Classification Rules Mining Model with Genetic Algorithm in Cloud Computing

Cloud computing is a good platform for research and application of data mining, for the reason that it provides powerful capacities of storage and computing, excellent resource management based on virtualization and resource sharing model, and comprehensive service system. However, investigation on data mining in cloud computing environment is still in its infancy. In this paper, solvent of classification rules mining with resources in cloud is developed, and an innovative classification rules mining model with genetic algorithm in cloud computing is proposed considering characteristics of cloud computing. An illustrative example is analyzed to show feasibility and effectiveness of the suggested model.

[1]  Rajkumar Buyya,et al.  Article in Press Future Generation Computer Systems ( ) – Future Generation Computer Systems Cloud Computing and Emerging It Platforms: Vision, Hype, and Reality for Delivering Computing as the 5th Utility , 2022 .

[2]  Renato Figueiredo,et al.  Science Clouds: Early Experiences in Cloud Computing for Scientific Applications , 2008 .

[3]  Peng Wang,et al.  Data Mining of Mass Storage Based on Cloud Computing , 2010, 2010 Ninth International Conference on Grid and Cloud Computing.

[4]  Li Ming Research on Mass Data Mining under Cloud Computing , 2009 .

[5]  Rajkumar Buyya,et al.  An autonomic cloud environment for hosting ECG data analysis services , 2012, Future Gener. Comput. Syst..

[6]  Kawuu W. Lin,et al.  A fast parallel algorithm for discovering frequent patterns , 2009, 2009 IEEE International Conference on Granular Computing.

[7]  Daniel M. Batista,et al.  A Survey of Large Scale Data Management Approaches in Cloud Environments , 2011, IEEE Communications Surveys & Tutorials.

[8]  Alex A. Freitas,et al.  A survey of evolutionary algorithms for data mining and knowledge discovery , 2003 .

[9]  Aaron Bedra Getting Started with Google App Engine and Clojure , 2010, IEEE Internet Computing.

[10]  Robert L. Grossman,et al.  Compute and storage clouds using wide area high performance networks , 2008, Future Gener. Comput. Syst..

[11]  D.E. Goldberg,et al.  Classifier Systems and Genetic Algorithms , 1989, Artif. Intell..

[12]  Mario Cannataro,et al.  Distributed data mining on the grid , 2002, Future Gener. Comput. Syst..

[13]  Lizhe Wang,et al.  Scientific Cloud Computing: Early Definition and Experience , 2008, 2008 10th IEEE International Conference on High Performance Computing and Communications.

[14]  Marco Furini,et al.  International Journal of Computer and Applications , 2010 .

[15]  Hillol Kargupta,et al.  Distributed Data Mining: Algorithms, Systems, and Applications , 2003 .

[16]  Shyam Antony,et al.  Data Management Challenges in Cloud Computing Infrastructures , 2010, DNIS.