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Currently, experts from IT industry are closely monitoring the soaring total volume of digital data. Moreover the problem is not purely technical, it directly affects human civilization as a whole. The growth rate of the all increasing and…

Computers and Society · Computer Science 2011-03-03 Andrey V. Makarenko

We live in a computerized and networked society where many of our actions leave a digital trace and affect other people's actions. This has lead to the emergence of a new data-driven research field: mathematical methods of computer science,…

Statistical Finance · Quantitative Finance 2015-05-30 Ilaria Bordino , Stefano Battiston , Guido Caldarelli , Matthieu Cristelli , Antti Ukkonen , Ingmar Weber

Navigation behaviour can be considered as one of the most crucial aspects of user behaviour in an electronic commerce environment, which is very good indicator of user's interests either in the process of browsing or purchasing. Revealing…

Social and Information Networks · Computer Science 2017-01-09 Vesna Kumbaroska , Pece Mitrevski

In recent decades the world has experienced rates of urban growth unparalleled in any other period of history and this growth is shaping the environment in which an increasing proportion of us live. In this paper we use a longitudinal…

Physics and Society · Physics 2015-12-21 Matthew Daggitt , Anastasios Noulas , Blake Shaw , Cecilia Mascolo

The amount of data in the world is expanding rapidly. Every day, huge amounts of data are created by scientific experiments, companies, and end users' activities. These large data sets have been labeled as "Big Data", and their storage,…

Databases · Computer Science 2020-04-29 Mahdi Bohlouli , Frank Schulz , Lefteris Angelis , David Pahor , Ivona Brandic , David Atlan , Rosemary Tate

We model a dynamic data economy with fully endogenous growth where agents generate data from consumption and share them with innovation and production firms. Different from other productive factors such as labor or capital, data are…

Theoretical Economics · Economics 2021-09-22 Lin William Cong , Wenshi Wei , Danxia Xie , Longtian Zhang

The modern increase in data production is driven by multiple factors, and several stakeholders from various sectors contribute to it. Although drawing a comparison of the sizes at stake for different big data players is hard due to the lack…

Digital Libraries · Computer Science 2023-09-28 Luca Clissa

We build an endogenous growth model with consumer-generated data as a new key factor for knowledge accumulation. Consumers balance between providing data for profit and potential privacy infringement. Intermediate good producers use data to…

Theoretical Economics · Economics 2021-09-22 Lin William Cong , Danxia Xie , Longtian Zhang

The exponential growth of big data has transformed how large organisations leverage information to drive innovation, optimise processes, and maintain competitive advantages. However, managing and extracting insights from vast, heterogeneous…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-05-09 Fathima Nuzla Ismail , Abira Sengupta , Shanika Amarasoma

The continuous increase of data generated provides enormous possibilities of both public and private companies. The management of this mass of data or big data will play a crucial role in the society of the future, as it finds applications…

Computers and Society · Computer Science 2015-01-15 Fatima El Jamiy , Abderrahmane Daif , Mohamed Azouazi , Abdelaziz Marzak

The increasing pervasiveness of object tracking technologies leads to huge volumes of spatiotemporal data collected in the form of trajectory streams. The discovery of useful group patterns from moving objects' movement behaviours in…

Databases · Computer Science 2022-08-15 Yanwei Yu , Ruoshan Lan , Lei Cao , Peng Song , Yingjie Wang

There is little knowledge available on the spatial behaviour of urban tourists, and yet tourists generate an enormous quantity of data (Big Data) when they visit cities. These data sources can be used to track their presence through their…

Computers and Society · Computer Science 2017-05-24 Maria Henar Salas-Olmedo , Juan Carlos Garcia-Palomares , Javier Gutierrez

Managers often believe that collecting more data will continually improve the accuracy of their machine learning models. However, we argue in this paper that when data lose relevance over time, it may be optimal to collect a limited amount…

Machine Learning · Computer Science 2022-03-18 Ehsan Valavi , Joel Hestness , Newsha Ardalani , Marco Iansiti

Now that so much of collective action takes place online, web-generated data can further understanding of the mechanics of Internet-based mobilisation. This trace data offers social science researchers the potential for new forms of…

Computers and Society · Computer Science 2023-01-05 Scott A. Hale , Helen Margetts , Taha Yasseri

Purpose - The purpose of this paper is to propose a mathematical model to determine invariant sets, set covering, orbits and, in particular, attractors in the set of tourism variables. Analysis was carried out based on an algorithm and…

Social and Information Networks · Computer Science 2025-03-10 Miguel Lloret-Climent , Andrés Montoyo-Guijarro , Yoan Gutierrez-Vázquez , Rafael Muñoz-Guillena , Kristian Alonso-Stenberg

The world of business is constantly evolving and staying ahead of the curve requires a deep understanding of market trends and performance. This article addresses this requirement by modeling business trajectories using news articles data.

Information Retrieval · Computer Science 2023-06-21 Muhammad Arslan , Christophe Cruz

Internal talent recommendation is a critical strategy for organizational continuity, yet conventional approaches suffer from structural limitations, often overlooking qualified candidates by relying on the narrow perspective of a few…

Machine Learning · Computer Science 2025-08-29 Soo Hyun Kim , Jang-Hyun Kim

In recent past, big data opportunities have gained much momentum to enhance knowledge management in organizations. However, big data due to its various properties like high volume, variety, and velocity can no longer be effectively stored…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-02-16 Mohammad Shorfuzzaman

This is an evolving document. It is devoted to summarizing patterns and laws of knowledge growth. By examining a variety of parameters in data sources such as Wikipedia and Microsoft Academic Graph, we can get deeper insights of how…

Digital Libraries · Computer Science 2022-08-26 Nick Zhang

Trends change rapidly in today's world, prompting this key question: What is the mechanism behind the emergence of new trends? By representing real-world dynamic systems as complex networks, the emergence of new trends can be symbolized by…

Social and Information Networks · Computer Science 2018-10-16 Michael Fire , Carlos Guestrin