Semi-Experiments and the Modelling of Internet Traffic - SAMSI
Semi-Experiments and the Modelling of Internet Traffic - SAMSI
Semi-Experiments and the Modelling of Internet Traffic - SAMSI
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Use Gamma Inter-arrivals for A<br />
<strong>Semi</strong>-experiments: Poisson (stationarity) reasonable, but burstiness needed<br />
Gamma-Renewal: Not an Arbitrary Choice:<br />
• Contains exponential as special case<br />
• Has a scale parameter <strong>of</strong> <strong>the</strong> right form: b ∝ λ −1<br />
A<br />
• Flexible family with minimum number <strong>of</strong> physical parameters<br />
• Explicit cf:<br />
Φ A (ω; b, c) = (1 − ibω) −c<br />
• Explicit spectrum:<br />
Γ X (ν) = λ A [(1 − Φ A (ω)) −1 + (1 − Φ A (−ω)) −1 − 1]<br />
• Spectrum monotone for c < 1 (over-dispersed)<br />
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