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Cancer Cure Decision Support System Based on Lda Topic Modelling

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Cancer Cure Decision Support System Based on Lda Topic Modelling
論文目錄
 
Acknowledgements第1-5頁
Abstract第5-10頁
Acronyms第10-11頁
1 INTRODUCTION第11-16頁
  1.1 BACKGROUND第11-12頁
  1.2 MOTIVATION第12-13頁
  1.3 PROBLEM STATEMENT第13頁
  1.4 RESEARCH OBJECTIVES第13-14頁
  1.5 CONTRIBUTIONS第14-15頁
  1.6 OUTLINE第15-16頁
2 LITERATURE SURVEY第16-25頁
  2.1 DATA MINING TECHNOLOGIES第16-22頁
    2.1.1 Statistics methods第17-18頁
    2.1.2 Knowledge Discovery (KDD)第18-19頁
    2.1.3 Text Mining Techniques第19-21頁
    2.1.4 UMLS Metathesaurus第21-22頁
  2.2 NAMED ENTITY RECOGNITION (NER)第22頁
  2.3 KEY WORD EXTRACTION (KEA)第22-23頁
  2.4 LATENT DIRICHLET ALLOCATION (LDA)第23頁
  2.5 SUMMARY第23-25頁
3 METHODOLOGY第25-53頁
  3.1 DATA MINING AND PREPROCESSING第25-31頁
    3.1.1 General techniques used for web scraping第26-31頁
  3.2 NAMED ENTITY EXTRACTION第31-37頁
    3.2.1 Gazetteer Based Named Entity Extraction第31-33頁
    3.2.2 Using Aho-Corasick Algorithm to match entities第33-34頁
    3.2.3 Evaluation of Gazetteer Based Named Entity Recognition第34-37頁
  3.3 KEYWORD GENERATION USING KEA第37-41頁
    3.3.1 Preparation of Corpus for KEA第37頁
    3.3.2 Keyword Extraction using KEA第37-39頁
    3.3.3 Performance and Evaluation of KEA on cancer stories第39-41頁
  3.4 DOCUMENTS EXPLORATION AND TOPIC MODELLING第41-52頁
    3.4.1 Approximating the number of topics in the corpus第42-44頁
    3.4.2 LDA Topic modelling using KEA generated keyphrases第44-50頁
    3.4.3 Stories similarity Calculation第50-52頁
  3.5 SUMMARY第52-53頁
4 REQUIREMENTS SPECIFICATION第53-67頁
  4.1 INTRODUCTION第53頁
  4.2 GENERAL DESCRIPTION第53-56頁
    4.2.1 Product Perspective第53-54頁
    4.2.2 Product Functions第54-55頁
    4.2.3 Product Constraints第55頁
    4.2.4 Assumptions and dependencies第55-56頁
  4.3 SPECIFIC REQUIREMENTS第56-66頁
    4.3.1 External Interface Requirements第56頁
    4.3.2 User Characteristics第56-57頁
    4.3.3 Functional Requirements第57-65頁
    4.3.4 Non-Functional Requirements第65-66頁
  4.4 SUMMARY第66-67頁
5 SYSTEM DESIGN第67-83頁
  5.1 ARCHITECTURE第67-73頁
    5.1.1 CSRS Modules第68-70頁
    5.1.2 Logical Database Requirements第70-73頁
  5.2 SYSTEM DETAILED DESIGN第73-79頁
    5.2.1 Login第73-74頁
    5.2.2 Story Module第74-75頁
    5.2.3 Fetching similar stories第75-77頁
    5.2.4 Search Module第77-79頁
  5.3 CLASSES AND OBJECT第79-82頁
    5.3.1 Stories Controller Classes第79-81頁
    5.3.2 Users Controller Classes第81-82頁
  5.4 SUMMARY第82-83頁
6 IMPLEMENTATION第83-91頁
  6.1 SOFTWARE DEVELOPMENT TOOLS AND LANGUAGES第83頁
  6.2 INTERFACES第83-87頁
    6.2.1 Listing stories Lists all the stories from the database, it is the first page that loads stories and users are able to browse with the help of pagination第83-84頁
    6.2.2 Read Story Interface第84頁
    6.2.3 Edit Stories Interface第84頁
    6.2.4 Change Password Interface第84-85頁
    6.2.5 Manage Stories Interface第85-86頁
    6.2.6 Home page第86頁
    6.2.7 Search Story Page第86-87頁
  6.3 SOFTWARE TESTING第87-91頁
    6.3.1 Testing process第87-91頁
CONCLUSION第91-93頁
FUTURE WORK第93-94頁
REFERENCES第94-97頁
APPENDIX第97-106頁

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