Search engine for discovering works of Art, research articles, and books related to Art and Culture
ShareThis
Javascript must be enabled to continue!

Research on the Sentiment Analysis and Evolutionary Mechanism of Sudden Network Public Opinion Based on SNA-ARIMA Model with Text Mining

View through CrossRef
This article is based on the massive text data in the digital era, using text mining methods to explore the evolution mechanism of online public opinion, in order to achieve the control of public opinion trends in sudden network events and regulate the stability of online and offline public opinion. We introduced time series for decision-making assistance, combined with time series autoregressive integrated moving average model (ARIMA) for prediction, and comprehensively evaluates the evolution of public opinion from two dimensions: sentimental orientation and social network analysis (SNA). Based on this, a new exploration model for public opinion evolution, SNA-ARIMA, is constructed. The research results indicate that the process of public opinion dissemination exhibits distinct phased characteristics, and each stage is comprehensively influenced by different key nodes or factors. This study provides decision support for managing public opinion crises, making the identification of key nodes in online public opinion events, the evolution mechanism of public opinion, and the guidance of public opinion crises more systematic, forward-looking, and scientific.
Title: Research on the Sentiment Analysis and Evolutionary Mechanism of Sudden Network Public Opinion Based on SNA-ARIMA Model with Text Mining
Description:
This article is based on the massive text data in the digital era, using text mining methods to explore the evolution mechanism of online public opinion, in order to achieve the control of public opinion trends in sudden network events and regulate the stability of online and offline public opinion.
We introduced time series for decision-making assistance, combined with time series autoregressive integrated moving average model (ARIMA) for prediction, and comprehensively evaluates the evolution of public opinion from two dimensions: sentimental orientation and social network analysis (SNA).
Based on this, a new exploration model for public opinion evolution, SNA-ARIMA, is constructed.
The research results indicate that the process of public opinion dissemination exhibits distinct phased characteristics, and each stage is comprehensively influenced by different key nodes or factors.
This study provides decision support for managing public opinion crises, making the identification of key nodes in online public opinion events, the evolution mechanism of public opinion, and the guidance of public opinion crises more systematic, forward-looking, and scientific.

Related Results

Peramalan Harga Saham BBRI Menggunakan Metode Hybrid ARIMA-SVR
Peramalan Harga Saham BBRI Menggunakan Metode Hybrid ARIMA-SVR
Abstract. PT Bank Rakyat Indonesia (BBRI) is one of the most popular investment instruments, but it has high stock price volatility due to global and domestic economic factors. Thi...
Sleep Habits and Occurrence of Lowback Pain among Craftsmen
Sleep Habits and Occurrence of Lowback Pain among Craftsmen
<span style="color: #000000; font-family: Verdana, Arial, Helvetica, sans-serif; font-size: 10px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; ...
Sleep Habits and Occurrence of Lowback Pain among Craftsmen
Sleep Habits and Occurrence of Lowback Pain among Craftsmen
<span style="color: #000000; font-family: Verdana, Arial, Helvetica, sans-serif; font-size: 10px; font-style: normal; font-variant-ligatures: normal; font-variant-caps: normal; ...
Alternate Method for Characterizing Nitrifier Activity in Soil
Alternate Method for Characterizing Nitrifier Activity in Soil
Abstract The method for studying short‐term nitrifier activity (SNA) of soils described by Schmidt and Belser (1982) was evaluated and an alt...
The Evolution and Development of Spatial-Numerical Association: A Comparative Review
The Evolution and Development of Spatial-Numerical Association: A Comparative Review
Humans and animals share basic abilities to represent numerosity, called number sense, which underpins human abstract numerical skills. A key feature is Spatial-Numerical Associati...

Back to Top