Issues and future directions in traffic classification

Dainotti, Alberto, Pescape, Antonio, Claffy, Kimberly·2012·IEEE Network
DOI 10.1109/mnet.2012.6135854

Cited by (630)

Items 401–500 of 630

  1. Classification of Network Game Traffic Using Machine Learning
    Yuning Dong, Mi Zhang, Rui Hong Zhou · 2018 · Communications in computer and information science
  2. Performance Analysis of Machine Learning Algorithms Over a Network Traffic
    Jakkula Varun, E. S. Vishnu Tejas, T. G. Keerthan Kumar · 2021 · Advances in intelligent systems and computing
  3. Analysis of Datasets for Network Traffic Classification
    Sweta Keshapagu, Shan Suthaharan · 2013 · Springer proceedings in mathematics & statistics
  4. Header signature maintenance for Internet traffic identification
    Sung‐Ho Yoon, Jun‐Sang Park, Baraka D. Sija, Mi-Jung Choi, Myung‐Sup Kim · 2016 · International Journal of Network Management
  5. Adaptive Convolutional Neural Network Structure for Network Traffic Classification
    Zhuang Han, Jianfeng Guan, Yan‐an Yao, Su Fen Yao · 2021 · IEEE International Conference on Parallel and Distributed Systems (ICPADS)
  6. Robust Machine Learning for Encrypted Traffic Classification
    Amit Z. Dvir, Yehonatan Zion, Jonathan Muehlstein, Ofir Pele, Chen Hajaj, Ran Dubin · 2016 · arXiv (Cornell University)
  7. Cbs: A Deep Learning Approach for Encrypted Traffic Classification with a Mixed Spatio-Temporal and Statistical Features Classification
    Mehdi Seydali, Farshad Khunjush, Behzad Akbari, Javad Dogani · 2022 · SSRN Electronic Journal
  8. CLASSIFICATION OF NETWORK TRAFFIC USING MACHINE LEARNING MODELS ON THE NETML DATASET
    Messaoud Mezati · 2025 · International journal of Computer Networks & Communications
  9. A few-shot detection method for new types of network traffic attacks based on meta-learning with cross-attention
    Kai Shi, Penghao Ding, Jinsong Wang · 2025 · The Journal of Supercomputing
  10. An encrypted traffic classification method based on autoencoders and convolutional neural networks
    Shengwei Xu, Jijie Han, Jianbo Wang, Yijie Bai · 2025 · PLoS ONE
  11. A multimodal and perturbation-aware learning approach for robust traffic classification
    Idio Guarino, Giampaolo Bovenzi, Alfredo Nascita, Domenico Ciuonzo, Damiano Carra B, Antonio Pescapè · 2026 · Computer Networks
  12. Cryptanalysis of an Image Cipher using Multi entropy Measures and the Countermeasures
    Ram Ratan, Arvind Yadav · 2020 · Defence Science Journal
  13. Encrypted DNS Traffic Analysis for Service Intention Inferring
    Xiaodong Zang, Jian Gong, Maoli Wang, Peng Gao · 2023 · IEEE Transactions on Network and Service Management
  14. An Adaptive Ensembled Neural Network-Based Approach to IoT Device Identification
    Jingrun Ma, Yafei Sang, Yongzheng Zhang, Xiaolin Xu, Beibei Feng, Yuwei Zeng · 2022 · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
  15. Encrypted Network Traffic Classification using Deep Learning
    Shivam Ruhil, Saumya Bhadauria, Jai Prakash Kushwaha · 2024 · International Conference on Computing, Communication and Networking Technologies (ICCCNT)
  16. Traffic through two lenses: A dual-branch vision transformer for IoT traffic classification
    Wen Yang, Chenxi Tang, Chaowei Tang, Jingwen Lü, Jing Si, Zhuo Zeng, Wenyu Ma · 2025 · Computer Networks
  17. Internet Traffic Classification: A Survey
    Gargi Srivastava, Maheshwari Prasad Singh, Prabhat Kumar, J. P. Singh · 2016 · International Conference on Recent Advances in Mathematics, Statistics and Computer Science
  18. Implementation of network traffic classifier using semi supervised machine learning approach
    Vinod Shantaram Mahajan, Bhupendra Verma · 2012 · Nirma University International Conference on Engineering
  19. Comprehensive approach for optimization traffic routing and using network resources in a virtual data center
    Irina Pavlovna Bolodurina, Denis Parfenov · 2018 · Procedia Computer Science
  20. A Method for TLS Malicious Traffic Identification Based on Machine Learning
    Wei Wang, Cheng Sheng Sun, Jia Ning Ye · 2021 · Advances in science and technology
  21. Suspicious ARP Activity Detection and Clustering Based on Autoencoder Neural Networks
    Yuwei Sun, Hideya Ochiai, Hiroshi Esaki · 2022 · IEEE Consumer Communications and Networking Conference
  22. DA-Transfer: A Transfer Method for Malicious Network Traffic Classification with Small Sample Problem
    Ruonan Wang, Jinlong Fei, Min Zhao, Rongkai Zhang, Maohua Guo, Xue Li, Zan Qi · 2022 · Electronics
  23. Positive and Unlabeled Learning for Mobile Application Traffic Classification
    Jason Hussey, Kerri Stone, Tracy K. Camp · 2022 · IEEE Military Communications Conference (MILCOM)
  24. Machine Learning Empowered Intelligent Data Center Networking
    Ting Wang, Bo Li, Mingsong Chen, Shui Yu · 2022 · SpringerBriefs in computer science
  25. Activity Detection from Encrypted Remote Desktop Protocol Traffic
    Lukasz Lapczyk, David B. Skillicorn · 2023 · Lecture notes in computer science
  26. Secure Sensitive Information on IoT using Machine Learning
    S R Nagendiran, R. Renugadevi, R. P. Anto Kumar, K. Sasirekha, R. Harini · 2023 · International Conference on Sustainable Communication Networks and Application (ICSCNA)
  27. Identification of user behavior from flow statistics
    Shingo Ata, Yusuke Iemura, Nobuyuki Nakamura, Ikuo Oka · 2017 · Asia-Pacific Network Operations and Management Symposium (APNOMS)
  28. Self-Organizing Deep Learning Model for Network Traffic Classification
    U. Prabu, Vaithianathan Geetha · 2022 · Lecture notes in networks and systems
  29. A Survey of techniques for fine-grained web traffic identification and classification
    Xiaolin Gui, Yuanlong Cao, Ilsun You, Lejun Ji, Yong Cheng Luo, Zhenzhen Luo · 2022 · Mathematical Biosciences & Engineering
  30. Rule-based User Behavior Detection System for SaaS Application
    Jee-Tae Park, Ui-Jun Baek, Myung‐Sup Kim, Min-Seong Lee, Chang-Yui Shin · 2022 · Asia-Pacific Network Operations and Management Symposium (APNOMS)
  31. ITCM: A Real Time Internet Traffic Classifier Monitor
    Silas Santiago Lopes Pereira, Jose Everardo Bessa Maia, Jorge Luiz de Castroe Silva · 2014 · International Journal of Computer Science and Information Technology
  32. On the Internet Traffic Classification: a Multi-criteria Decision Making Approach
    Ihab Sbeity, Bassem Haidar, Mohamed Dbouk · 2016 · Journal of Computer Sciences and Applications
  33. Network Traffic Classification Model Based on MDL Criterion
    Ying Zhao, Junjun Chen, Guohua You, Jian Teng · 2016 · Lecture notes in electrical engineering
  34. Internet Traffic Profiling
    Stênio Fernandes · 2017 · Springer eBooks
  35. Markov Chain Based Priority Queueing Model for Packet Scheduling and Bandwidth Allocation
    Reema Sharma, Navin Kumar, T. Srinivas · 2017 · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
  36. Network Traffic Classification using Genetic Algorithms based on Support Vector Machine
    Jie Cao, Zhiyi Fang · 2016 · International Journal of Security and Its Applications
  37. A Multi-View Deep Learning Model for Encrypted Website Service Classification
    Kaiqi Liang, Gaopeng Gou, Cuicui Kang, Chang Liu, Min Yang, Yu Guo · 2019 · Globecom
  38. Network Traffic Classification Based on Domain Adaptive Migration for Multimedia Services in Smart City Networks
    Bowen Gao, Yang Yang, Zhipeng Gao, Longjun Zhao, Zhen Wang, Dandan Cui · 2022 · IEEE International Symposium on Broadband Multimedia Systems and Broadcasting (BMSB)
  39. An interpretable intrusion detection method based on few-shot learning in cloud-ground interconnection
    Yun Zhang, Guoqiang Li, Qianqian Duan, Jianzhen Wu · 2022 · Physical Communication
  40. Network traffic classification from handcrafted features to foundation models: A comprehensive survey
    Ramazan Enisoglu, Burak Alp Inan · 2026 · Computer Networks
  41. A Lightweight Software Model for Signature-Based Application-Level Traffic Classification System
    Jun‐Sang Park, Sung‐Ho Yoon, Youngjoon Won, Myung‐Sup Kim · 2014 · IEICE Transactions on Information and Systems
  42. Open Source Software Usage in Education and Research
    Samih M. Jammoul, Сюзев Владимир Васильевич, Ark M. Andreev · 2021 · IGI Global eBooks
  43. Batch classifier with adaptive update for backbone traffic classification
    Hua Wu, Weina Li, Xiying Chen, Guang Cheng, Xiaoyan Hu, Youqiong Zhuang · 2023 · Computer Communications
  44. An encrypted traffic classification model based on the raw traffic and spatiotemporal characteristics
    Guanglong Zhao, Zhen Wang, Ziheng Yang · 2022 · International Conference on Electronic Information Technology and Computer Engineering (EITCE)
  45. Traffic Prediction with Network Slicing in 5G: A Survey
    Dhanashree A. Kulkarni, Mithra Venkatesan, Anju V. Kulkarni · 2023 · International Conference on Artificial Intelligence and Smart Energy (ICAIS)
  46. Towards to Characterization of Network Management Traffic in OpenStack-Based Clouds
    Adnei Willian Donatti, Charles C. Miers, Guilherme Koslovski, Maurício A. Pillon, Tereza Cristina Melo de Brito Carvalho · 2023 · SN Computer Science
  47. Unveiling the Potential: Harnessing Deep Metric Learning to Circumvent Video Streaming Encryption
    Arwin Gansekoele, Tycho Bot, Rob van der Mei, Sandjai Bhulai, Mark Hoogendoorn · 2023 · IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology (WI-IAT)
  48. gShock: A GNN-Based Fingerprinting System for Permissioned Blockchain Networks Over Encrypted Channels
    Minjae Seo, Jaehan Kim, Myoungsung You, Seungwon Shin, Jinwoo Kim · 2024 · IEEE Access
  49. Research on Network Encrypted Traffic Detection Technology Based on CNN+LSTM
    Yuqing Cui, Aihua Li · 2024 · International Conference on Signal Processing and Intelligent Computing (SPIC)
  50. A real-time network traffic classification system using cost-sensitive deep neural networks
    Chandrashekhar Bechoo, Avinash Mungur · 2024 · Journal of Ambient Intelligence and Smart Environments
  51. Single Model Scheme-based Smith Predictor for the Mitigation of the effects of Network Imperfections in Consensus Control of Multi Agent Systems
    Loaie Solyman, Ayman El-Badawy, Ansgar Meroth · 2024 · International Conference on Control, Decision and Information Technologies (CoDIT)
  52. Traffic Classification Method by Combination of Host Behaviour and Statistical Approach
    Ying Hou, Hai Huang, Wenchao Shao, Heqing Huang · 2014 · Journal of Engineering Science and Technology Review
  53. Stochastic Traffic Identification for Security Management: eDonkey Protocol as a Case Study
    Rafael Alejandro Rodríguez-Gómez, Gabriel Maciá‐Fernández, Pedro García‐Teodoro · 2013 · Lecture notes in computer science
  54. Popularity of websites: HTTP Traffic Analysis
    Javlonbek Abdujalilov · 2014 · Asian Journal of Computer and Information Systems
  55. Application Traffic Classification using PSS Signature
    Jae-Hyun Ham, Hyun-Min An, Myung‐Sup Kim · 2014 · KSII Transactions on Internet and Information Systems
  56. Hierarchical RBF Neural Network Using for Early Stage Internet Traffic Identification
    Lizhi Peng, Bo Yang, Yuehui Chen · 2014 · IEEE International Conference on Computational Science and Engineering (CSE)
  57. RangeTree: A Feature Selection Algorithm for C4.5 Decision Tree
    Hui Zhu, Siyu Chen, Lexiang Zhu, Hui Li, Xiaofeng Chen · 2013 · International Conference on Intelligent Networking and Collaborative Systems (INCoS)
  58. A novel content-aware multipath routing concept exploiting random utility theory principles
    Petros Anapliotis, Evangelos Markakis, Anargyros Sideris, Evangelos Pallis, Daniel Négru · 2012 · International Conference on Telecommunications and Multimedia (TEMU)
  59. Mini-IPC: A minimalist approach for HTTP traffic classification using IP addresses
    Pedro Casas, Pierdomenico Fiadino · 2013 · International Wireless Communications and Mobile Computing Conference (IWCMC)
  60. Enterprise Network Status Analysis Using Hadoop and Lucene
    Gang He, Yijian Xiao, Decheng Yu, Xiaochun Wu · 2015 · International Conference on Intelligent Human-Machine Systems and Cybernetics
  61. Network Traffic Analysis Using Principal Component Graphs
    Harsha Sai Thota, V. Vijaya Saradhi, Venkatesh Tamarapalli · 2013
  62. A GPU-accelerated parallel network traffic analysis system
    Jing Jing Hu, Ru Feng An, Lie Huang Zhu · 2015 · International Journal of Wireless and Mobile Computing
  63. Automatic protocol feature word construction based on machine learning
    Haifeng Li, Bin Zhang, Bo Shuai, Jian Wang, Chaojing Tang · 2015 · IEEE International Conference on Progress in Informatics and Computing
  64. Hadoop based Deep Packet Inspection system for traffic analysis of e-business websites
    Jiangtao Luo, Yan Liang, Wei Chun Gao, Junchao Yang · 2014 · IEEE International Conference on Data Science and Advanced Analytics (DSAA)
  65. Privacy and security gaps in mitigating Cyber crime: The review
    Amna Binti Saad, Ahmad Roshidi Amran, Afif Ijlal Ibrahim, Ahmad Hariri Zolkeple, Aidy Izzuddin Ahmad Said, Muhammad Fiqri Hamzah, Wan Nor Salwani Wan Salim · 2016 · International Symposium on Agents, Multi-Agent Systems and Robotics (ISAMSR)
  66. A New Network Traffic Classification Method Based on Classifier Integration
    Luoshi Zhang, Xue Yibo, Yuanyuan Bao · 2015 · International Journal of Grid and Distributed Computing
  67. SDN Based Content-Centric QoS-Guaranteed for Wireless Multimedia Sensor Networks
    Gaolei Li, Jun Wu, Jianhua Li, Kuan Wang, Shan He · 2018 · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
  68. Open Source Software Usage in Education and Research
    Samih M. Jammoul, Сюзев Владимир Васильевич, Ark M. Andreev · 2018 · Advances in higher education and professional development book series
  69. Hierarchical Neural Networks for Detecting Anomalous Traffic Flows
    Seung‐Jin Ryu, Wooyoung Go, Daewoo Lee, Hanjun Yoon · 2019 · Globecom
  70. Future Direction of Traffic Classification in SDN from Current Patents Point-of-view
    Fatimah Audah, Tan Saw Chin, Rizaluddin Kapsin, Nazaruddin Omar, Ahmad Tajuddin · 2019 · International Computer Engineering Conference
  71. Traffic Type Recognition Method for Unknown Protocol—Applying Fuzzy Inference
    Sangwon Kim, Kee-Cheon Kim · 2020 · Electronics
  72. Network Traffic Classification Model Based on Multi-Task Learning
    Shuaibao Nie, Lifen Jiang, Huazhi Sun, Chunmei Ma, Yan Liang, Yongheng Zhou, Ying Zuo · 2020 · Journal of Physics Conference Series
  73. Algorithms in Decision Support Systems
    Vicente García‐Díaz · 2021 · MDPI eBooks
  74. Community Network Traffic Classification Using Two-Dimensional Convolutional Neural Networks
    Shane Weisz, Josiah Chavula · 2022 · Lecture notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering
  75. Deep Learning Based Identification Method for Signal-Level Wireless Protocol
    Jie Ren, Shuai Li, Yihao Song, Ming Li · 2022 · IEEE Access
  76. Auto Adaptive Identification Algorithm Based on Network Traffic Flow
    Shi Dong, Xingang Zhang, Dingding Zhou · 2014 · International Journal of Computers Communications & Control
  77. A research on identification method for WiFi-based home automation device suites
    Kefei Cheng, Xiaoxia Liu, Rui Zhang, Feng Lin · 2017 · IEEE Advanced Information Technology, Electronic and Automation Control Conference (IAEAC)
  78. Detection of Anonymised Traffic: Tor as Case Study
    Bruno Dantas, Paulo Carvalho, Solange Rito Lima, João Marco C. Silva · 2020 · Lecture notes in computer science
  79. An N-gram Based Deep Learning Method for Network Traffic Classification
    Xiaojuan Wang, Kaiwen Lv Kacuila, Mingshu He · 2021 · Lecture notes in computer science
  80. Evaluation of Supervised Machine Learning for Classifying Video Traffic
    Farrell R. Taylor · 2016 · NSUWorks (Nova Southeastern University)
  81. Knowledge-defined networking : a machine learning based approach for network and traffic modeling
    Albert Mestres · 2017
  82. Network Traffic Characterization Using (p,n)-grams Packet Representation
    Abdulrahman Hijazi · 2014
  83. Profiling of secure chat and calling apps from encrypted traffic
    M.A.K. Sudozai, Shahzad Saleem · 2018 · International Bhurban Conference on Applied Sciences and Technology (IBCAST)
  84. A method to generate a ground truth distributed network traffic dataset
    Xufeng Zhu, Nina Shu, Bowen Zheng, Wangshu Guo · 2022 · International Conference on Control, Robotics and Intelligent System (CCRIS)
  85. MTD-RTPE: A Malicious Traffic Detection Method Based on Relative Time-Delay Positional Encoding
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  86. A lightweight encrypted packet priority classification framework for Cognitive radio enabled Industrial IoT Networks
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  87. A network traffic classification method based on comprehensive feature extraction and adaptive fusion networks
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  88. Foundational Algorithms for Modern Cybersecurity: A Unified Review on Defensive Computation in Adversarial Environments
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  89. Designing a hybrid approach for multivariate network attack forecasting and detection
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  90. Privacy-Preserving Machine Learning for Encrypted Traffic Classification in Secure Cloud Services
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  91. Encrypted Network Traffic Feature Extraction for Application Classification
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  92. Interpretable Detection of Encrypted Traffic Using SHAP-Based Feature Attribution
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  93. Congestion versus accuracy tradeoffs in IP traffic classification
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  94. Classifying peer-to-peer traffic using protocol hierarchy
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  95. A Study on Application Layer Classification for Firewalls Using Regular Expression Matching
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  96. Lame' curve-based signature discovery learning technique for network traffic classification
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  97. Waterfall Traffic Identification: Optimizing Classification Cascades
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  98. Comprehensive analysis of AggSessAC method for revenue maximization using OMNeT++
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  99. Video Stream Identification for Traffic Engineering
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  100. Performance Improvement of Traffic Classification Based on Application Traffic Locality
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