A user-friendly self-similarity analysis tool

被引:38
|
作者
Karagiannis, T [1 ]
Faloutsos, M [1 ]
Molle, M [1 ]
机构
[1] Univ Calif Riverside, Dept Comp Sci & Engn, Riverside, CA 92521 USA
关键词
D O I
10.1145/956993.957004
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The concepts of self-similarity, fractals, and long-range dependence (LRD) have revolutionized network modeling during the last decade. However, despite all the attention these concepts have received, they remain difficult to use by non-experts. This difficulty can be attributed to a relative complexity of the mathematical basis, the absence of a systematic approach to their application and the absence of publicly available software. In this paper, we introduce SELFIS, a comprehensive tool, to facilitate the evaluation of LRD by practitioners. Our goal is to create a stand-alone public tool that can become a reference point for the community. Our tool integrates most of the required functionality for an in-depth LRD analysis, including several LRD estimators. In addition, SELFIS includes a powerful approach to stress-test the existence of LRD. Using our tool, evidence are presented that the widely-used LRD estimators can provide misleading results. It is worth mentioning that 25 researchers have acquired SELFIS within a month of its release, which clearly demonstrates the need for such a tool.
引用
收藏
页码:81 / 93
页数:13
相关论文
共 50 条
  • [41] DivStat: A User-Friendly Tool for Single Nucleotide Polymorphism Analysis of Genomic Diversity
    Soares, Ines
    Moleirinho, Ana
    Oliveira, Goncalo N. P.
    Amorim, Antonio
    PLOS ONE, 2015, 10 (03):
  • [42] A multipurpose user-friendly tool for voice analysis: Application to pathological adult voices
    Manfredi, Claudia
    Bocchi, Leonardo
    Cantarella, Giovanna
    BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2009, 4 (03) : 212 - 220
  • [43] BiomiX, a user-friendly bioinformatic tool for democratized analysis and integration of multiomics data
    Cristian Iperi
    Álvaro Fernández-Ochoa
    Guillermo Barturen
    Jacques-Olivier Pers
    Nathan Foulquier
    Eleonore Bettacchioli
    Marta Alarcón-Riquelme
    Divi Cornec
    Anne Bordron
    Christophe Jamin
    BMC Bioinformatics, 26 (1)
  • [44] PlantMetSuite: A User-Friendly Web-Based Tool for Metabolomics Analysis and Visualisation
    Liu, Yu
    Liu, Hao-Zhuo
    Chen, Ding-Kang
    Zeng, Hong-Yun
    Chen, Yi-Li
    Yao, Nan
    PLANTS-BASEL, 2023, 12 (15):
  • [45] USER-FRIENDLY SYSTEMS INSTEAD OF USER-FRIENDLY FRONT-ENDS
    HARMAN, D
    JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE, 1992, 43 (02): : 164 - 174
  • [46] User-friendly小议
    戴登荣
    语言教育, 1995, (04) : 43 - 43
  • [47] User-friendly manuals
    Fenton, D
    NEW SCIENTIST, 2003, 178 (2389) : 28 - 28
  • [48] User-friendly cabin
    Esler, David
    Business & Commercial Aviation, 1999, 84 (03):
  • [49] A user-friendly linguistics
    Wei, Li
    INTERNATIONAL JOURNAL OF APPLIED LINGUISTICS, 2007, 17 (01) : 117 - 119
  • [50] THE USER-FRIENDLY FALLACY
    KEMP, F
    COLLEGE COMPOSITION AND COMMUNICATION, 1987, 38 (01) : 32 - 39