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Hermes SMTP Server) with ESMTPA ID 1880df0046e87f17d23a6f59b768ec04; Sun, 08 Jun 2025 11:25:53 +0000 (UTC) Content-Type: multipart/alternative; boundary="------------XMxLkL8R1rDsnnYi5uIu5eA8" Message-ID: <305b763e-3dd8-4f39-8c9c-4066ea13d27b@rogers.com> Date: Sun, 8 Jun 2025 07:25:52 -0400 MIME-Version: 1.0 User-Agent: Mozilla Thunderbird To: bloat Content-Language: en-US From: David Collier-Brown References: <305b763e-3dd8-4f39-8c9c-4066ea13d27b.ref@rogers.com> X-Mailer: WebService/1.1.23956 mail.backend.jedi.jws.acl:role.jedi.acl.token.atz.jws.hermes.yahoo Subject: [Bloat] Detecting "fake" bandwidth from ISPs X-BeenThere: bloat@lists.bufferbloat.net X-Mailman-Version: 2.1.20 Precedence: list List-Id: General list for discussing Bufferbloat List-Unsubscribe: , List-Archive: List-Post: List-Help: List-Subscribe: , X-List-Received-Date: Sun, 08 Jun 2025 11:25:56 -0000 This is a multi-part message in MIME format. --------------XMxLkL8R1rDsnnYi5uIu5eA8 Content-Type: text/plain; charset=UTF-8; format=flowed Content-Transfer-Encoding: 8bit ISPs sometimes offer more performance when a customer is doing a load test than any other time. The authors of this paper use a machine-learning model to detect "fake" bandwidth using 20 days of logs. www.researchgate.net (PDF) Optimisation of Network Logs for Fake Bandwidth Classification using CNN <#> PDF | The goal of this study is to enhance the classification accuracy of fake bandwidth using a CNN model, leveraging network logs collected in... | Find, read and cite all the research you need on ResearchGate 🔗 https://www.researchgate.net/publication/392480826_Optimisation_of_Network_Logs_for_Fake_Bandwidth_Classification_using_CNN  The work also looks at the possibility of using the "real" bandwidth to guide allocation and keep the QoS high --dave -- David Collier-Brown, | Always do right. This will gratify System Programmer and Author | some people and astonish the rest davecb@spamcop.net | -- Mark Twain --------------XMxLkL8R1rDsnnYi5uIu5eA8 Content-Type: text/html; charset=UTF-8 Content-Transfer-Encoding: 8bit

ISPs sometimes offer more performance when a customer is doing a load test than any other time. The authors of this paper use a machine-learning model to detect "fake" bandwidth using 20 days of logs.

 The work also looks at the possibility of using the "real" bandwidth to guide allocation and keep the QoS high

--dave

-- 
David Collier-Brown,         | Always do right. This will gratify
System Programmer and Author | some people and astonish the rest
davecb@spamcop.net           |              -- Mark Twain
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