A machine learning framework for TCP round-trip time estimation

BA Arouche Nunes, K Veenstra, W Ballenthin… - EURASIP Journal on …, 2014 - Springer
In this paper, we explore a novel approach to end-to-end round-trip time (RTT) estimation
using a machine-learning technique known as the experts framework. In our proposal, each …

A machine learning approach to end-to-end rtt estimation and its application to tcp

BAA Nunes, K Veenstra, W Ballenthin… - 2011 Proceedings of …, 2011 - ieeexplore.ieee.org
In this paper, we explore a novel approach to end-to-end round-trip time (RTT) estimation
using a machine-learning technique known as the Experts Framework. In our proposal, each …

Passive estimation of TCP round-trip times

H Jiang, C Dovrolis - ACM SIGCOMM Computer Communication Review, 2002 - dl.acm.org
We propose and evaluate a passive measurement methodology that estimates the
distribution of Round-Trip Times (RTTs) for the TCP connections that flow through a network …

Machine-learnt versus analytical models of TCP throughput

I El Khayat, P Geurts, G Leduc - Computer Networks, 2007 - Elsevier
We first study the accuracy of two well-known analytical models of the average throughput of
long-term TCP flows, namely the so-called SQRT and PFTK models, and show that these …

Predicting expected TCP throughput using genetic algorithm

CH Benet, A Kassler, E Zola - Computer Networks, 2016 - Elsevier
Predicting the expected throughput of TCP is important for several aspects such as eg
determining handover criteria for future multihomed mobile nodes or determining the …

A deep learning approach to dynamic passive RTT prediction model for TCP

DH Hagos, PE Engelstad, A Yazid… - 2019 IEEE 38th …, 2019 - ieeexplore.ieee.org
The Round-Trip Time (RTT) is a property of the path between a sender and a receiver
communicating with Transmission Control Protocol (TCP) over an IP network and over the …

Round-trip time inference via passive monitoring

R Lance, I Frommer - ACM SIGMETRICS Performance Evaluation …, 2005 - dl.acm.org
The round-trip time and congestion window are the most important rate-controlling variables
in TCP. We present a novel method for estimating these variables from passive traffic …

On the predictability of large transfer TCP throughput

Q He, C Dovrolis, M Ammar - ACM SIGCOMM Computer Communication …, 2005 - dl.acm.org
Predicting the throughput of large TCP transfers is important for a broad class of
applications. This paper focuses on the design, empirical evaluation, and analysis of TCP …

Impact of round trip delay self-similarity on TCP performance

T Hagiwara, H Majima, T Matsuda… - … and Networks (Cat …, 2001 - ieeexplore.ieee.org
Previous measurement showed that self-similar nature is found not only in network traffic
volume but also round trip packet delay. In this paper, we discuss three issues of the self …

Bayesian inference of network loss and delay characteristics with applications to TCP performance prediction

D Guo, X Wang - IEEE Transactions on Signal Processing, 2003 - ieeexplore.ieee.org
In large-scale dynamic communication networks, end systems cannot rely on the network
itself to cooperate in characterizing its own behavior. This has prompted research activities …