Research On The Inheritance And Development Of Academic Genealogy Based On Social Network And Content Analysis

In the process of science development,scientific theories have been continuously improved and evolved,and technologies have been constantly changing.Under such a macro overview is the process of inheritance and development between knowledge and technology,tradition,and culture among generations of scientists and technical book workers.It is a new generation of processes that allow workers to step forward on the shoulders of their seniors and create new knowledge.From this perspective,the study of contemporary Chinese scientists’ academic pedigrees is necessary,important,and urgent.At the same time,academic pedigree research breaks through the boundaries of the past history of science,and involves a large group of scientists formed by several generations of scientists in the inheritance of academic pedigrees.During the period of time,it examines the development of academic pedigrees that lasted for decades and even centuries.It is important to sort out the relationship of disciplines,to clarify the context of knowledge transfer,to explore the effect of different models of knowledge transfer on academic output,and to tap the law of growth of scientific and technological talents,and to speed up the construction of talented nations and innovative countries.This article mainly discusses the academic pedigree of Tan Jiaxuan in the field of genetics,conducts in-depth research on the influencing factors of scholars’ academic output and academic influence in academic pedigrees,and on this basis combines the citation network and thematic models to conduct academic scholarly evaluations.Development strategy research.In order to improve the accuracy of the study,an improved strategy for distance correction between DBSCAN cluster points was developed by introducing multi-dimensional features such as citations,cooperation,and institutions to solve the problem of excessive noise in the research data set caused by the phenomenon of the same name.Distortion issues,based on this,completed the data screening of the genetic spectrum of genetics.At the same time,Word2 Vec algorithm,TF-IDF algorithm and PageRank algorithm are combined to construct a fair,fair,effective,and rapid scholarship evaluation and ranking method for scholars in academic pedigrees.On the basis of the above two-step operation,the citation networks and cooperation networks within the academic pedigree were constructed based on the journal articles published by the pedigree scholars in the Web of Science,and the indicators of intra-branch citation ratio and intra-branch cooperation ratio were proposed innovatively.The scholars are divided into "genetics scholars","non-genetic non-variant scholars" and "variation scholars" and on this basis,explore the different scholars in the academic study of different citations,different cooperative behavior and other inheritance characteristics.In the end,the relevance of the individual’s personal inheritance characteristics and personal influence and the correlation between the lineage inheritance characteristics and the pedigree influence are discussed.To explore the relationship between the academic performance of academic pedigrees and the academic influence of academic pedigree Sex.Finally,through the analysis of the correlation of different factors and pedigree influences,we can formulate reasonable policy recommendations so as to achieve the purpose of exploring the growth path of pedigree talents.The study found that with the gradual reduction of the branch size of the genealogy,the proportion of cooperation within branches in the academic pedigree gradually decreased,the proportion of non-branch cooperation increased gradually,and the proportion of cooperation outside the pedigree was not significantly different;with the branch scholars With the increase in the number of scholars,the proportion of academic literature cited by scholars within the branch is also increased.With the increase of the number of scholars within the branch,the average PR value of both the quoting scholars within the branch and the quotient outside the pedigree has increased significantly,that is,with the pedigree.With the expansion of the scale,the threshold for the authoritativeness of knowledge sources within the pedigree has been improved;the knowledge of professional inheritance from quoting scholars has a higher authority,and the difference is very obvious.The final result shows that the proportion of intra-branch cooperation,the proportion of citations outside the pedigree,and the “geneticist” or “varying scholar” in the narrative career all contribute to the improvement of the individual’s personal influence.Based on the research results,this paper puts forward the following suggestions: For scholars,the academic pedigree is an academic community that exists due to academic relations,which is inherent,and which will accompany the scholars throughout their lives.Relatively speaking,the larger the academic pedigree,the more vibrant its internal knowledge exchange and academic development.When possible,they should choose to join large-scale academic teams;for scholars,the teacher-student partnership formed by their teachers is of uncertain continuity.Different scholars have different choices in the “continuation” and “change” of different research directions in different fields.Scholars only have a deep understanding of the status quo of field research and can understand their own academic characteristics in order to choose a better development path.For academics,career inheritance is not less important than academic inheritance.In the process of development,it constantly promotes academic standards through academic citations,expands research horizons,and participates in the frontier areas of field research.Research has been presented and improved.At the same time,by integrating into the diversified invisible academic communities,more opportunities for professional cooperation can be brought for scholars;for pedigrees,the development of scholars is ultimately a result of the talents and growth of the scholars.Full team communication can be brought not only at the knowledge level.Spray-jet outbreaks can also create a spirit of excitement for the scholars within the pedigree.The exchange of scholarship should not stop at the moment,but should be extended in a larger academic circle outside the pedigree.Academic pedigrees Development and growth can also inject more and more fresh blood into the academic pedigree,thus creating a continuous cycle of back-feeding effects.