scholarly journals Trend Prediction of Event Popularity from Microblogs

2021 ◽  
Vol 13 (9) ◽  
pp. 220
Author(s):  
Xujian Zhao ◽  
Wei Li
Keyword(s):  
Public Relations ◽  
Rapid Development ◽  
Singular Spectrum Analysis ◽  
Influence Factors ◽  
Real Data ◽  
Development Trend ◽  
Data Sets ◽  
Trend Prediction ◽  
The Government ◽  
The Development Trend

Owing to rapid development of the Internet and the rise of the big data era, microblog has become the main means for people to spread and obtain information. If people can accurately predict the development trend of a microblog event, it will be of great significance for the government to carry out public relations activities on network event supervision and guide the development of microblog event reasonably for network crisis. This paper presents effective solutions to deal with trend prediction of microblog events’ popularity. Firstly, by selecting the influence factors and quantifying the weight of each factor with an information entropy algorithm, the microblog event popularity is modeled. Secondly, the singular spectrum analysis is carried out to decompose and reconstruct the time series of the popularity of microblog event. Then, the box chart method is used to divide the popularity of microblog event into various trend spaces. In addition, this paper exploits the Bi-LSTM model to deal with trend prediction with a sequence to label model. Finally, the comparative experimental analysis is carried out on two real data sets crawled from Sina Weibo platform. Compared to three comparative methods, the experimental results show that our proposal improves F1-score by up to 39%.

scholarly journals The Sustainable Development of Financial Topic Detection and Trend Prediction by Data Mining

2021 ◽  
Vol 13 (14) ◽  
pp. 7585
Author(s):  
Yunmei Liu ◽  
Shuai Zhang ◽  
Min Chen ◽  
Yenchun Wu ◽  
Zhengxian Chen
Keyword(s):  
Data Mining ◽  
Supply Chain ◽  
Financial Institutions ◽  
Clustering Algorithm ◽  
Development Trend ◽  
Research Field ◽  
Trend Prediction ◽  
Blockchain Technology ◽  
Supply Chain Finance ◽  
The Government

Blockchain technology is the most cutting-edge technology in the field of financial technology, which has attracted extensive attention from governments, financial institutions and investors of various countries. Blockchain and finance, as an interdisciplinary, cross-technology and cross-field topic, has certain limitations in both theory and application. Based on the bibliometrics data of Web of Science, this paper conducts data mining on 759 papers related to blockchain technology in the financial field by means of co-word analysis, bi-clustering algorithm and strategic coordinate analysis, so as to explore hot topics in this field and predict the future development trend. The experimental results found ten research topics in the field of blockchain combined with finance, including blockchain crowdfunding, Fintech, encryption currency, consensus mechanism, the Internet of Things, digital financial, medical insurance, supply chain finance, intelligent contract and financial innovation. Among them, blockchain crowdfunding, Fintech, encryption currency and supply chain finance are the key research directions in this research field. Finally, this paper also analyzes the opportunities and risks of blockchain development in the financial field and puts forward targeted suggestions for the government and financial institutions.

scholarly journals Revealing Development Trends and Key 5G Photonic Technologies Using Patent Analysis

2019 ◽  
Vol 9 (12) ◽  
pp. 2525 ◽  
Author(s):  
Shu-Hao Chang
Keyword(s):  
Semiconductor Industry ◽  
Development Trend ◽  
Market Development ◽  
Development Research ◽  
Optical Elements ◽  
Technological Field ◽  
Key Technologies ◽  
The Government ◽  
Information Technology Companies ◽  
The Development Trend

In recent years, 5G photonic technology has gradually gained increased attention from scholars. However, studies on 5G photonic technology have mostly focused on technological discussions or market development research, but have failed to identify the relevant key technologies from a comprehensive perspective. In particular, 5G photonic technology is an interdisciplinary technology that could create considerable potential business opportunities in the future, therefore, identifying related key technologies is crucial. Accordingly, the patents of 5G photonic technologies were used as the basis for analysis in this study, and a patent technology network for such technologies was constructed using network analysis. The results showed that the key technologies of 5G photonic technology are mainly related to optics, nanostructures, semiconductors, and material analysis, indicating an interdisciplinary feature instead of focusing only on one specific technological field. Additionally, the relevant technologies that have seen active development in recent years are mainly related to optical elements and semiconductor devices. Finally, a patentee analysis demonstrated that information technology companies were the key players in the development of 5G photonic technologies, and the semiconductor industry will have a crucial role in the development of such technologies. In this study, a patent technology network model was constructed to explore the development trend of 5G photonic technologies, thereby providing a reference for the government to promote these emerging technologies.

scholarly journals Bibliometrics and visualization analysis of China's Service Quality Development Trend

2021 ◽  
Vol 233 ◽  
pp. 01164
Author(s):  
Lei Xu ◽  
Yuan Ni ◽  
Pengfei Han ◽  
Teng Zhang
Keyword(s):  
Social Network ◽  
Service Quality ◽  
Visual Analysis ◽  
Rapid Development ◽  
Development Trend ◽  
Network Evolution ◽  
Data Source ◽  
Application Fields ◽  
High Level ◽  
The Development Trend

From the aspect of bibliometrics and social network analysis, this paper studies the content characteristics and network evolution of service quality in China, form visual analysis charts and summarizes the research hotspots and development trends. Taking CNKI database as the data source, data mining and association analysis of sample data were carried out by means of manual judgment, keyword co-occurrence, bibliometric software BICOMB and Pajek. 872 related literatures were retrieved from 1999 to 2019, and the tendency of the number of published papers in each year was close to the inverted U type. This study expands the application fields of bibliometrics and social network software, and analyzes the development trend of service quality. The theoretical and practical research on service quality has achieved rapid development in the past 20 years. The library service quality and service quality satisfaction have always gotten a high level of attention, and the characteristics of network platforms for service quality have gradually become apparent because of the development of the Internet and computer technology.

Exploration on Bilingual Teaching Reformation for Introduction to Computer

2014 ◽  
Vol 513-517 ◽  
pp. 4290-4293
Author(s):  
Pan Guo ◽  
Ying Huang
Keyword(s):  
Computer Technology ◽  
Rapid Development ◽  
College Teaching ◽  
Reference Value ◽  
Economic Globalization ◽  
Development Trend ◽  
Teaching Reform ◽  
Bilingual Teaching ◽  
Teaching Content ◽  
The Development Trend

With the rapid development of economic globalization and computer technology, bilingual teaching has become the development trend of college teaching. This paper aims to explore the reform road of the bilingual teaching complied with Higher Education Objectives. Take the course of introduction to computer for example, combined with the actual situation of our college bilingual teaching reform the solution to the problem and reform measures were proposed from the teaching content, teaching models, teaching means and so on. We believed it can give some reference value for the reform of bilingual teaching.

Study of Comprehensive Utilization on the Steel Slag

2014 ◽  
Vol 488-489 ◽  
pp. 137-140 ◽  
Author(s):  
Wei Pan Zhang ◽  
Su Ju Hao ◽  
Wu Feng Jiang ◽  
Qian Qian Ren ◽  
Yu Zhu Zhang
Keyword(s):  
Steel Industry ◽  
Rapid Development ◽  
Steel Slag ◽  
Present Situation ◽  
Development Trend ◽  
Comprehensive Utilization ◽  
The Development Trend

At present steel industry is obtained a rapid development in China. More and more steel slag is accumulated. How to deal with steel slag becomes a hot problem. In this paper, the source, composition and characteristics of steel slag are introduced firstly. Then the methods of comprehensive utilization on the steel slag are summarized. Finally the problems are put up and the development trend of steel slag utilization is prospected according to the present situation of comprehensive utilization of steel slag.

scholarly journals Strategies for the Application of Computer Software Technology in Big Data

2020 ◽  
Vol 2 (2) ◽  
Author(s):  
Zhengxuan Li
Keyword(s):  
Big Data ◽  
Computer Technology ◽  
Rapid Development ◽  
Computer Software ◽  
Development Trend ◽  
Developed Countries ◽  
Current Situation ◽  
Software Technology ◽  
The Development Trend

The rapid development of computer software technology has a significant impact on China. However, compared with developed countries, the development of computer software technology in China is still quite different, and it is necessary to explore and research computer technology continuously. This paper analyzes the current situation of computer software technology and the development trend of big data, explains the related techniques of computing and big data, and how to apply computer technology to big data.

scholarly journals The Development Trend of Modern Technology of Electronic Engineering

2018 ◽  
Author(s):  
Tong Liu ◽  
Zhijun Cao ◽  
Liang Cheng ◽  
Yanfeng Liu ◽  
Haipeng Zhang
Keyword(s):  
Large Scale ◽  
Rapid Development ◽  
Modern Society ◽  
Development Trend ◽  
Modern Technology ◽  
Engineering Technology ◽  
Electronic Engineering ◽  
The Development Trend ◽  
Modern Technologies ◽  
Universal Application

With the rapid development of science and technology in China, a large number of scientific and modern technologies have been developed and widely used. Among these technologies, electronic engineering technology has received great attention in many domestic industries and has been widely applied. Over the years, the technology of electronic engineering modernization not only is very common in many large-scale projects, but also in the production of household appliances facilities and intelligent integration of manufacturing facilities has a universal application. As one of the modern technologies, electronic engineering technology and modern society People's Daily life and work are closely related. According to the research achievements in this field over the years, the article focuses on analyzing the trend of the development of modern electronic engineering technology, to make contribution to further with the research and application of this technology.

Present Situation and Development Trend of Precise Wire Cutting Technology of Silicon Wafers

2010 ◽  
Vol 102-104 ◽  
pp. 762-766
Author(s):  
Hong Wen Du ◽  
Yuan Zheng Yu
Keyword(s):  
Rapid Development ◽  
Present Situation ◽  
Development Trend ◽  
Silicon Wafers ◽  
Machining Accuracy ◽  
Wire Cutting ◽  
Working Principle ◽  
The Development Trend ◽  
Free Abrasive

With the rapid development of IC and photovoltaic industry, the requirements of larger-diameter, better productivity, higher machining accuracy and finer surface quality of silicon wafers challenge traditional wafer cutting technology. Therefore, in terms of increasing wafers’ diameter, lessening slicing thickness, reducing cutting loss and improving machining efficiency, research and application of precision cutting technology become necessary and urgent. The paper analyzes current well-developed technologies and equipments of free abrasive wire cutting in detail. It is recommended that bonded abrasive diamond wire cutting will be the development trend in the future as a highly-efficient, low material waste and environmentally friendly technology of precise cutting of silicon wafers. The paper also makes a discussion on construction, working principle, and manufacturing technology of bonded abrasive diamond wires.

Development and Application of CAD Technology

2014 ◽  
Vol 1037 ◽  
pp. 461-463
Author(s):  
Yan Chen
Keyword(s):  
Computer Aided Design ◽  
Mechanical Design ◽  
Rapid Development ◽  
Development Trend ◽  
Numerical Work ◽  
Technology Application ◽  
3D Cad ◽  
Aided Design ◽  
The Development Trend ◽  
Calculation Analysis

Computer Aided Design (referred to as CAD) is the cross technology of product Design which is applied in engineering field by electronic Computer technology. With CAD technology application is more and more widely and popular, CAD technology is developing towards the direction of the open, integrated and intelligent. CAD technology is become more mature. Nowadays, the CAD technology in mechanical design can only handle numerical work, including calculation, analysis and drawing. The microcomputer platform 3D CAD software showed the trend of rapid development. This paper introduces the development and application of CAD technology, the developing characteristics of modern CAD technology, and explains the development trend of CAD technology.

A Preliminary Investigation into the Effect of Outlier(s) on Singular Spectrum Analysis

2014 ◽  
Vol 13 (04) ◽  
pp. 1450029 ◽  
Author(s):  
Hossein Hassani ◽  
Rahim Mahmoudvand ◽  
Hardi Nabe Omer ◽  
Emmanuel Sirimal Silva
Keyword(s):  
Spectrum Analysis ◽  
Preliminary Investigation ◽  
Singular Spectrum Analysis ◽  
Real Data ◽  
Data Sets ◽  
Singular Spectrum ◽  
The Matrix ◽  
Points Of View ◽  
Different Parts

The aim of this paper is to study the effect of outliers on different parts of singular spectrum analysis (SSA) from both theoretical and practical points of view. The rank of the trajectory matrix, the magnitude of eigenvalues, reconstruction, and forecasting results are evaluated using simulated and real data sets. The performance of both recurrent and vector forecasting procedures are assessed in the presence of outliers. We find that the existence of outliers affect the rank of the matrix and increases the linear recurrent dimensions whilst also having a significant impact on SSA reconstruction and forecasting processes. There is also evidence to suggest that in the presence of outliers, the vector SSA forecasts are more robust in comparison to the recurrent SSA forecasts. These results indicate that the identification and removal of the outliers are mandatory to achieve optimal SSA decomposition and forecasting results.

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