The role of Kemeny's constant in properties of Markov chains
| aut.researcher | Hunter, Jeffrey Joseph | |
| dc.contributor.author | Hunter, JJ | |
| dc.date.accessioned | 2012-01-22T01:56:38Z | |
| dc.date.available | 2012-01-22T01:56:38Z | |
| dc.date.copyright | 2011 | |
| dc.date.issued | 2011 | |
| dc.description.abstract | In a finite m-state irreducible Markov chain with stationary probabilities {πi} and mean first passage times mij (mean recurrence time when i = j) it was first shown, by Kemeny and Snell, that the sum, over j, of πj and mij is a constant, K, not depending on i. This constant has since become known as Kemeny’s constant. We consider a variety of techniques for finding expressions for K, derive some bounds for K, and explore various applications and interpretations of these results. Interpretations include the expected number of links that a surfer on the World Wide Web located on a random page needs to follow before reaching a desired location, as well as the expected time to mixing in a Markov chain. Various applications have been considered including some perturbation results, mixing on directed graphs and its relation to the Kirchhoff index of regular graphs. | |
| dc.identifier.citation | Markov & Semi-Markov Processes & Related Fields, MSMPRF 2011, Sithonia, Greece, 2011-09-20 - 2011-09-23 | |
| dc.identifier.uri | https://hdl.handle.net/10292/3285 | |
| dc.publisher | MSM Conference | |
| dc.relation.uri | http://msmconference2011.gr/index.php/msmprf/2011 | |
| dc.rights | NOTICE: this is the author’s version of a work that was accepted for publication. Changes resulting from the publishing process, such as peer review, editing, corrections, structural formatting, and other quality control mechanisms may not be reflected in this document. Changes may have been made to this work since it was submitted for publication. A definitive version was subsequently published in (see Citation). The original publication is available at (see Publisher's Version) | |
| dc.rights.accessrights | OpenAccess | |
| dc.subject | Markov chains | |
| dc.subject | Kemeny’s constant | |
| dc.subject | Mixing times | |
| dc.subject | Perturbations | |
| dc.subject | Regular graphs | |
| dc.title | The role of Kemeny's constant in properties of Markov chains | |
| dc.type | Conference Contribution | |
| pubs.organisational-data | /AUT | |
| pubs.organisational-data | /AUT/Design & Creative Technologies | |
| pubs.organisational-data | /AUT/Design & Creative Technologies/School of Computing & Mathematical Science | |
| pubs.organisational-data | /AUT/PBRF Researchers | |
| pubs.organisational-data | /AUT/PBRF Researchers/Design & Creative Technologies PBRF Researchers | |
| pubs.organisational-data | /AUT/PBRF Researchers/Design & Creative Technologies PBRF Researchers/DCT C & M Management & Allied |
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