Article

Towards autonomic web-sites based on learning automata

Authors:

Pradeep S,

Chitra Ramachandran,

Srinath SrinivasaAuthors Info & Claims

WWW '05: Special interest tracks and posters of the 14th international conference on World Wide Web

Pages 1044 - 1045

https://doi.org/10.1145/1062745.1062860

Published: 10 May 2005 Publication History

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Abstract

Autonomics or self-reorganization becomes pertinent for web-sites serving a large number of users with highly varying workloads. An important component of self-adaptation is to model the behaviour of users and adapt accordingly. This paper proposes a learning-automata based technique for model discovery. User access patterns are used to construct an FSM model of user behaviour that in turn is used for prediction and prefetching. The proposed technique uses a generalization algorithm to classify behaviour patterns into a small number of generalized classes. It has been tested on both synthetic and live data-sets and has shown a prediction hit-rate of up to 89% on a real web-site.

References

[1]

M. Perkowitz and O. Etzioni. Adaptive web sites: Automatically learning from user access patterns. In http://www.cs.washington.edu/research/adaptive/.

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[2]

S. Pradeep, C. Ramachandran, and S. Srinivasa. Extended shortest-run generalization for web-site autonomics. Technical Report, Open Systems Lab, IIIT Bangalore, OSL-IIITB-0502, 2005.

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[3]

S. Srinivasa and M. Spiliopoulou. Discerning behavioural properties by analysing transaction logs. In Proc of ACM Symposium on Applied Computing (SAC 2000), Como, Italy, 2000.

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Cited By

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Bartolini NBongiovanni GSilvestri S(2009)Self-* through self-learningComputer Networks: The International Journal of Computer and Telecommunications Networking10.1016/j.comnet.2008.11.01553:5(727-743)Online publication date: 1-Apr-2009
https://dl.acm.org/doi/10.1016/j.comnet.2008.11.015
Bartolini NBongiovanni GSilvestri S(2008)Self-* Overload Control for Distributed Web Systems2008 16th Interntional Workshop on Quality of Service10.1109/IWQOS.2008.11(50-59)Online publication date: Jun-2008
https://doi.org/10.1109/IWQOS.2008.11
Bartolini NBongiovanni GSilvestri S(2007)An Autonomic Admission Control Policy for Distributed Web SystemsProceedings of the 2007 15th International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems10.1109/MASCOTS.2007.8(138-144)Online publication date: 24-Oct-2007
https://dl.acm.org/doi/10.1109/MASCOTS.2007.8

Index Terms

Towards autonomic web-sites based on learning automata
1. Computing methodologies
  1. Machine learning
    1. Machine learning approaches

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Information

Published In

WWW '05: Special interest tracks and posters of the 14th international conference on World Wide Web

May 2005

454 pages

ISBN:1595930515

DOI:10.1145/1062745

Conference Chairs:
Allan Ellis
Southern Cross University, Australia
,
Tatsuya Hagino
Keio University, Japan
,
Program Chairs:
Fred Douglis
IBM Research
,
Prabhakar Raghavan
Verity, Inc.

Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 10 May 2005

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Bartolini NBongiovanni GSilvestri S(2009)Self-* through self-learningComputer Networks: The International Journal of Computer and Telecommunications Networking10.1016/j.comnet.2008.11.01553:5(727-743)Online publication date: 1-Apr-2009
https://dl.acm.org/doi/10.1016/j.comnet.2008.11.015
Bartolini NBongiovanni GSilvestri S(2008)Self-* Overload Control for Distributed Web Systems2008 16th Interntional Workshop on Quality of Service10.1109/IWQOS.2008.11(50-59)Online publication date: Jun-2008
https://doi.org/10.1109/IWQOS.2008.11
Bartolini NBongiovanni GSilvestri S(2007)An Autonomic Admission Control Policy for Distributed Web SystemsProceedings of the 2007 15th International Symposium on Modeling, Analysis, and Simulation of Computer and Telecommunication Systems10.1109/MASCOTS.2007.8(138-144)Online publication date: 24-Oct-2007
https://dl.acm.org/doi/10.1109/MASCOTS.2007.8

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