Dissertation > Excellent graduate degree dissertation topics show

Research and Practice of Time Series Data Mining and Visualization

Author: HanZuoZuo
Tutor: ChengChangSheng
School: Donghua University
Course: Applied Computer Technology
Keywords: Data Mining Time Series Process Visualization Radial Basis Function Neural Network (RBFNN)
CLC: TP311.13
Type: Master's thesis
Year: 2010
Downloads: 98
Quote: 0
Read: Download Dissertation

Abstract


The successful combination of data mining and visualization technology make visualization technology penetrate into every step of data mining. Specifically, users can see the whole process of data processing, the speed and the depth of system excavation can be greatly improved and the possibilities of extracting new knowledge can also be increased.Based on cross-industry standard process for Data Mining (CRISP-DM), this paper researched and implemented a time series forecasting system which is mining process visualized. The proposed system was applied to rail transit AFC operation and management’s data analysis. It has been proved that our system has a very good commercial application value.The main research activities include the following aspects:1) Analyze the data mining, time series data mining, data mining visualization and other related technology, and studied mainly on the visualization technology and its implementation of data mining process.2) Designed and implemented the three-layer structure and its corresponding data mining, processing logic of the four-level hierarchy of the time series forecasting system whose mining process is visualized, to improve the system performance.3) Studied the radial basis function neural network (RBFNN), analyzed the principle and feasibility of RBFNN for time series prediction. Designed and implemented the time sequence forecasting system based on RBFNN model, and carried out by Matlab simulation experiment.4) According to CRISP-DM process model, shows the operation steps and results of the time series forecasting system. Users can participate in the whole process of mining. Including the control data flow and adjust mining steps, etc, so as to obtain highly reliable prediction results.The experimental results demonstrate that the design and practice of the forecasting system is correct and feasible. The interface of the forecasting system is flexible and friendly, which can provide credible prediction of the rail transportation business data and support the application of decision-making.

Related Dissertations

  1. A Study on Healthcare Product Marketing Based on Data Mining Technology,F426.72
  2. Gao Zhong-ying academic thought and experience and use of Bufei Decoction treatment of common diseases of the respiratory system drug law,R249.2
  3. Bing- thick academic thought and clinical experience and empirical studies apply to turtle soups treatment of chronic kidney disease,R249.2
  4. The Design and Implementation of Bicluster Data Analyzing Software,TP311.52
  5. Research on Clustering Algorithm Based on Mutation Particle Swarm Optimization,TP18
  6. Research on Fuzzy C-Mean Clustering Algorithm Based on Particle Swarm Optimization and Shuffled Frog Leaping Algorithm,TP18
  7. Research on Clustering Algorithm Based on Genetic Algorithm and Rough Set Theory,TP18
  8. Crop Evapotranspiration Study on Evolution Rule and Forecast Model in Chaoyang Area,S161.4
  9. Based on data mining research tax audit case selection,F812.42
  10. Community-oriented education, personalized learning system and its implementation,TP391.6
  11. Association rule mining based Intrusion Detection System Research and Implementation,TP393.08
  12. Data warehouse technology in the banking customer management systems research and implementation,TP315
  13. Design to E-learning System in Senior Vocational School Base on Moodle,TP311.52
  14. Design and Development of Teaching Quality Assessment System Based on Data Mining,TP311.13
  15. The Application of Association Rules Algorithm in Higher Vocational Colleges’ Endorsement of Impoverished Students,G717
  16. Based on Data Mining Technologies in Urban Water Supply Analysis and Decision,F299.24;F224
  17. Research on Application of Data Mining Technology in Degree of Satisfaction Analysis of Television Customers,TP311.13
  18. Web Usage Mining and the Research of Personalized Recommendation,TP311.13
  19. Data Mining of Application in the School Management and Training Students,TP311.13
  20. Research on Employment Monitoring System of University Graduate,G647.38
  21. Design and Implementation for Decision Support System of Drug Administration Based on Data Warehouse,TP311.13

CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer software > Program design,software engineering > Programming > Database theory and systems
© 2012 www.DissertationTopic.Net  Mobile