Classifying loss rates in broadband networks

Proceedings - IEEE INFOCOM

Volumn 1, Issue , 1999, Pages 361-370

  Brown, Timothy X ^a  

^a University of Colorado at Boulder   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

CLASSIFICATION FUNCTIONS; FINITE SAMPLE BEHAVIOR; LOSS RATES; ORDERS OF MAGNITUDE; OVERLOAD CONDITION; SIMULATED DATA; TELEPHONE NETWORKS;

BEHAVIORAL RESEARCH; SAMPLING; TELEPHONE; TELEPHONE CIRCUITS; FUNCTIONS; MATHEMATICAL MODELS; TELECOMMUNICATION TRAFFIC;

TELECOMMUNICATION SYSTEMS; BROADBAND NETWORKS;

LOSS RATES;

EID: 0032650047     PISSN: 0743166X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/INFCOM.1999.749303     Document Type: Conference Paper

References (23)

1. Bishop, C., Neural Networks for Pattern Recognition, Oxford U. Press, Oxford, 1992.
2. Blum, M., Floyd, R.W., Pratt, V.R., Rivest, R.L., Tarjan, R.E., "Time bounds for selection, " J. of Computer and System Science, vol. 7, No. 4, pp. 448-61, 1972.
3. Brown, T.X, "Classifying loss rates with small samples, " in Proc. of the International W. on Applications of Neural Networks to Telecommunications 2, Erlbaum, 1995, pp. 153-61.
4. Brown, T.X, "Adaptive access control applied to ethernet data, " Advances in Neural Inform. Processing Systems, 9, MIT Press, 1997. pp. 932-8.
5. Brown, T.X, "Adaptive statistical multiplexing for broadband communications, " Invited Tutorial Fifth IFIP Workshop on Performance Modeling & Evaluation of ATM Networks 2Ist-23rd July, 1997 Ilkley, U.K. To appear in Computer Networks and ISDN Systems.
6. Clopper, C.S., Pearson, E.S., "The use of confidence or fiducial limits illustrated in the case of the binomial, " Biometrika, vol. 26, p. 21, 1934.
7. Cover, T.M., Hart, P.E., "Nearest neighbor pattern classification, " IEEE Trans. on Info. Theory, IT-13, 21-27, Jan. 1967.
8. Duda, R.O., Hart, P.E., Pattern Classification and Scene Analysis, Wiley & Sons, New York, 1973.
9. Dvoretzky, A., Kiefer, J., Wolfowitz, J., Annals of Mathematical Statistics, vol. 27, pp. 642-69., 1956.
10. Clopper-Pearson confidence intervals, " in Encyclopedia of Statistical Sciences, Vol. 2, ed. Kotz, S., et al., John Wiley and Sons, p. 21, 1982. Note that in this edition the inequalities have the wrong sign.
11. Estrella, A.D., Jurado, A., Sandoval, F., "New training pattern selection method for ATM call admission neural control, " Elec. Let., vol. 30, no. 7, pp. 577-9, Mar. 1994.
12. Gaennssler, P., Wellner, J.A., "Glivenko-Cantelli theorems, " Encyclopedia of Statistical Science, Kotz, S., et al., ed., Wiley, New York, vol. 3, p. 443. 1986.
13. Garrett, M.W., Willinger, W., "Analysis, modeling, and generation of self-similar VBR video traffic, " in Proc. of ACM SIGCOMM, 1994. pp. 269-80.
14. Heffes, H., Lucantoni, D., "A Markov modulated characterisation of packetized voice and data traffic and related statistical multiplexing performance, " IEEE J. Selected Areas in Comm., vol. 4, no. 6, 856-68, 1986.
15. Heyman, D.P., Lakshman, T.V., "Source models for vbr broadcast-video traffic, " IEEE/ACM Trans, on Networking, vol. 4, no. 6, pp. 40-8, 1996.
16. Hiramatsu, A., "ATM communications network control by neural networks, " IEEE Trans. on Neural Networks, vol. 1, no. 1, pp. 122-30, 1990.
17. Hiramatsu, A., "Training techniques for neural network applications in ATM, " IEEE Comm. Mag., October, pp. 58-67, 1995.
18. Hui, T., Brown, T.X, "Estimating loss rates in an integrated services network by neural networks, " in GLOBECOM-98, Sydney, 8-12 Nov. 1998.
19. Leland, W.E., Taqqu, M.S., Willinger, W., Wilson, D.V., "On the self-similar nature of ethemet traffic (Extended Version), " in IEEE/ACM T. on Networking, vol. 2, no. 1, Feb. 1994, pp. 1-15.
20. Matsunawa, T., "Poisson distribution, " Encyclopedia of Statistical Science, Kotz, S., et al., ed., Wiley, New York, vol. 7, p. 20. 1986.
21. Paxson, V., Floyd, S., "Wide-area traffic: the failure of poisson modeling, " in Proc. of ACM SIGCOMM, 1994. pp. 257-68.
22. Schwartz, M., Telecommunication Networks: Protocols, Modeling, and Analysis, Addison-Wesley, Reading, MA, 1987.
23. Tran-Gia, P., Gropp, O., "Performance of a neural net used as admission controller in ATM systems, " Proc. Globecom 92, Orlando, pp. 1303-9.