In order to enhance prediction precision of online public opinion, it put forward a kind of online public opinion prediction model (PSR-SVR) with the combination of chaos theory and support vector regression. First of all, the original data of online public opinion were obtained throughout topic segmentation, hotspot extraction, and data aggregate. Then, time sequence of online public opinion was reconstructed throughout phase-space reconstruction. Finally, the reconstructed time sequence of online public opinion was input support vector regression for modeling and prediction, and then it was compared with other online public opinion prediction model by experiment. The result shows that compared with the contrast model, PSR-SVR improves the prediction precision and reliability of online public opinion, and the prediction results have certain practical value.
목차
Abstract 1. Introduction 2. Phase Space Reconstruction and Support Vector Regression 2.1. Phase Space Reconstruction 2.2. Support Vector Regression 3. PSR-SVR Online Public Opinion Trend Prediction Model 4. Simulation Experiment 4.1. Data Source 4.2. Contrast Model and Evaluation Standard 4.3. Pretreatment of Online Public Opinion 4.4. Phase Space Reconstruction of Online Public Opinion Data 5. Conclusion Reference
키워드
Online public opinionSupport vector regressionPhase space reconstructionChaos theory
저자
Song Liangong [ College of Information Engineering, North China University of Water Resources and Electric Power, Zhengzhou Henan, 450011 China ]
Wu Huixin [ College of Information Engineering, North China University of Water Resources and Electric Power, Zhengzhou Henan, 450011 China ]
Zhang Zezhong [ School of Water Conservancy, North China University of Water Resources and Electric Power, Zhengzhou Henan, 450011 China ]
보안공학연구지원센터(IJMUE) [Science & Engineering Research Support Center, Republic of Korea(IJMUE)]
설립연도
2006
분야
공학>컴퓨터학
소개
1. 보안공학에 대한 각종 조사 및 연구
2. 보안공학에 대한 응용기술 연구 및 발표
3. 보안공학에 관한 각종 학술 발표회 및 전시회 개최
4. 보안공학 기술의 상호 협조 및 정보교환
5. 보안공학에 관한 표준화 사업 및 규격의 제정
6. 보안공학에 관한 산학연 협동의 증진
7. 국제적 학술 교류 및 기술 협력
8. 보안공학에 관한 논문지 발간
9. 기타 본 회 목적 달성에 필요한 사업
간행물
간행물명
International Journal of Multimedia and Ubiquitous Engineering
간기
월간
pISSN
1975-0080
수록기간
2008~2016
등재여부
SCOPUS
십진분류
KDC 505DDC 605
이 권호 내 다른 논문 / International Journal of Multimedia and Ubiquitous Engineering Vol.11 No.2