Dissertation > Excellent graduate degree dissertation topics show

Research on the Fingerprint of Short Texts

Author: ZhaoXiaoQian
Tutor: ZhengYan
School: Nanjing University of Posts and Telecommunications
Course: Computer Software and Theory
Keywords: the fingerprint of short text domain dictionary ICTCLA word segmentation feature extraction Semantic similarity
CLC: TP391.1
Type: Master's thesis
Year: 2012
Downloads: 96
Quote: 0
Read: Download Dissertation

Abstract


The rapid development of information technology in 21 century, lead to the globalinformation revolution .The popularization and sharing of the global information network bring alot of convenient to people’s daily life.Besides this,Internet as the main body of the informationhighway has penetrated into every field of the society,which provides mankind with informationsharing and communication of the modern channel.Mobile phone short messages,instant messages,Internet relay chat logs,blog comments ,newscomments , BBS titles and so on all produce tens of thousands of texts.which have shortlength,broad extension .This texts are called short texts.Fingerprint of the short text as a uniqueidentifier to verifies the short text plays a decisive role in the short text field.Only the same shorttext has the same fingerprint , and vice versa.Once you establish the one-to-one relation between thefingerprint and the short text,then taking the advantage of the short text fingerprint in various ofdata mining,such as clustering ,de-emphasis ,the redundant.Inspired by Hownet and Wordnet,the paper analyed the relations between concepts.Bycomparing JSON and XML , JSON is used to build concept dictionary,and give the algorithm tobuild it. In order to improve the retrieval efficiency and get high- efficiency boil down, A indextable is designed ,which could make the concept of coding and indexing structureto reach consensus.Later, using ICTCLA word segmentation,so that the short text simplified to a single efficientsegmentation gradually.The more import point is that,wo do some processing in some specialcases,such as splitting and merging number,time,date and reduplicated words.After theprocessing,the segmentation results have a high precision.As it is known to all, feature word is thecore and nature of different field,so the paper give the definition of feature word and specific way toextract feraure word.On the basis of the feature extraction,the paper give the concept of thefigerprint of short text and the STF method.Last, introducing the runtime environment of theexperiment and functional modules to analyze the feasibility of semantic similarity between shorttexts.In addition, the paper compare with the existing four kinds of short text similarity computingmethod to prove the STF method can effectively analysis the uniqueness of short text.All thesecan improve the accuracy and effectiveness of the late short text mining.

Related Dissertations

  1. Research on Automatic Detection Algorithm for Substructure Distress of Highway Pavement Based on SVM,U418.6
  2. ISAR Imaging Simulation of Space Targets and Target Recognition Based on ISAR Images,TN957.52
  3. Research on Feature Extraction and Classification of Pulse Waveform for Cholecystitis and Nephrotic Syndrome Diagnosis,TP391.41
  4. Application of Q-Learning in the Content-Based Image Retrieval Technology,TP391.41
  5. Research on Transductive Support Vector Machine and Its Application in Image Retrieval,TP391.41
  6. Research on Feature Extraction and Classification of Tongue Shape and Tooth-Marked Tongue in TCM Tongue Diagnosis,TP391.41
  7. Research on Visual Measurement for Spacecraft Rendezvous and Approach,TP391.41
  8. Research on the Image Real-Time Acquisition, Storage and Image Processing System,TP391.41
  9. Feature Extraction, Selection and Combination in Lipreading,TP391.41
  10. Multi-currency Notes Technology Research and Implementation,TP391.41
  11. The Research on Paper Currency Classification Method Based on Harr-Like Feature and Minimal Ball Including Samples,TP391.41
  12. Pavement Distress Recognition Based on Image,TP391.41
  13. Research on Visual Detection and Tracking of Mobile Robots,TP242.62
  14. Research on Fusion Algorithm of Hyper Spectral and High Spatial Resolution Remote Sensing Image,TP751
  15. An Approach for Identifying a Plant Resistance Gene Based on the Random Forest,Q943
  16. Tobacco Diseases Auto-Recognition Research Based on Image Processing Technology,S435.72
  17. Research on Nondestructive Detection Technology for External Qualities of Papayas Based-on Vision,S667.9
  18. Research on Identification System of Cashmere and Wool Fiber,TS101.921
  19. Research for Infrared Image Target Identification and Tracking Technology,TP391.41
  20. The Compression and Fusion Technique Research of Underwater Target Feature,TN911.7
  21. Research of Diagnosing Cucumber Diseases Based on Hyperspectral Imaging,S436.421

CLC: > Industrial Technology > Automation technology,computer technology > Computing technology,computer technology > Computer applications > Information processing (information processing) > Text Processing
© 2012 www.DissertationTopic.Net  Mobile