Suchergebnisse - data analytics and frameworks supporting data analytics

Semantic Query Transformations for Increased Parallelization in Distributed Knowledge Graph Query Processing von Kim, Hyeongsik, Bhattacharyya, Abhisha, Anyanwu, Kemafor

“… However, significant challenges remain with supporting efficient and scalable processing of queries with data linked with ontologies (ontological queries …”
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A Big Data Management and Analytics Framework for Supporting Machine Learning, OLAP, and Visualization on Big COVID-19 Data von Cuzzocrea, Alfredo, Leung, Carson K, Shang, Siyuan, Wen, Yan

“… ). Researchers, epidemiologists, and policy makers get a great deal of help from the knowledge discovered from these data via data science techniques such as machine learning, data mining and online analytical processing (OLAP …”
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A Big-Data-Analytics Framework for Supporting Logistics Problems in Smart-City Environments von Cuzzocrea, Alfredo, Nolich, Massimiliano, Ukovich, Walter

“… Containers delivery management is a problem widely studied. Typically, it concerns the container movement on a truck from ships to factories or wholesalers and …”
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A novel semantic recognition framework of urban functional zones supporting urban land structure analytics based on open‐source data von Du, Zhuotong, Sui, Haigang, Wang, Jindi

“… ) framework to analyze UFZs and quantitatively link open‐source data (OSD) with the Chinese national urban function classification code …”
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Supporting policy-making with social media and e-participation platforms data: A policy analytics framework von Simonofski, Anthony, Fink, Jerôme, Burnay, Corentin

“… of insights between the two channels. In order to address these gaps, we design a policy analytics framework to leverage insights from e-participation platforms and social media through relevant data analytics to support policy-making …”
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A Big-Data-Analytics Framework for Supporting Classification of ADHD and Healthy Children via Principal Component Analysis of EEG Sleep Spindles Power Spectra von Dea, Federica De, Ajčević, Miloš, Stecca, Matteo, Zanus, Caterina, Carrozzi, Marco, Cuzzocrea, Alfredo, Accardo, Agostino

“… ), in order to provide more and detailed information on sleep brain functioning in ADHD. These features can be analyzed via well-known big data analytics methods …”
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An Intelligent Visual Big Data Analytics Framework for Supporting Interactive Exploration and Visualization of Big OLAP Cubes von Ordonez, Carlos, Chen, Zhibo, Cuzzocrea, Alfredo, Garcia-Garcia, Javier

“… Visual big data analytics aims at supporting big data analytics via visual metaphors, with a plethora of applications in modern settings and scenarios …”
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Where Is the Teacher in Data Analytics in Education?: Evaluating the Maturity of Analytics Solutions and Frameworks Supporting Teachers von Nguyen, Ngoc Buu Cat, Karunaratne, Thashmee

“… However, typically learners are the primary beneficiaries, while teachers are quite invisible in the research of data analytics in education, although both are equally important …”
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An innovative framework for supporting big atmospheric data analytics via clustering-based spatio-temporal analysis von Cuzzocrea, Alfredo, Gaber, Mohamed Medhat, Fadda, Edoardo, Grasso, Giorgio Mario

“… In this paper, we provide principles, models, and main architecture of an innovative framework for supporting intelligent analytics over big atmospheric data via clustering-based spatio-temporal analysis …”
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A high performance query analytical framework for supporting data-intensive climate studies von Li, Zhenlong, Huang, Qunying, Carbone, Gregory J., Hu, Fei

“… disasters, diseases, and other environmental issues. This paper introduces a high performance query analytical framework to tackle these challenges by leveraging Hive and cloud computing technologies …”
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Analytics for learning design : A layered framework and tools von Davinia Hernández-Leo, Roberto Martinez-Maldonado, Abelardo Pardo, Juan A. Muñoz-Cristóbal, María J. Rodríguez-Triana

“… Despite its clear synergy, there is only limited and fragmented work exploring the active role that data analytics can play in supporting design for learning …”
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A Big Data Analytics Framework for Supporting Multidimensional Mining over Big Healthcare Data von Bochicchio, Mario, Cuzzocrea, Alfredo, Vaira, Lucia

“… Nowadays, a great deal of attention is being devoted to big data analytics in complex healthcare environments …”
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A Bayesian Framework for Supporting Predictive Analytics over Big Transportation Data von Jackson, Marshall D., Leung, Carson K., Mbacke, M. Diarra B., Cuzzocrea, Alfredo

“… In the current era of big data, huge volumes of valuable data can be easily generated and collected at a rapid velocity from a wide variety of rich data sources …”
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Fostering Evidence-Based Education with Learning Analytics: Capturing Teaching-Learning Cases from Log Data von Kuromiya, Hiroyuki, Majumdar, Rwitajit, Ogata, Hiroaki

“… In our work, we propose a technology-mediated process of capturing teaching-learning cases (TLCs) using a learning analytics framework …”
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An Innovative Framework for Supporting Cognitive-Based Big Data Analytics for Frequent Pattern Mining von Deng, Deyu, Leung, Carson K., Wodi, Bryan H., Yu, Jialiang, Zhang, Hao, Cuzzocrea, Alfredo

“… In this paper, we present an innovative framework for supporting cognitive-based big data analytics for frequent pattern mining …”
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Measuring HR analytics maturity: supporting the development of a roadmap for data-driven human resources management von Rigamonti, Elia, Gastaldi, Luca, Corso, Mariano

“… PurposeToday, companies are struggling to develop their human resources analytics (HRA …”
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Enabling Big Geoscience Data Analytics with a Cloud-Based, MapReduce-Enabled and Service-Oriented Workflow Framework von Li, Zhenlong, Yang, Chaowei, Jin, Baoxuan, Yu, Manzhu, Liu, Kai, Sun, Min, Zhan, Matthew

“… tools. To tackle these challenges, a scientific workflow framework is proposed for big geoscience data analytics …”
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Data lakes versus data warehouses: choosing the right approach for big data analytics von Mezzoudj, Saliha, Khelifa, Meriem, Saadna, Yassmina

“… for diverse analytics workloads. Data lakes offer scalable, cost-effective storage for raw, unstructured, and semi-structured data, supporting advanced analytics and machine learning applications …”
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Serendipitous, Open Big Data Management and Analytics: The SeDaSOMA Framework von Cuzzocrea, Alfredo, Ciancarini, Paolo

“… This paper presents and delves into the architecture and intricacies of SeDaSOMA, a sophisticated framework supporting Serendipitous, Data-as-a-Service-oriented, Open big data Management and Analytics …”
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Effectively and Efficiently Supporting Predictive Big Data Analytics over Open Big Data in the Transportation Sector: A Bayesian Network Framework von Cuzzocrea, Alfredo, Leung, Carson K., Hajian, Mojtaba, Jackson, Marshall D.

“… We provide a Bayesian framework, which is applied on big data obtained from transportation system …”
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