NexTech 2021 Congress
October 03, 2021 to October 07, 2021 - Barcelona, Spain

  • UBICOMM 2021, The Fifteenth International Conference on Mobile Ubiquitous Computing, Systems, Services and Technologies
  • ADVCOMP 2021, The Fifteenth International Conference on Advanced Engineering Computing and Applications in Sciences
  • SEMAPRO 2021, The Fifteenth International Conference on Advances in Semantic Processing
  • AMBIENT 2021, The Eleventh International Conference on Ambient Computing, Applications, Services and Technologies
  • EMERGING 2021, The Thirteenth International Conference on Emerging Networks and Systems Intelligence
  • DATA ANALYTICS 2021, The Tenth International Conference on Data Analytics
  • GLOBAL HEALTH 2021, The Tenth International Conference on Global Health Challenges
  • CYBER 2021, The Sixth International Conference on Cyber-Technologies and Cyber-Systems

SoftNet 2021 Congress
October 03, 2021 to October 07, 2021 - Barcelona, Spain

  • ICSEA 2021, The Sixteenth International Conference on Software Engineering Advances
  • ICSNC 2021, The Sixteenth International Conference on Systems and Networks Communications
  • CENTRIC 2021, The Fourteenth International Conference on Advances in Human-oriented and Personalized Mechanisms, Technologies, and Services
  • VALID 2021, The Thirteenth International Conference on Advances in System Testing and Validation Lifecycle
  • SIMUL 2021, The Thirteenth International Conference on Advances in System Simulation
  • SOTICS 2021, The Eleventh International Conference on Social Media Technologies, Communication, and Informatics
  • INNOV 2021, The Tenth International Conference on Communications, Computation, Networks and Technologies
  • HEALTHINFO 2021, The Sixth International Conference on Informatics and Assistive Technologies for Health-Care, Medical Support and Wellbeing

NetWare 2021 Congress
November 14, 2021 to November 18, 2021 - Athens, Greece

  • SENSORCOMM 2021, The Fifteenth International Conference on Sensor Technologies and Applications
  • SENSORDEVICES 2021, The Twelfth International Conference on Sensor Device Technologies and Applications
  • SECURWARE 2021, The Fifteenth International Conference on Emerging Security Information, Systems and Technologies
  • AFIN 2021, The Thirteenth International Conference on Advances in Future Internet
  • CENICS 2021, The Fourteenth International Conference on Advances in Circuits, Electronics and Micro-electronics
  • ICQNM 2021, The Fifteenth International Conference on Quantum, Nano/Bio, and Micro Technologies
  • FASSI 2021, The Seventh International Conference on Fundamentals and Advances in Software Systems Integration
  • GREEN 2021, The Sixth International Conference on Green Communications, Computing and Technologies

TrendNews 2021 Congress
November 14, 2021 to November 18, 2021 - Athens, Greece

  • CORETA 2021, Advances on Core Technologies and Applications
  • DIGITAL 2021, Advances on Societal Digital Transformation

 


ThinkMind // IMMM 2021, The Eleventh International Conference on Advances in Information Mining and Management // View article immm_2021_1_20_50014


An Effective Approach for Genetic-Fuzzy Mining Using the Graphics Processing Unit

Authors:
Chun-Hao Chen
Yu-Qi Huang
Tzung-Pei Hong

Keywords: association rule; genetic algorithm; fuzzy set; fuzzy association rule; graphics processing unit

Abstract:
Association analysis is an important technique for finding relationships among the given transactions. In real applications, since transactions may have quantitative values, the fuzzy-set theory was utilized for mining fuzzy association rules. To extract useful rules, the given membership functions were the critical factor. The genetic-fuzzy mining approaches were thus presented to obtain appropriate membership functions to mine fuzzy association rules. However, the evolution process was time-consuming. In this paper, we then propose an algorithm to reduce the processing time using the graphics processing unit (GPU), namely the GPU-based Genetic-Fuzzy Mining algorithm (GPU-GFM). It first collects the chromosomes from the population and the chromosomes generated by genetic operators. Then, chromosomes are sent to GPU to calculate the fitness values. As a result, a fitness value matrix is returned. At last, when reaching the termination condition, the best chromosome will be outputted for mining fuzzy association rules. Experiments were also conducted on simulation datasets to show the performance of the proposed approach.

Pages: 7 to 11

Copyright: Copyright (c) IARIA, 2021

Publication date: May 30, 2021

Published in: conference

ISSN: 2326-9332

ISBN: 978-1-61208-864-8

Location: Valencia, Spain

Dates: from May 30, 2021 to June 3, 2021

SERVICES CONTACT
2010 - 2017 © ThinkMind. All rights reserved.
Read Terms of Service and Privacy Policy.