Business Ecosystem Profiling Visualization with Data Analytics: A Review by Minnu Helen Joseph, Timo Kärri

“…Also, this review showcases several visualization tools that can be used to view complicated ecosystem structures, which helps employers to explore, analyze, and visualize data effectively. …”
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Soft graph clustering for single-cell RNA sequencing data by Ping Xu, Pengfei Wang, Zhiyuan Ning, Meng Xiao, Min Wu, Yuanchun Zhou

“…Results To tackle these challenges, we introduce scSGC, a Soft Graph Clustering for single-cell RNA sequencing data, which aims to more accurately characterize continuous similarities among cells through non-binary edge weights, thereby mitigating the limitations of rigid data structures. …”
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Data-driven design of shape-programmable magnetic soft materials by Alp C. Karacakol, Yunus Alapan, Sinan O. Demir, Metin Sitti

“…This generic, data-driven framework enables efficient exploration of design space of stimuli-responsive soft materials, providing functional shape morphing and behavior for the next generation of soft robots and devices.…”
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Evaluating the Security of Merkle Trees: An Analysis of Data Falsification Probabilities by Oleksandr Kuznetsov, Alex Rusnak, Anton Yezhov, Kateryna Kuznetsova, Dzianis Kanonik, Oleksandr Domin

“…Despite their widespread use, a comprehensive understanding of the probabilistic aspects of data security in these structures remains a gap in current research. …”
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Spatially Resolved Multiomics: Data Analysis from Monoomics to Multiomics by Changxiang Huan, Jinze Li, Yingxue Li, Shasha Zhao, Qi Yang, Zhiqi Zhang, Chuanyu Li, Shuli Li, Zhen Guo, Jia Yao, Wei Zhang, Lianqun Zhou

“…Despite the technological advances in this field, data analysis frameworks have stagnated. Current challenges include incomplete spatial monoomics data analysis pipeline, overly complex data analysis tasks, and few established spatial multiomics data analysis strategies. …”
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Using Weather Data for Improved Analysis of Vehicle Energy Efficiency by Reno Filla

“…This article will give an overview of how such data are structured and how they can be accessed in order to augment logs gained during vehicle operation or simulated trips. …”
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PERSONAL DATA SECURITY FOR SMART SYSTEMS AND DEVISES WITH REMOTE ACCESS by P. Veleva

“…Issues related to the personal data security of users of smart devices with remote access are discussed in the paper. …”
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Algorithmic governance and the need for consumer empowerment in data-driven markets by Stefan Larsson

“…The lack of transparency deriving from the complex and massive datafication of consumers – where consumers are profiled, data is brokered and the algorithmically automated decision-making is opaque – speaks to the need for improved supervision at a more structural level above and beyond the individual consumer’s choices, preferably by more active consumer protection authorities.…”
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The  Formation  of  the Production Losses  data  for  Quick  Management  Decision-Making by I. E. Mizikovsky

“…Application of methods of observation, system analysis, classification and grouping provided the possibility of modernization of existing methods and methods of data generation in the segment of information space management of economic entities of manufacturing industries. …”
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Impact of data spatial resolution on barley yield prediction mapping by F. Ksantini, M. Quemada, N. Arencibia-Pérez, A.F. Almeida-Ñauñay, E. Sanz, Ana M. Tarquis

“…At 24 m, Stepwise Multiple Linear Regression performs better (R² = 0.81, RMSE = 0.26) due to data limitations. Beyond traditional accuracy metrics, spatial validation was performed using Moran index and Structural similarity index (SSIM) to assess spatial autocorrelation and pattern preservation. …”
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Data Toxicality: A Techno-Philosophical Inquiry into Digital Harm by Gerhard Schreiber

“…Unlike biochemical toxicity, data toxicality manifests in interpersonal and institutional dynamics, affecting autonomy, power structures, and digital ethics. …”
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Analysis of the legal and organizational framework for ensuring the security of personal data by E. A. Ovchinnikova, E. A. Semenova, V. V. Tsapleva

“…In general, the authors of the article analyze legal, organizational and planning measures to ensure the security of personal data that can be implemented in an organization.…”
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Search for Non-Gaussianities in the WMAP Data with the Scaling Index Method by G. Rossmanith, H. Modest, C. Räth, A. J. Banday, K. M. Górski, G. Morfill

“…The SIM is able to detect structural characteristics of a given data set and has proven to be highly valuable in CMB analysis. …”
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Modeling and verification of data circulation control based on timed automata by LI Heng, LI Fenghua, LIANG Wanheng, GUO Yunchuan, ZHANG Lingcui, ZHOU Ziyan

“…Subsequently, the security requirements and circulation control properties were formalized during data transactions using CTL specifications. Finally, the aforementioned timed automaton model was simulated, with formal verification and analysis performed on its behavioral properties and structural attributes. …”
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STATISTICAL ANALYSIS APPLIED TO THE DATA ON CONSUMER MONETARY EXPENDITURE IN BULGARIA by Delyana DIMOVA

“…They are structured and saved in several tables of a built data base. …”
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Artificial Intelligence and Ontologies for the Management of Heritage Digital Twins Data by Achille Felicetti, Franco Niccolucci

“…After providing an overview of the ontological model underlying the RHDT paradigm, this paper investigates the application of AI to improve data analysis and predictive capabilities of Heritage Digital Twins in synergy with the previously defined RHDTO semantic model. …”
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Business Survey Data in Forecasting Macroeconomic Indicators with Combined Forecasts by Piotr Białowolski, Tomasz Kuszewski, Bartosz Witkowski

“…Current economic crisis shed dark light on the possibilities of creating a valuable and reliable short and medium term forecasts with the use of the most commonly applied econometric models in the structural or autoregressive form (SVAR, VAR), but also models of the general equilibrium (CGE, DSGE). …”
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Managing Research Data: Graduate Student and Postdoctoral Researcher Perspectives by Christie Wiley, Erin E. Kerby

“… The authors conducted six focus group semi-structured interviews consisting of graduate students and postdoctoral researchers within the College of Engineering at the University of Illinois Urbana-Champaign (UIUC) in order to understand their roles within research groups and their ability to manage research data. …”
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Distributed Nonparametric and Semiparametric Regression on SPARK for Big Data Forecasting by Jelena Fiosina, Maksims Fiosins

“…We used MapReduce paradigm and describe the algorithms in terms of SPARK data structures to parallelize the calculations. …”
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Retracted: Semantic Information Integration with Linked Data Mashups Approaches by Hanh Huu Hoang, Tai Nguyen-Phuoc Cung, Duy Khanh Truong, Dosam Hwang, Jason J. Jung

“…Subsequently, the resource description framework (RDF) is the standard in publishing structured data resources on the Internet and is used in interconnecting with other data resources. …”
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