Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

Converging from branching to linear metrics on Markov chains

View through CrossRef
We study two well-known linear-time metrics on Markov chains (MCs), namely, the strong and strutter trace distances. Our interest in these metrics is motivated by their relation to the probabilistic linear temporal logic (LTL)-model checking problem: we prove that they correspond to the maximal differences in the probability of satisfying the same LTL and LTL−X(LTL without next operator) formulas, respectively.The threshold problem for these distances (whether their value exceeds a given threshold) is NP-hard and not known to be decidable. Nevertheless, we provide an approximation schema where each lower and upper approximant is computable in polynomial time in the size of the MC.The upper approximants are bisimilarity-like pseudometrics (hence, branching-time distances) that converge point-wise to the linear-time metrics. This convergence is interesting in itself, because it reveals a non-trivial relation between branching and linear-time metric-based semantics that does not hold in equivalence-based semantics.
Title: Converging from branching to linear metrics on Markov chains
Description:
We study two well-known linear-time metrics on Markov chains (MCs), namely, the strong and strutter trace distances.
Our interest in these metrics is motivated by their relation to the probabilistic linear temporal logic (LTL)-model checking problem: we prove that they correspond to the maximal differences in the probability of satisfying the same LTL and LTL−X(LTL without next operator) formulas, respectively.
The threshold problem for these distances (whether their value exceeds a given threshold) is NP-hard and not known to be decidable.
Nevertheless, we provide an approximation schema where each lower and upper approximant is computable in polynomial time in the size of the MC.
The upper approximants are bisimilarity-like pseudometrics (hence, branching-time distances) that converge point-wise to the linear-time metrics.
This convergence is interesting in itself, because it reveals a non-trivial relation between branching and linear-time metric-based semantics that does not hold in equivalence-based semantics.

Related Results

Yield, nutrient uptake and economics of Indian mustard (Brassica juncea) as affected by split and foliar application of potassium
Yield, nutrient uptake and economics of Indian mustard (Brassica juncea) as affected by split and foliar application of potassium
A field experiment was carried out during winter (rabi) season 2021–22 at the ICAR-Indian Agricultural Research Institute located at New Delhi to find out the effect of potassium m...
Networks with Semiflexible Chains and Networks Exhibiting Strain-Induced Crystallization
Networks with Semiflexible Chains and Networks Exhibiting Strain-Induced Crystallization
Classical theories of rubber elasticity are based on models of flexible polymer chains that are sufficiently long to exhibit Gaussian behavior as described in chapter 1 and in appe...
An Entropy Rate Theorem for a Hidden Inhomogeneous Markov Chain
An Entropy Rate Theorem for a Hidden Inhomogeneous Markov Chain
Objective: The main object of our study is to extend some entropy rate theorems to a Hidden Inhomogeneous Markov Chain (HIMC) and establish an entropy rate theo...
THE SECURITY AND PRIVACY MEASURING SYSTEM FOR THE INTERNET OF THINGS DEVICES
THE SECURITY AND PRIVACY MEASURING SYSTEM FOR THE INTERNET OF THINGS DEVICES
The purpose of the article: elimination of the gap in existing need in the set of clear and objective security and privacy metrics for the IoT devices users and manufacturers and a...
Inheritance of Basal Branching in Sunflower
Inheritance of Basal Branching in Sunflower
AbstractCollection of sunflower lines of the Institute of Oilseed Crops was studied based on its branching. Ten lines with the basal branching trait were identified. It was establi...
Corporate environmental reporting: what's in a metric?
Corporate environmental reporting: what's in a metric?
AbstractAlthough there has been increased attention to corporate environmental reports (CERs), there has yet to be a close examination of the metrics used in these reports. Metrics...
Triad1 Regulates Myelopoiesis through Different Ubiquitin Ligase Activities.
Triad1 Regulates Myelopoiesis through Different Ubiquitin Ligase Activities.
Abstract The modification of cellular proteins with poly-ubiquitin chains plays an essential role in hematopoiesis. Different types of ubiquitin chains may have oppo...

Back to Top