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Advancements in artificial intelligence, machine learning, and deep learning have catalyzed the transformation of big data analytics and management into pivotal domains for research and application. This work explores the theoretical…

Periodically researchers examine their fields of research in order to test the fields maturity, to determine theories and methods used, and to uncover areas of research emphasis. Research articles for these studies are generally located…

数字图书馆 · 计算机科学 2016-06-07 Marta Vos

The success of deep learning has sparked interest in improving relational table tasks, like data preparation and search, with table representation models trained on large table corpora. Existing table corpora primarily contain tables…

数据库 · 计算机科学 2023-04-13 Madelon Hulsebos , Çağatay Demiralp , Paul Groth

Widespread use of the Internet and social networks invokes the generation of big data, which is proving to be useful in a number of applications. To deal with explosively growing amounts of data, data analytics has emerged as a critical…

信息论 · 计算机科学 2016-11-17 Kwang-Cheng Chen , Shao-Lun Huang , Lizhong Zheng , H. Vincent Poor

Big Data processing systems handle huge unstructured and structured data to store, process, and analyze through cluster analysis which helps in identifying unseen patterns to find the relationships between them. Clustering analysis over the…

分布式、并行与集群计算 · 计算机科学 2022-11-11 Dipesh Gyawali

Advances in sensing and computing capabilities are making it possible to embed increasing computing power in small devices. This has enabled the sensing devices not just to passively capture data at very high resolution but also to take…

计算机与社会 · 计算机科学 2015-03-25 Mohak Shah

We develop a resource-efficient methodology for measuring economic outlook in news text that combines document embeddings with synthetic training data generated by large language models. Applied to 27 million news articles, the resulting…

综合经济学 · 经济学 2026-02-18 Elliot Beck , Franziska Eckert , Linus Kühne , Helge Liebert , Rina Rosenblatt-Wisch

GitHub is the world's largest platform for collaborative software development, with over 100 million users. GitHub is also used extensively for open data collaboration, hosting more than 800 million open data files, totaling 142 terabytes…

The great prosperity of big data systems such as Hadoop in recent years makes the benchmarking of these systems become crucial for both research and industry communities. The complexity, diversity, and rapid evolution of big data systems…

性能 · 计算机科学 2015-06-05 Rui Han , Zhen Jia , Wanling Gao , Xinhui Tian , Lei Wang

In the world of Big Data analytics, there is a series of tools aiming at simplifying programming applications to be executed on clusters. Although each tool claims to provide better programming, data and execution models, for which only…

分布式、并行与集群计算 · 计算机科学 2016-06-17 Claudia Misale , Maurizio Drocco , Marco Aldinucci , Guy Tremblay

The digital town hall of Twitter becomes a preferred medium of communication for individuals and organizations across the globe. Some of them reach audiences of millions, while others struggle to get noticed. Given the impact of social…

社会与信息网络 · 计算机科学 2021-02-23 Damian Konrad Kowalczyk , Jan Larsen

An essential part of building a data-driven organization is the ability to handle and process continuous streams of data to discover actionable insights. The explosive growth of interconnected devices and the social Web has led to a large…

分布式、并行与集群计算 · 计算机科学 2019-07-23 Haruna Isah , Farhana Zulkernine

Hashtags in online social networks have gained tremendous popularity during the past five years. The resulting large quantity of data has provided a new lens into modern society. Previously, researchers mainly rely on data collected from…

社会与信息网络 · 计算机科学 2019-05-14 Yang Zhang

The modern era is characterised as an era of information or Big Data. This has motivated a huge literature on new methods for extracting information and insights from these data. A natural question is how these approaches differ from those…

统计计算 · 统计学 2020-06-09 Farzana Jahan , Insha Ullah , Kerrie L Mengersen

This work consists of a study of a set of techniques and strategies related with algorithm's design, whose purpose is the resolution of problems on massive data sets, in an efficient way. This field is known as Algorithms for Big Data. In…

数据结构与算法 · 计算机科学 2017-08-29 Sergio García Prado

The proliferation of smartphones and wearable devices has increased the availability of large amounts of geospatial streams to provide significant automated discovery of knowledge in pervasive environments, but most prominent information…

社会与信息网络 · 计算机科学 2019-02-15 Bhaskar Gautam , Annappa Basava , Abhishek Singh , Amit Agrawal

Big data applications offer smart solutions to many urgent societal challenges, such as health care, traffic coordination, energy management, etc. The basic premise for these applications is "the more data the better". The focus often lies…

分布式、并行与集群计算 · 计算机科学 2022-11-01 Thomas Plagemann , Vera Goebel , Matthias Hollick , Boris Koldehofe

Scientific research trends and interests evolve over time. The ability to identify and forecast these trends is vital for educational institutions, practitioners, investors, and funding organizations. In this study, we predict future trends…

数字图书馆 · 计算机科学 2023-09-22 Dan Ofer , Michal Linial

Term weighting schemes are widely used in Natural Language Processing and Information Retrieval. In particular, term weighting is the basis for keyword extraction. However, there are relatively few evaluation studies that shed light about…

机器学习 · 计算机科学 2022-09-12 Asahi Ushio , Federico Liberatore , Jose Camacho-Collados

The recent success of machine learning (ML) has led to an explosive growth both in terms of new systems and algorithms built in industry and academia, and new applications built by an ever-growing community of data science (DS)…