TY - GEN
T1 - Random walks with "back buttons" (extended abstract)
AU - Fagin, Ronald
AU - Karlin, Anna R.
AU - Kleinberg, Jon
AU - Raghavan, Prabhakar
AU - Rajagopalan, Sridhar
AU - Rubinfeld, Ronitt
AU - Sudan, Madhu
AU - Tomkins, Andrew
PY - 2000
Y1 - 2000
N2 - We introduce backoff processes, an idealized stochastic model of browsing on the world-wide web, which incorporates both hyperlink traversals and use of the "back button" With some probability the next state is generated by a distribution over out-edges from the current state, as in a traditional Markov chain. With the remaining probability, however, the next state is generated by clicking on the back button, and returning to the state from which the current state was entered by a "forward move". Repeated clicks on the back button require access to increasingly distant history. We show that this process has fascinating similarities to and differences from Markov chains. In particular, we prove that like Markov chains, backoff processes always have a limit distribution, and we give algorithms to compute this distribution. Unlike Markov chains, the limit distribution may depend on the start state.
AB - We introduce backoff processes, an idealized stochastic model of browsing on the world-wide web, which incorporates both hyperlink traversals and use of the "back button" With some probability the next state is generated by a distribution over out-edges from the current state, as in a traditional Markov chain. With the remaining probability, however, the next state is generated by clicking on the back button, and returning to the state from which the current state was entered by a "forward move". Repeated clicks on the back button require access to increasingly distant history. We show that this process has fascinating similarities to and differences from Markov chains. In particular, we prove that like Markov chains, backoff processes always have a limit distribution, and we give algorithms to compute this distribution. Unlike Markov chains, the limit distribution may depend on the start state.
UR - http://www.scopus.com/inward/record.url?scp=0033692213&partnerID=8YFLogxK
U2 - 10.1145/335305.335362
DO - 10.1145/335305.335362
M3 - ???researchoutput.researchoutputtypes.contributiontobookanthology.conference???
AN - SCOPUS:0033692213
SN - 1581131844
SN - 9781581131840
T3 - Proceedings of the Annual ACM Symposium on Theory of Computing
SP - 484
EP - 493
BT - Proceedings of the 32nd Annual ACM Symposium on Theory of Computing, STOC 2000
T2 - 32nd Annual ACM Symposium on Theory of Computing, STOC 2000
Y2 - 21 May 2000 through 23 May 2000
ER -