Dissertation > Excellent graduate degree dissertation topics show

Design and Implementation of the Micro-blog Topic Detection System Based on Incremental Clustering

Author: XiaYang
Tutor: WangJianMin
School: Sun Yat-sen University
Course: Software Engineering
Keywords: Micro-blog Topic Information collection Topic Detection Topic Heat
CLC: TP393.092
Type: Master's thesis
Year: 2012
Downloads: 58
Quote: 0
Read: Download Dissertation

Abstract


Topic Detection is a sub-process of Topic Detection and Tracking(TDT) whichtries to figure out the topics by exploring and organizing the text material and identifythe unknown topics online. The traditional Topic Detection technique mainly solvesthe problem towards the corpus of news sites, but hardly any researches are formicro-blog platform topic detection.we analyze deeply the character of the text structure in micro-blog, then weclearly get the main needs of topic detection for micro-blog, especially theinformation gathering methods, text clustering algorithms and topic heat calculationalgorithm. Based on the research, our main contributions are as follows:(1) We propose an information gathering&extraction method for micro-blog. Inthe process of information gathering, it analyses the characteristics of the author andtext features to determine whether to include this micro-blog. The method improvesthe micro-blog quality and the collection efficiency.(2) We propose an incremental clustering algorithm for Topic Detection.According to the flexible characteristic of the language used in micro-blog, the textsare expressed by vector space mode, and calculated by incremental DBSCANclustering algorithm. This algorithm can deal with incremental data, and it alsooptimizes the clustering strategy, it is used to improve the topic detection quality andefficiency.(3) We propose a heat calculation algorithm based on the user attention and topicfocus which can calculate the heat of a topic accurately, it can help us to present the results of Topic Detection in a more scientific and reasonable way.Based on the above studying, we design and implement a topic detection system.This system provides a visual and macro way to explore and track the topics discussedin the micro-blog, and improves the information extraction efficiency remarkably.

Related Dissertations

  1. The Design and Implementation of the Hot Education News Topic Detection System,TP391.1
  2. Research on Information Collection and Control System for Microalgae Breeding,S968.49
  3. Research on Topic Detection and Tracking Based on Probability Topic Model,TP391.1
  4. Colorectal Cancer Translational Medicine Information Base Construction and Application of exploration,R735.3
  5. Based on the μC/OS-Ⅱ Embedded Farmland Information Collection System Research and Design,TP368.1
  6. Research and Development on NC Machine Management System of Compressor Company,TP315
  7. Study on the Information Resources of Forest Sourses and the Mechanism of Collecting Information,S757
  8. Research on the Techniques of Important Nodes Discovery and Community Detection in Email Communication Network,TP393.098
  9. The Design and Implementation of a Java-based WMI Network Management System,TP393.07
  10. Internet News Hot Mining System Research and Implementation,TP393.09
  11. The Development and Application of Anhui Power Digital Library System,TP311.52
  12. Design and Program of Complex Search System for Enterprise’s Knowledge-Base System,TP311.52
  13. Web Based Instance Knowledge Item Auto Construction Method,TP391.3
  14. Studying on the Tax Information to Improve Quality of Tax Collection and Management,F812.42
  15. Research and Application of Switch Snow-melting System,U284.72
  16. Study of Remote Monitoring System for Soil Moisture Based on ARM and GPRS,TP274
  17. Earthquake Field Information Acquisition and Wireless Transmission System,TP274.2
  18. Single- channel video capture card Design and Implementation,TP274.2
  19. Design of Field Data Acquisition Set Based on Embedded System,S126
  20. Chinese topic - oriented search engine of a scalable and Design,TP391.3
  21. Doumen Zhuhai Power Supply Bureau distribution network development and application of Geographic Information Collection System Research,P208

CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer applications > Computer network > General issues > The application of computer network > Web browser
© 2012 www.DissertationTopic.Net  Mobile