A hybrid software component clustering anal retrieval scheme using inn entropy-based fuzzy k-modes algorithm

被引:6
|
作者
Stylianou, Constantinos [1 ]
Andreou, Andreas S. [1 ]
机构
[1] Univ Cyprus, Dept Comp Sci, 75 Kallipoleos St,POB 2053, CY-1678 Nicosia, Cyprus
关键词
D O I
10.1109/ICTAI.2007.100
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Modern software development is currently seeking new paths to improve quality and meet time and cost constraints. Reuse of existing software components is considered one of these paths. However, this process experiences significant problems related to efficiently maintaining component repositories, and, moreover, providing the means to discover and retrieve the most suitable ones. This paper aims to provide a methodology to improve the component-based software development process. Specifically, its objective is to introduce an approach that reduces the time to locate suitable software components. The suggested methodology meets the requirements for the efficient searching of components in repositories and also addresses the need for adequate retrieval of the most suitable software components based on the needs of developers. To achieve this we employ a combination of partitional clustering algorithms borrowed from the field of computational intelligence and fuzzy logic thus creating a subset of the available components that are most suitable to the developers' preferences.
引用
收藏
页码:202 / +
页数:2
相关论文
共 50 条
  • [41] Improving Performance of K-Means Clustering by Initializing Cluster Centers Using Genetic Algorithm and Entropy Based Fuzzy Clustering for Categorization of Diabetic Patients
    Karegowda, Asha Gowda
    Shama, Vidya T.
    Jayaram, M. A.
    Manjunath, A. S.
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, 2013, 174 : 899 - 904
  • [42] Detection and classification of breast cancer in mammogram images using entropy-based Fuzzy C-Means Clustering and RMCNN
    Kalam, Rehna
    Thomas, Ciza
    MULTIMEDIA TOOLS AND APPLICATIONS, 2024, 83 (24) : 64853 - 64878
  • [43] A weighted k-modes clustering using new weighting method based on within-cluster and between-cluster impurity measures
    Kim, Kyoungok
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2017, 32 (01) : 979 - 990
  • [44] Content-based image retrieval using PSO and k-means clustering algorithm
    Zeyad Safaa Younus
    Dzulkifli Mohamad
    Tanzila Saba
    Mohammed Hazim Alkawaz
    Amjad Rehman
    Mznah Al-Rodhaan
    Abdullah Al-Dhelaan
    Arabian Journal of Geosciences, 2015, 8 : 6211 - 6224
  • [45] Content-based image retrieval using PSO and k-means clustering algorithm
    Younus, Zeyad Safaa
    Mohamad, Dzulkifli
    Saba, Tanzila
    Alkawaz, Mohammed Hazim
    Rehman, Amjad
    Al-Rodhaan, Mznah
    Al-Dhelaan, Abdullah
    ARABIAN JOURNAL OF GEOSCIENCES, 2015, 8 (08) : 6211 - 6224
  • [46] Optimizing community green roof spaces in high-density cities: a K-modes clustering algorithm based analysis of resident preferences and spatial configuration
    Cui, Yi-Tong
    Zhang, Guang-Zhu
    JOURNAL OF ASIAN ARCHITECTURE AND BUILDING ENGINEERING, 2024,
  • [47] Hybrid Fuzzy-Ontology Design using FCA based Clustering for Information Retrieval in Semantic Web
    Balasubramaniam, K.
    BIG DATA, CLOUD AND COMPUTING CHALLENGES, 2015, 50 : 135 - 142
  • [48] Seismic Microzonation and Earthquake Forecasting in Western Anatolia Using K-Means Clustering and Entropy-Based Magnitude Volatility Analysis
    Karakavak, Hatice Nur
    Cekim, Hatice Oncel
    Ozel, Gamze
    Tekin, Senem
    GEOTECHNICAL AND GEOLOGICAL ENGINEERING, 2025, 43 (02)
  • [49] Localized hybrid data delivery scheme using K-hop clustering algorithm in ad hoc networks
    Derhab, Abdelouahid
    Badache, Nadjib
    2006 IEEE INTERNATIONAL CONFERENCE ON MOBILE ADHOC AND SENSOR SYSTEMS, VOLS 1 AND 2, 2006, : 638 - +
  • [50] Adaptive Load Balancing Scheme for Software-Defined Networks Using Fuzzy Logic Based Dynamic Clustering
    Sharma, Ashish
    Tokekar, Sanjiv
    Varma, Sunita
    SUSTAINABLE COMMUNICATION NETWORKS AND APPLICATION, ICSCN 2021, 2022, 93 : 471 - 488