A machine learning approach to TCP throughput prediction

M Mirza, J Sommers, P Barford… - IEEE/ACM Transactions …, 2010 - ieeexplore.ieee.org
TCP throughput prediction is an important capability for networks where multiple paths exist
between data senders and receivers. In this paper, we describe a new lightweight method …

A machine learning approach to TCP throughput prediction

M Mirza, J Sommers, P Barford, X Zhu - ACM SIGMETRICS Performance …, 2007 - dl.acm.org
TCP throughput prediction is an important capability in wide area overlay and multi-homed
networks where multiple paths may exist between data sources and receivers. In this paper …

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 …

On the predictability of large transfer TCP throughput

Q He, C Dovrolis, M Ammar - Computer Networks, 2007 - Elsevier
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 …

Characterizing and predicting tcp throughput on the wide area network

D Lu, Y Qiao, PA Dinda… - 25th IEEE International …, 2005 - ieeexplore.ieee.org
DualPats exploits the strong correlation between TCP throughput and flow size, and the
statistical stability of Internet path characteristics to accurately predict the TCP throughput of …

[HTML][HTML] 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 …

On inferring TCP behavior

J Pahdye, S Floyd - ACM SIGCOMM Computer Communication Review, 2001 - dl.acm.org
Most of the traffic in today's Internet is controlled by the Transmission Control Protocol (TCP).
Hence, the performance of TCP has a significant impact on the performance of the overall …

Efficiency/friendliness tradeoffs in TCP Westwood

R Wang, M Valla, MY Sanadidi… - … ISCC 2002 Seventh …, 2002 - ieeexplore.ieee.org
We propose a refinement of TCP Westwood which allows management of the
efficiency/friendliness-to-NewReno tradeoff. We show that the refined TCP Westwood is able …

Modeling TCP throughput: A simple model and its empirical validation

J Padhye, V Firoiu, D Towsley, J Kurose - Proceedings of the ACM …, 1998 - dl.acm.org
In this paper we develop a simple analytic characterization of the steady state throughput, as
a function of loss rate and round trip time for a bulk transfer TCP flow, ie, a flow with an …

Modeling TCP Reno performance: a simple model and its empirical validation

J Padhye, V Firoiu, DF Towsley… - IEEE/ACM transactions …, 2000 - ieeexplore.ieee.org
The steady-state performance of a bulk transfer TCP flow (ie, a flow with a large amount of
data to send, such as FTP transfers) may be characterized by the send rate, which is the …