Uses and Challenges for Network Datasets

被引:9
|
作者
Heidemann, John
Papadopoulos, Christos
机构
关键词
D O I
10.1109/CATCH.2009.29
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Network datasets are necessary for many hopes of network research. While there has been significant discussion about specific is datasets, there has been less about the overall state of network data collection. The goal of this paper is to explore tire research questions facing the Internet today, the datasets needed to answer those questions, and the challenges to using those datasets. We suggest several practices that have proven important in use of current data sets, and open challenges to improve use of network data.
引用
收藏
页码:73 / 82
页数:10
相关论文
共 50 条
  • [31] Domain Adaptation: Challenges, Methods, Datasets, and Applications
    Singhal, Peeyush
    Walambe, Rahee
    Ramanna, Sheela
    Kotecha, Ketan
    IEEE ACCESS, 2023, 11 : 6973 - 7020
  • [32] What is in the KGQA Benchmark Datasets? Survey on Challenges in Datasets for Question Answering on Knowledge Graphs
    Steinmetz, Nadine
    Sattler, Kai-Uwe
    JOURNAL ON DATA SEMANTICS, 2021, 10 (3-4) : 241 - 265
  • [33] Neural network modeling for small datasets
    Ingrassia, S
    Morlini, I
    TECHNOMETRICS, 2005, 47 (03) : 297 - 311
  • [34] Generation of Real Datasets for Network Simulation
    Quessada, Matheus S.
    Lieira, Douglas D.
    Pereira, Rickson S.
    Gottsfritz, Euclydes N.
    Meneguette, Rodolfo, I
    IEEE LATIN AMERICA TRANSACTIONS, 2022, 20 (02) : 233 - 240
  • [35] Combating imbalance in network intrusion datasets
    Cieslak, David A.
    Chawla, Nitesh V.
    Striegel, Aaron
    2006 IEEE INTERNATIONAL CONFERENCE ON GRANULAR COMPUTING, 2006, : 732 - +
  • [36] A Network That Uses Parametric Weights
    Hendtiliss, Tim
    Pierrot, Hans
    2016 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2016, : 60 - 67
  • [37] Neural network modeling with sparse datasets
    Bui, T. D.
    Jensen, J. L.
    Hanks, C. L.
    PETROLEUM SCIENCE AND TECHNOLOGY, 2008, 26 (05) : 545 - 561
  • [38] DWDM uses existing network
    不详
    COMMUNICATIONS NEWS, 2003, 40 (12): : 28 - 29
  • [39] Sounding Industry: Challenges and Datasets for Industrial Sound Analysis
    Grollmisch, Sascha
    Abesser, Jakob
    Liebetrau, Judith
    Lukashevich, Hanna
    2019 27TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2019,
  • [40] Survey of intrusion detection systems: techniques, datasets and challenges
    Khraisat, Ansam
    Gondal, Iqbal
    Vamplew, Peter
    Kamruzzaman, Joarder
    CYBERSECURITY, 2019, 2 (01)