Creation of Data Mining Algorithms as Functional Expression for Parallel and Distributed Execution

被引：5
|
作者：
Kholod, Ivan [1 ]
Petukhov, Ilya [1 ]
机构：
[1] St Petersburg Electrotech Univ LETI, St Petersburg, Russia
来源：
PARALLEL COMPUTING TECHNOLOGIES (PACT 2015) | 2015年 / 9251卷
关键词：
Parallel algorithms; Data mining; Parallel data mining; Distributed data mining; Data mining algorithms;
D O I：
10.1007/978-3-319-21909-7_6
中图分类号：
TP3 [计算技术、计算机技术];
学科分类号：
0812 ;
摘要：
The article describes extension of lambda-calculation for creation of parallel data mining algorithms. The proposed approach uses presentation of the algorithm as a consequence of pure functions with unified interfaces. For parallel execution we use special function that allows to change a structure of the algorithm and to implement various strategies for processing of data set and model.
引用
收藏
页码：62 / 67
页数：6
相关论文
共 50 条
  • [41] Distributed data mining: a survey
    Li Zeng
    Ling Li
    Lian Duan
    Kevin Lu
    Zhongzhi Shi
    Maoguang Wang
    Wenjuan Wu
    Ping Luo
    Information Technology and Management, 2012, 13 : 403 - 409
  • [42] Distributed data mining on the grid
    Cannataro, M
    Talia, D
    Trunfio, P
    FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2002, 18 (08): : 1101 - 1112
  • [43] Scaling up data mining algorithms: review and taxonomy
    Garcia-Pedrajas, Nicolas
    de Haro-Garcia, Aida
    PROGRESS IN ARTIFICIAL INTELLIGENCE, 2012, 1 (01) : 71 - 87
  • [44] Scaling up data mining algorithms: Review and taxonomy
    Nicolás García-Pedrajas
    Aida de Haro-García
    Progress in Artificial Intelligence, 2012, 1 (1) : 71 - 87
  • [45] Parallel Data Mining Optimal Algorithm of Virtual Cluster
    Wang, Jing
    Liu, Zhijing
    FIFTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 5, PROCEEDINGS, 2008, : 358 - 362
  • [46] Distributed data mining: a survey
    Zeng, Li
    Li, Ling
    Duan, Lian
    Lu, Kevin
    Shi, Zhongzhi
    Wang, Maoguang
    Wu, Wenjuan
    Luo, Ping
    INFORMATION TECHNOLOGY & MANAGEMENT, 2012, 13 (04) : 403 - 409
  • [47] Distributed Data Mining Based on Actors for Internet of Things
    Kholod, Ivan
    Kuprianov, Mikhail
    Petukhov, Ilya
    2016 5TH MEDITERRANEAN CONFERENCE ON EMBEDDED COMPUTING (MECO), 2016, : 480 - 484
  • [48] Mining of Classification Patterns in Clinical Data through Data Mining Algorithms
    Jacob, Shomona Gracia
    Ramani, R. Geetha
    PROCEEDINGS OF THE 2012 INTERNATIONAL CONFERENCE ON ADVANCES IN COMPUTING, COMMUNICATIONS AND INFORMATICS (ICACCI'12), 2012, : 997 - 1003
  • [49] Data mining on views in a parallel data server
    Sarkar, S
    Sarkar, S
    PROCEEDINGS OF THE HIGH-PERFORMANCE COMPUTING (HPC'98), 1998, : 133 - 138
  • [50] Using a Model of Parallel Distributed Processing Associated with Data Mining in the Characterization of Sexuality in a University Population
    Targino de Azevedo Simoes, Priscyla Waleska
    Martins, Paulo Joao
    Casagrandre, Rogerio Antonio
    Madeira, Kristian
    de Mattos, Merisandra Cortes
    Manenti, Sandra Aparecida
    da Rosa, Maria Ines
    Dal-Pizzol, Felipe
    Venson, Ramon
    Coral, Leandro Natal
    de Souza, Gabriel Scheffer
    Pandini, Jeison Cleiton
    Cassettari Junior, Jose Marcio
    Moretti, Gustavo Pasquali
    Cesconetto, Samuel
    MEDINFO 2013: PROCEEDINGS OF THE 14TH WORLD CONGRESS ON MEDICAL AND HEALTH INFORMATICS, PTS 1 AND 2, 2013, 192 : 1135 - 1135
12345