast distributed solutions
… to the extreme and present an MIS algorithm for the dynamic distributed setting, which …

… in distributed systems has usually been handled in an ad hoc fashion. This trend could eliminate
the advantages of distributed … for optimally controlling resources in a distributed system. …

… distributed dynamic MIS, which is defined as follows: Given a graph G, compute the MIS of G
in distributed environments when G dynamically … we review the distributed algorithm for MIS …

… The main aim of this paper is to design a distributed MIS selection algorithm for a vertex
dynamic graph which in turn is capable of solving Dynamic Job Scheduling problem. …

… Our main result for this paper is solving the dynamic, distributed MIS problem; hence, we
spend the remainder of this section on its challenges and solutions. We use the ideas we obtain …

… -2 optimal decision rules. We then integrate the predictive distribution of the outcome Y mis
1 for those who do not receive the corresponding stage-2 optimal decision rule to take into …

… We characterize the optimal dynamic treatment as a … data adaptive estimators of this optimal
dynamic regimen, utilizing … candidate estimators of the optimal dynamic regimens) based on …

… We present the virtual-pivot mechanism, which is optimal in a … does not produce optimal
dynamic mechanisms in general … settings where we can design optimal dynamic mechanisms. …

… optimal arm a with an identified optimality gap ∆a = maxa µ(a ) − µ(a), the learner only needs
to make sure not to miss … trade-off: for a sub-optimal arm with optimality gap ∆a, the learner …

… In 2004, James Robins proposed g–estimation using structural nested mean models (SNMMs)
for making inference about the optimal dynamic regime in a multi-interval trial. The …