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Citation analysis, as a tool for quantitative studies of science, has long emphasized direct citation relations, leaving indirect or high order citations overlooked. However, a series of early and recent studies demonstrate the existence of…

Social and Information Networks · Computer Science 2020-04-28 Chao Min , Qingyu Chen , Erjia Yan , Yi Bu , Jianjun Sun

The scientific community of researchers in a research specialty is an important unit of analysis for understanding the field specific shaping of scientific communication practices. These scientific communities are, however, a challenging…

Social and Information Networks · Computer Science 2013-01-10 Theresa Velden , Carl Lagoze

Recent artificial intelligence (AI) technologies show remarkable evolution in various academic fields and industries. However, in the real world, dynamic data lead to principal challenges for deploying AI models. An unexpected data change…

Machine Learning · Computer Science 2024-02-21 Jeng-Lin Li , Chih-Fan Hsu , Ming-Ching Chang , Wei-Chao Chen

Over the last four decades, the way knowledge is created in academia has transformed dramatically: research teams have grown larger, scholars draw from ever-wider pools of prior work, and the most influential discoveries increasingly emerge…

Digital Libraries · Computer Science 2025-11-27 Sarah J. James , Marcus A. Rodriguez , David P. Miller

In this paper, we examine how patterns of scientific collaboration contribute to knowledge creation. Recent studies have shown that scientists can benefit from their position within collaborative networks by being able to receive more…

Physics and Society · Physics 2009-09-15 R. Lambiotte , P. Panzarasa

The evolution of a thematic area undergoes various changes of perspective and adopts new theoretical approaches that arise from the interactions of the community and a wide range of social needs. The advent of digital technologies, such as…

Data archives are an important source of high quality data in many fields, making them ideal sites to study data reuse. By studying data reuse through citation networks, we are able to learn how hidden research communities - those that use…

Digital Libraries · Computer Science 2022-10-21 Sara Lafia , Lizhou Fan , Andrea Thomer , Libby Hemphill

In larger organizations, multiple teams of data scientists have to integrate data from heterogeneous data sources as preparation for data analysis tasks. Writing effective analytical queries requires data scientists to have in-depth…

Databases · Computer Science 2016-10-21 Andreas M. Wahl , Gregor Endler , Peter K. Schwab , Sebastian Herbst , Richard Lenz

Knowledge graphs have emerged as a sophisticated advancement and refinement of semantic networks, and their deployment is one of the critical methodologies in contemporary artificial intelligence. The construction of knowledge graphs is a…

Artificial Intelligence · Computer Science 2024-05-07 Daqian Shi

Exploring whether different patterns emerge across networks generated by organizational structures, co-authorships and citations for characterizing and evaluating cooperative relationships is particularly important for transferring the…

Digital Libraries · Computer Science 2021-09-27 Zhao Qu

There has been a long history of research into the structure and evolution of mankind's scientific endeavor. However, recent progress in applying the tools of science to understand science itself has been unprecedented because only recently…

Statistical Mechanics · Physics 2009-11-10 Katy Börner , Jeegar T. Maru , Robert L. Goldstone

The practice of scientific research is often thought of as individuals and small teams striving for disciplinary advances. Yet as a whole, this endeavor more closely resembles a complex system of natural computation, in which information is…

Social and Information Networks · Computer Science 2019-06-19 Jordan D. Dworkin , Russell T. Shinohara , Danielle S. Bassett

New product development needs new engineering approaches. Knowledge is a key resource that impacts traditional, organisational, economic and innovative models. Through NICT (New Information and Communication Technologies), globalisation…

Computers and Society · Computer Science 2012-01-25 Nicolas Perry , Alexandre Candlot , Schutte Corne

Infrastructure shapes societies and scientific discovery. Traditional scientific infrastructure, often static and fragmented, leads to issues like data silos, lack of interoperability and reproducibility, and unsustainable short-lived…

Neurons and Cognition · Quantitative Biology 2025-08-15 Satrajit S. Ghosh

Many studies show that the acquisition of knowledge is the key to build competitive advantage of companies. We propose a simple model of knowledge transfer within the organization and we implement the proposed model using cellular automata…

Physics and Society · Physics 2018-04-02 Agnieszka Kowalska-Styczeń , Krzysztof Malarz , Kamil Paradowski

The past few centuries have witnessed a dramatic growth in scientific and technological knowledge. However, the nature of that growth - whether exponential or otherwise - remains controversial, perhaps partly due to the lack of quantitative…

Physics and Society · Physics 2024-09-16 Huquan Kang , Luoyi Fu , Russell J. Funk , Xinbing Wang , Jiaxin Ding , Shiyu Liang , Jianghao Wang , Lei Zhou , Chenghu Zhou

Understanding and controlling diffusion processes in complex networks is critical across domains ranging from epidemiology to information science. Here, we present ExDiff, an interactive and modular computational framework that integrates…

Social and Information Networks · Computer Science 2025-06-06 Annamaria Defilippo , Ugo Lomoio , Barbara Puccio , Pierangelo Veltri , Pietro Hiram Guzzi

Science and technology are becoming increasingly collaborative. This paper aims to explore the factors and mechanisms that impact the dynamic changes of collaborative innovation networks. We consider both collaborative interactions of…

Social and Information Networks · Computer Science 2023-11-13 Hongshu Chen , Qianqian Jin , Xuefeng Wang

Citation count prediction is the task of predicting the number of citations a paper has gained after a period of time. Prior work viewed this as a static prediction task. As papers and their citations evolve over time, considering the…

Computation and Language · Computer Science 2021-04-16 Andreas Nugaard Holm , Barbara Plank , Dustin Wright , Isabelle Augenstein

The exponential growth of global academic output has confronted researchers and AI agents with an unprecedented ``information explosion,'' where fragmented and unstructured knowledge organization impedes deep interdisciplinary integration.…

Artificial Intelligence · Computer Science 2026-05-25 Shuofei Qiao , Yunxiang Wei , Jiazheng Fan , Bin Wu , Busheng Zhang , Mengru Wang , Yuqi Zhu , Ningyu Zhang , Keyan Ding , Qiang Zhang , Huajun Chen