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논문검색

A Novel Intelligent Recommendation Algorithm based on Web Data Mining Technique under the Background of Deep Neural Network

초록

영어

The development of the Internet brought us into an era of big data information, give people bring convenient while and also make people ragged when choosing the required information and recommendation system arises at the historic moment, and get the wide attention and applications. Therefore, to enhance the traditional method, we propose a novel intelligent recommendation algorithm based on Web data mining technique under the background of the deep neural network. Firstly, we review the state-of-the-art web data mining algorithms and revise the traditional ones with the parallel data mining algorithm on the multiple processors to perform tasks that will enhance the accuracy and efficiency. Then, we analyze basic neural network model through the inner connection and weight transfer. Later, we introduce the deep network structure to enhance the traditional network. Finally, we combine the revised prior theories into the recommending tasks for enhancement. The experimental analysis show that our algorithm accuracy is enhanced by the extent of 56% and overall time is reduced to the 87% of traditional ones which proves the feasibility. Later, more optimization work will be introduced to modify the current methodology.

목차

Abstract
 1. Introduction
 2. Review of the Related Work
 3. The Web Data Mining Algorithms
  3.1. The General Data Mining Algorithms and the Proposed Methodology
  3.2. The Web Data Mining
 4. The Enhanced Neural Network Model
  4.1. The Traditional Neural Network
  4.2. Deep Neural Network
 5. The Proposed Intelligent Recommendation Algorithm
  5.1. The Basic Recommendation Algorithm
  5.2. The Modified Intelligent Recommendation System
 6. Experiment and Simulation
 7. Final Conclusion
 References

저자정보

  • Changchun Yang College of information and mathematical, Changzhou University, Jiangsu 213164, China, School of business, Changzhou University, Jiangsu 213164, China
  • Jun Wang School of business, Changzhou University, Jiangsu 213164, China
  • Min Yuan School of business, Changzhou University, Jiangsu 213164, China
  • Chenyang Lei School of business, Changzhou University, Jiangsu 213164, China

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