The Diffusion Path of Marxist Chineseization Ideas Based on the Information Diffusion Model
Published Online: Mar 24, 2025
Received: Nov 07, 2024
Accepted: Feb 20, 2025
DOI: https://doi.org/10.2478/amns-2025-0720
Keywords
© 2025 Qian Zhang, published by Sciendo
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License.
The information diffusion model refers to the pattern of information dissemination triggered by interpersonal social relationships. It consists of transmission points and reception points, and there are specific relationships between these nodes, which can be described as a network model, i.e., social network. In this model, information is sent out from the moving point, then transformed, traverses different social circles, and finally reaches the receiving point [1-4]. The process of diffusion is influenced by different factors, such as media, social relations, technology, etc. In the diffusion model, the diffusion of information is characterized by a number of factors. In the diffusion model, the most important factors are the control points of the diffusion process, that is, the moving point and the receiving point [5-7]. Therefore, in the information diffusion model, the most important thing is to determine the appropriate moving point and receiving point according to different situations, and to consider the use of communication media, the adjustment of the scope of communication, and the evaluation of the impact of communication, and finally to give a kind of effective social network model to show the process of information diffusion [8-11].
The Chineseization of Marxism is to insist on combining the universal principles of Marxism with the concrete reality of China, and to form a Chineseized Marxism with Chinese style that guides the practice of Chinese revolution and construction [12-14]. Specifically, it is to realize the characterization, concretization, nationalization, contemporaryization and popularization of Marxism. The spreading of Marxist ideas began based on people’s study of Marxist theories. Since China’s reform and opening up, there has been more and more propaganda and research on Marxist thought, and there has been great development in depth and breadth, and the amount of information has been increasing [15-18]. The integration and innovation of new media and traditional media have further promoted the dissemination and development of the popularization, modernization and Chineseization of Marxism [19-20].
In this paper, we select the Marxist information in the databases of Peking University Fabulous and Huifa.com in the past ten years as a sample, and analyze the trend of diffusion of innovation and diffusion effect by applying the model of diffusion of innovation, and at the same time, from 31 provinces and the country as a whole as an analytical level. Using the basic principles of innovation diffusion theory, we collect data through questionnaires and conduct statistical analysis to explore the dissemination path to promote the Chineseization of Marxism in contemporary China.
Chineseized Marxism belongs to the Marxist theoretical system, which is a new theoretical chapter formed by solving practical problems of China’s new democratic revolution, socialist revolution, and socialist modernization. Among them, Mao Zedong Thought and the Theoretical System of Socialism with Chinese Characteristics are the theoretical products summarized by Chineseized Marxism in the course of its historical development, and they point out the direction of China’s revolution and modernization through reform and opening up.
The so-called medium, i.e. The intermediary or mediator exists in the process of moving things, and in the case of communication, the medium exists throughout the entire process of communication. Schramm, the master of communication, gave such a definition to the medium: “The medium is the tool inserted into the process of communication to expand and extend the transmission of information.” The medium acts as both the carrier of symbols and the means of communication. It does not directly constitute the content of communication, but it complements, influences and promotes the content of communication. Good communication content needs media to expand the scope of its dissemination, in order to let the content of the readership or ratings to maintain a high index, similarly, advanced media technology can only be injected into the content to accelerate the application of its promotion, people in the reading at the same time to feel the actual value of the media carrier. The development of media is not an overnight process, from the print media, radio and television media, network media to today’s mobile terminal media, the evolution of this process and human exploration of the history of the development of science and technology complement each other.
Television media provides news dissemination, cultural propaganda, information service and other functions, and plays an important role in people’s production and life. Its unique media features such as audio-visual, sound and picture, rapid dissemination, wide coverage, etc., have irreplaceable advantages in realizing the dissemination of Chinese Marxist theory, and it has become an important medium for constructing and guiding the dissemination of Marxist theory in the present time.
If the propagation speed of paper media is limited by natural conditions such as traffic and weather, and radio and television broadcasting through wireless signals will have the disadvantages of limited coverage, irreversible program content, and sometimes transit signals delay the propagation speed, etc., when the emergence of the network media with broadband fiber optic as the carrier, it timely solves the various drawbacks of the above media, and technically guarantees the timeliness of the propagation. The Internet is a non-linear medium through the transmission of digital information symbols, no matter how far away in space and time, with simple computer equipment can be completed in a very short period of time to transmit information, at the same time, information storage will not be subject to the boundaries of space and time, on the Internet can be read on a non-same day, download and save the contents of the day is also very convenient and fast. The Internet connects the world’s computers, forming a huge information data space, we can browse across borders to a lot of content or hyperlinks, but also can publish □ information and participate in the interaction.
Information diffusion models are used to explain, model, simulate and predict the diffusion process of information in social networks, and can be used in a variety of ways such as viral marketing, rumor control and explosive information detection. In the past, sociologists, epidemiologists and marketers have proposed innovation diffusion models, infectious disease diffusion models, product diffusion models, etc. Although these models are proposed for real social networks, the diffusion of innovations and infectious diseases, etc., in real social networks is similar to the diffusion of information in on-line social networks, so these models are also applicable in on-line social networks to some extent. The current widely used classical theoretical diffusion models include: independent cascade model, linear threshold model, infectious disease model and game theory model. Although this class does not have predictive abilities, it can be utilized to simulate information diffusion in social networks, and most of the current research on information diffusion maximization is based on this class of models.
Diffusion of innovation theory is a theory about persuading people to accept new ideas, new things and new products through media, focusing on the influence of mass media on society and culture. According to him, an innovation is an idea, practice, or thing that is perceived as novel by individuals or other adopting units.
Diffusion of innovations is a fundamental phenomenon that exists in society, in which information about something new spreads in people’s lives and is subjectively perceived as such. This process consists of four parts: innovation, communication channels, the social system, and time. However, there are also at least five other parts: knowing, persuading, deciding, implementing, and determining. The invention and diffusion of new things in the population can have different results, some choose to accept it and some choose to reject it, and these different choices bring different results to the development of the society. Rogers and others have summarized the basic law of innovation diffusion in social systems through their research and concluded that the diffusion process of new ideas, new technologies and other innovations presents an “S” curve. The “S” curve is shown in Figure 1. In the early stage of diffusion, there are few adopters and the progress is slow. When the number of innovation recipients in the innovation diffusion process grows to 10-25% of the total number of groups, the progress of diffusion becomes faster and diffusion enters a period of rapid growth. When the diffusion approach the end, the speed of diffusion becomes slower and slower. In the process of innovation diffusion, the number of early recipients of the innovation is relatively small, but a small number of groups have a greater influence on the later diffusion process, and under their influence to influence the remaining groups to accept the innovation and promote the process of innovation. According to Rogers, the “early adopters” of an innovation are those who are willing to take the lead in accepting and using the innovation and are willing to take the risk of accepting the innovation. This part of the people themselves have a faster rate of adoption of the innovation, willing to quickly accept the diffusion of innovation, and can influence the people around them to accept the innovation, accept the innovative products and concepts, these early recipients of innovation to promote the development of the innovation process. One of the special advantages of using the theory of diffusion of innovations in communication research is that it has no limitations and can be used to study any form of innovation, so this paper chooses to use the theory of diffusion of innovations in information communication research. Studies have shown that in both developed and developing countries, the process of diffusion usually follows an S-shaped curve, i.e., it is slow at the beginning of adoption, accelerates when it expands to half of the total number of recipients, and slows down when it approaches the maximum saturation point.

S-shaped curve of innovation diffusion
Rogers’ innovation diffusion model is built based on four main factors which are innovation, diffusion channel, time and social system as shown in Figure 2:

Rogers innovation diffusion theory system
An innovation is a method, technology, or object, etc., that is perceived as completely new by the individual or group adopting it, and it is the individual’s perception of the novelty of the method that determines his reaction to the innovation. Characteristics of innovations help to explain the different rates of diffusion, characteristics include: relative advantage, compatibility, complexity, trialability and observability. In the 1970s, diffusion scholars began to study the concept of reinnovation, which is the extent to which an innovation creates, changes, and is altered when it is adopted and implemented. Diffusion Channel. It is the means by which information is transmitted from one individual to another, and the nature of the exchange relationship between individuals determines the conditions under which an informed party will or will not transmit the innovation to an unknown party, and how effective the transmission will be. Mass media and social relations channels are the primary means, and in addition, diffusion inherently requires at least some degree of dissimilarity between the two participants. Time: The time factor consists of four types:
The innovation decision-making process, which consists of five steps: perception, persuasion, decision, implementation and confirmation. Innovativeness and adopter categories, where innovativeness is the degree to which an individual or other group adopts a new method earlier than other members of the same system. Adopter categories are based on the degree of innovation of the members of the system and include innovators, early adopters, mid-adopters, late adopters, and slow adopters. Speed of adoption, the speed of adoption is the relative speed at which members of the system adopt an innovation, and the same innovation is adopted at different rates in different systems. Social system, a set of interconnected units that face common problems and have common goals. The structure of the social system, the rules of the system, the idea leaders, the opponents of innovation, the innovation agents (or institutions), the kinds of innovation decisions, and the outcomes of innovations can facilitate or hinder the diffusion of innovations.
Based on the definition of Marxist diffusion, an analysis of the diffusion of Marxist information in China found that local governments, in the process of diffusion and adoption, would annotate the Marxist texts with information from higher sources or other relevant Marxist documents that they referenced in the formulation of that Marxism. Using the Marxism test test comprehensively analyzed the domestic Marxism databases, such as Beida Fabo, China Knowledge Law Database, Law Library, Huifa.com, and FindLaw.com, and found that the “Fabo Associations” in Beida Fabo provides detailed citation data of each Marxism, but its annotation data of Marxism is not comprehensive, and it is only cited to However, its labeling of Marxism is incomplete, citing only the month of May 2023. The Marxist data from Huifa.com is very timely and comprehensive, so these two databases are selected as the source of Marxist data. Taking the “Fabulous Associations” annotation analysis data in the NU Fabulous database as the collection basis, using the more comprehensive Marxism data on Huifa.com as the auxiliary, and taking the 131 information Marxism titles released by the State Council in the past 10 years as the search keywords, the collection results are shown in Table 1: the Marxism search scope is limited to The full text of Marxism is searched. After screening a total of 5,275 information about Marxism diffusion implementation data.
Marx’s information diffusion distribution
| Publishing agency | Release quantity | Publishing agency | Release quantity | Publishing agency | Release quantity |
|---|---|---|---|---|---|
| The state council | 50 | Ningxia | 95 | Jiangxi | 168 |
| National ministries | 842 | Kansu | 110 | Hunan | 145 |
| Beijing | 112 | Shaanxi | 122 | Hupei | 184 |
| tianjin | 52 | Shanxi | 132 | Guangxi | 139 |
| Shanghai | 145 | Shandong | 164 | Sichuan | 208 |
| chongqing | 80 | Henan | 196 | Guizhou | 89 |
| hebei | 212 | Anhui | 214 | Yunnan | 78 |
| liaoning | 200 | Jiangsu | 274 | Hainan | 84 |
| jilin | 132 | Zhejiang | 183 | Xinjiang | 68 |
| heilongjiang | 157 | Fujian | 224 | Tibet | 20 |
| Inner Mongolia | 125 | Guangdong | 213 | Qinghai | 58 |
Taking the 31 provincial governments of the country as the level of analysis, the statistical analysis of the implementation of Marxist information in each region is shown in Table 2. It can be seen that Hebei, Guangdong, Jiangsu, and Fujian are more active in Marxist information implementation diffusion, and the number of their policy diffusion is above 64. Zhejiang, Anhui, Jiangxi, Ningxia, and Beijing are at the second level of information policy implementation diffusion, while Tianjin, Hainan, Chongqing, Xinjiang, Yunnan, Qinghai, and Tibet do not have significant diffusion effects.
Diffusion analysis
| Province | Diffusion quantity | Province | Diffusion quantity | Province | Diffusion quantity |
|---|---|---|---|---|---|
| Guangdong | 68 | Shandong | 54 | Beijing | 58 |
| Jiangsu | 64 | Heilongjiang | 55 | Kansu | 46 |
| Fujian | 64 | Shanghai | 52 | Ningxia | 59 |
| Hebei | 72 | Hunan | 52 | Guizhou | 46 |
| Anhui | 58 | Guangxi | 48 | Hainan | 39 |
| Sichuan | 50 | Shanxi | 50 | Chongqing | 36 |
| Liaoning | 54 | Jilin | 50 | Xinjiang | 35 |
| Henan | 54 | Inner Mongolia | 50 | Yunnan | 38 |
| Hubei | 54 | Shaanxi | 47 | Qinghai | 40 |
| Zhejiang | 58 | Tianjin | 36 | ||
| Jiangxi | 62 | Tibet | 16 |
Statistical analysis of local Marxism local government diffusion and overall regional diffusion trends over the past 10 years from a time perspective is shown in Figure 3: It can be seen that the diffusion trend of local government Marxism is basically the same as that of the overall information policy diffusion trend, and both show a certain S-shaped growth curve.

Local government diffusion and overall regional diffusion trend
Since the 17th Party Congress in 2007, which for the first time explicitly stated, “to carry out activities to publicize and popularize the theoretical system of socialism with Chinese characteristics, and to promote the Chineseization of Marxism in contemporary China,” Chinese scholars have begun to carry out a wide range of in-depth studies on the Chineseization of Marxism. Therefore, from the beginning of January 2007 to the end of December 2023, an accurate search on CNKI with the themes of “cyberspace”, “sinicization of Marxism”, “cyberspace” and “sinicization of Marxism” can be used to obtain the number of research results of academic papers, dissertations, conference papers and newspaper articles, as shown in Table 3.
The number of results of the research results in 2007-2023
| Year | The theme of the study of “mass media” | The theme is the number of research results of “marxism popularization” | The theme of “cyberspace” and “the popularization of marxism” are the results of the research |
|---|---|---|---|
| 2007 | 489 | 36 | 0 |
| 2008 | 522 | 247 | 1 |
| 2009 | 631 | 550 | 1 |
| 2010 | 774 | 1152 | 0 |
| 2011 | 935 | 1500 | 0 |
| 2012 | 944 | 1389 | 1 |
| 2013 | 1283 | 1096 | 1 |
| 2014 | 1540 | 842 | 0 |
| 2015 | 2010 | 662 | 0 |
| 2016 | 2874 | 610 | 1 |
| 2017 | 3076 | 608 | 0 |
| 2018 | 3294 | 522 | 1 |
| 2019 | 3024 | 370 | 0 |
| 2020 | 3684 | 432 | 1 |
| 2021 | 3834 | 432 | 0 |
| 2022 | 3275 | 335 | 0 |
| 2023 | 2878 | 223 | 0 |
From this data table, we can roughly understand the general situation of academic research on the Chineseization of Marxism in the perspective of cyberspace: firstly, since 2007, the number of research results on cyberspace has increased year by year, with a significant increase in 2016 but a decline from 2022. From the above data, perhaps we can draw two conclusions: the first conclusion is that with the rapid development of cyber technology and the great importance attached to it at the national level, the number of research results has shown a yearly increase since 2007. The second conclusion is that academic research on cyberspace is returning to rationality, leading to a downward trend in the number of research results from 2022.
“Diffusion of innovations theory suggests that for things to diffuse in a social system, 10 to 20 percent of the population must first adopt the innovation, and only after a critical mass is reached does the diffusion process move to the rapid diffusion stage.” The mass media has the advantages of fast communication speed and wide coverage, so “the theory of diffusion of innovation holds that the first prerequisite for the diffusion of an innovation is to make it spread through the mass media so that it arouses the interest of the audience and obtains their recognition”. Our survey results also show that mass media communication is one of the ideal ways to promote the popularization of socialist theory with Chinese characteristics. A questionnaire was designed and distributed via the Internet, and 120 survey results were randomly selected and statistically analyzed. Specific performance: 49.4% think that training is the preferred way to promote the dissemination of socialist theory with Chinese characteristics in China, and 44% think that mass media is the next best way. Since China does not yet have the conditions to popularize the theory to all or most people through training, only 16% of the people we surveyed have participated in theory training. Based on this, mass media should be the most common way to promote the popularization of socialist theory with Chinese characteristics at present. The results of the responses to the question “What do you think are the reasons for the ineffectiveness of the current publicity of the socialist theory system with Chinese characteristics?” The second most significant reason is the narrow scope of the mass media, which accounts for 26.2% of the surveyed population.
What is shown is the utilization of mass media by gender, age and literacy as shown in Table 4. Among the four major media, TV has the highest utilization rate, accounting for 28%. For this reason, in the future, in the process of publicizing contemporary Chinese Marxism, the relevant departments should pay attention to the use of different media for different recipients. In addition, with the rapid development of the new technological revolution, the cell phone has been called the fifth media in communication science. According to the latest statistics of the Ministry of the Third Innovation Industry, the number of cell phone users in China reached 647.286 million in December 2023, with a cell phone penetration rate of about 45.7%. Recently, In-forma, a U.S. market research company, released a report that the total number of cell phone users worldwide has reached 3.3 billion, equivalent to 50% of the total global population of 6.6 billion. At the same time, 59 countries currently have a cell phone penetration rate of more than 100%. The above data shows that China is still a large market for potential cell phone users. More and more people are becoming accustomed to using SMS to communicate innovations, and the volume of SMS sent by cell phones in China reached 592.1 billion in 2023, an annual increase of 37.8%. For this reason, in the future, in the process of promoting the Chineseization of contemporary Chinese Marxism, the relevant departments should also pay attention to the use of cell phones as a new medium.
The overall state of the audience’s use of the four media
| Big medium | Television | Broadcast | Newspapers | Network |
|---|---|---|---|---|
| Utilization factor | 30 | 29 | 18 | 27 |
| Sort | 1 | 2 | 4 | 3 |
| Male utilization | 28% | 27% | 20% | 30% |
| Female utilization | 33% | 30% | 18% | 24% |
| Utilization rate of population under 35 | 24% | 21% | 16% | 44% |
| 35 ~ 55 age population utilization | 25% | 36% | 18% | 26% |
| Utilization rate of population over 55 | 42% | 30% | 20% | 14% |
| The utilization of the population below primary school | 18% | 40% | 6% | 12% |
| The utilization rate of middle school population | 35% | 26% | 17% | 30% |
| High school population utilization | 23% | 26% | 23% | 34% |
| College population utilization | 12% | 27% | 28% | 38% |
The results of the responses to the question “Which form is the most effective in publicizing the theoretical system of socialism with Chinese characteristics?” are shown in Figure 4. Forms 1-9: Holding reports, preparing popular books, running publicity columns, setting up advanced models, publishing public service announcements, preparing cell phone text messages, compiling and broadcasting animation, entering government websites, and others. Among them, the preparation of popular books (20.2), the release of public service announcements (20.2), and the compilation of animation (14.6) are favored by the general public because these forms express the originally abstract theoretical knowledge in a visual and intuitive form. During the 17th National Congress, the serial drama “Culture Station Chief”, which was broadcast on CCTV in the “prime” time slot, deeply attracted the masses because it made full use of the image of the drama, innovated the form of TV dissemination of the Party’s theories, and aroused the masses’ interest in the Party’s innovative theories.

Results of the problem survey
This study unfolds the entry point from the perspective of network media, takes the theory of diffusion of innovations as the theoretical framework, tries to apply it to the development of communication of the Chineseization of Marxism, and through the practical application of the study, it has been widely explored and recognized. The results of the study show that Hebei, Guangdong, Jiangsu, and Fujian are more effective in the diffusion of Marxist information, while underdeveloped regions such as Xinjiang, Yunnan, Qinghai, and Tibet have poor diffusion effects. The utilization rate of TV media is the highest at 28% in the path of Marxist-Chineseization diffusion. And different genders, ages, and literacy levels utilize mass media differently, so attention should be paid to selecting different media for dissemination according to different audiences. The preparation of popular books, the release of public service advertisements, the preparation of animation and other forms of abstract theoretical knowledge to simplify the expression of the activities of most of the masses of the favorite.
