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In Big data era, information integration often requires abundant data extracted from massive data sources. Due to a large number of data sources, data source selection plays a crucial role in information integration, since it is costly and…

Databases · Computer Science 2016-11-01 Yiming Lin , Hongzhi Wang , Jianzhong Li , Hong Gao

We present the architecture behind Twitter's real-time related query suggestion and spelling correction service. Although these tasks have received much attention in the web search literature, the Twitter context introduces a real-time…

Information Retrieval · Computer Science 2012-10-30 Gilad Mishne , Jeff Dalton , Zhenghua Li , Aneesh Sharma , Jimmy Lin

Software developed on public platform is a source of data that can be used to make predictions about those projects. While the individual developing activity may be random and hard to predict, the developing behavior on project level can be…

Software Engineering · Computer Science 2022-03-21 Tianpei Xia , Wei Fu , Rui Shu , Rishabh Agrawal , Tim Menzies

This article analyzes around 200 online articles to identify trends within Industry 5.0 using artificial intelligence techniques. Specifically, it applies algorithms such as LDA, BERTopic, LSA, and K-means, in various configurations, to…

Artificial Intelligence · Computer Science 2024-10-23 Panos Fitsilis , Paraskevi Tsoutsa , Vyron Damasiotis , Vasileios Kyriatzis

The application of Machine learning to finance has become a familiar approach, even more so in stock market forecasting. The stock market is highly volatile, and huge amounts of data are generated every minute globally. The extraction of…

Computation and Language · Computer Science 2024-01-03 Sai Akash Bathini , Dagli Cihan

Human beings keep exploring the physical space using information means. Only recently, with the rapid development of information technologies and the increasing accumulation of data, human beings can learn more about the unknown world with…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-11-24 Tongya Zheng , Gang Chen , Xinyu Wang , Chun Chen , Xingen Wang , Sihui Luo

This paper presents our joint research efforts on big data benchmarking with several industrial partners. Considering the complexity, diversity, workload churns, and rapid evolution of big data systems, we take an incremental approach in…

Information Retrieval · Computer Science 2013-07-02 Wanling Gao , Yuqing Zhu , Zhen Jia , Chunjie Luo , Lei Wang , Zhiguo Li , Jianfeng Zhan , Yong Qi , Yongqiang He , Shiming Gong , Xiaona Li , Shujie Zhang , Bizhu Qiu

Big data has been used widely in many areas including the transportation industry. Using various data sources, traffic states can be well estimated and further predicted for improving the overall operation efficiency. Combined with this…

Machine Learning · Computer Science 2022-02-21 Weiwei Jiang , Jiayun Luo

Data pipelines are an integral part of various modern data-driven systems. However, despite their importance, they are often unreliable and deliver poor-quality data. A critical step toward improving this situation is a solid understanding…

Software Engineering · Computer Science 2023-09-14 Harald Foidl , Valentina Golendukhina , Rudolf Ramler , Michael Felderer

The Information and Communication Technologies revolution brought a digital world with huge amounts of data available. Enterprises use mining technologies to search vast amounts of data for vital insight and knowledge. Mining tools such as…

Information Retrieval · Computer Science 2013-04-15 Abdul-Aziz Rashid Al-Azmi

The goal of this study is to explore emerging trends in cloud computing technology that can support an economic and social change. We apply the methods of entity linking, which links word strings to entities from a knowledge base, to…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-07-26 Mario Coccia , Saeed Roshani

Developers collaboratively discuss, implement, use, and share software entities hosted on software repositories. Proper documentation plays an important role in successful software management and maintenance. Users exploit Issue Tracking…

Software Engineering · Computer Science 2021-09-29 Maliheh Izadi , Kiana Akbari , Abbas Heydarnoori

One of the most significant problems of Big Data is to extract knowledge through the huge amount of data. The usefulness of the extracted information depends strongly on data quality. In addition to the importance, data quality has recently…

Databases · Computer Science 2020-05-25 Mostafa Mirzaie , Behshid Behkamal , Samad Paydar

Efficient handling of large data-volumes becomes a necessity in today's world. It is driven by the desire to get more insight from the data and to gain a better understanding of user trends which can be transformed into economic incentives…

Data Analysis, Statistics and Probability · Physics 2019-10-02 Valentin Kuznetsov

Predictive analysis of social media data has attracted considerable attention from the research community as well as the business world because of the essential and actionable information it can provide. Over the years, extensive…

Social and Information Networks · Computer Science 2023-09-04 Ugur Kursuncu , Manas Gaur , Usha Lokala , Krishnaprasad Thirunarayan , Amit Sheth , I. Budak Arpinar

Recent advances in data science, machine learning, and artificial intelligence, such as the emergence of large language models, are leading to an increasing demand for data that can be processed by such models. While data sources are…

Machine Learning · Computer Science 2023-09-13 Paul Bilokon , Oleksandr Bilokon , Saeed Amen

Big data analytics has gathered immense research attention lately because of its ability to harness useful information from heaps of data. Cloud computing has been adjudged as one of the best infrastructural solutions for implementation of…

Computers and Society · Computer Science 2017-11-15 Samiya Khan , Mansaf Alam

Google Trends reports how frequently specific queries are searched on Google over time. It is widely used in research and industry to gain early insights into public interest. However, its data generation mechanism introduces missing…

Applications · Statistics 2025-10-15 Candice Djorno , Mauricio Santillana , Shihao Yang

This paper explores the potential of AI-powered tools to reshape data analysis, focusing on design considerations and challenges. We explore how the emergence of large language and multimodal models offers new opportunities to enhance…

Artificial Intelligence · Computer Science 2024-09-30 Jeevana Priya Inala , Chenglong Wang , Steven Drucker , Gonzalo Ramos , Victor Dibia , Nathalie Riche , Dave Brown , Dan Marshall , Jianfeng Gao

With the advancement of web technology and its growth, there is a huge volume of data present in the web for internet users and a lot of data is generated too. Internet has become a platform for online learning, exchanging ideas and sharing…

Computation and Language · Computer Science 2016-11-04 Vishal. A. Kharde , Prof. Sheetal. Sonawane