International Conference on Computer and Knowledge Engineering

Home / 12th International Conference on Computer and Knowledge Engineering

The Effect of Network Environment on Traffic Classification

Authors :

Abolghasem Rezaei Khesal¹ Mehdi Teimouri²

1- University of Tehran 2- University of Tehran

Keywords :

Robust traffic classification،machine learning،feature engineering،cross-validation،network traffic dataset

Abstract :

One of the challenges of network traffic classification and mobile app identification is model generalization. The accuracy and efficiency of classification models are strongly influenced by the network environment and user behavior. By changing the network environmental parameters such as mobile type or app version, the accuracy of the trained classification model may be reduced. In this paper, we investigate the effect of the network environment on one of the most well-known networks traffic classifiers. To this end, we have collected a dataset of 60 popular apps in Iran using different network environments.

List of archived papers

Impossible differential and zero-correlatin linear cryptanalysis of Marx, Marx2, Chaskey andSpeck32

Mahshid Saberi - Nasour Bagheri - Sadegh Sadeghi

A Framework for Automated Cardiovascular Magnetic Resonance Image Quality Scoring based on EuroCMR Registry Criteria

Shahabedin Nabavi - Mohsen Ebrahimi Moghaddam - Ahmad Ali Abin - Alejandro Frangi

Graph Attention Networks for Modeling Multi-Sensor Relationships in Early Prediction of Critical Events in ICU Patients

Amir Akhavan Saffar - Danial Eskandari Faruji - Javad Hamidzadeh

Improving performance of multi-label classification using ensemble of feature selection and outlier detection

Mohammad Ali Zarif - Javad Hamidzadeh

Designing a High Perfomance and High Profit P2P Energy Trading System Using a Consortium Blockchain Network

Poonia Taheri Makhsoos - Behnam Bahrak - Fattaneh Taghiyareh

Degarbayan-SC: A Colloquial Paraphrase Farsi Subtitles Dataset

Mohammad Javad Aghajani - Mohammad Ali Keyvanrad

Plant Disease Detection Using Dynamic Knowledge Distillation and Attention Mechanism

Mohammad Ghasemi Arian - Mohammad Hossein Yaghmaee Moghaddam

Detecting Non-Spherical Clusters Using Modified CURE Algorithm

Arezou Safdari - Pedram Salehpour

Enhancing Vehicle Make and Model Recognition with 3D Attention Modules

Narges Semiromizadeh - Omid Nejati Manzari - Shahriar B. Shokouhi - Sattar Mirzakuchaki

Decentralized Federated Learning in IoT Environments: A Hierarchical Approach

Majid Mohammadpour - Seyedakbar Mostafavi

more

Samin Hamayesh - Version 42.7.0