Comparison of alternative approaches for analysing multi-level RNA-seq data. by Irina Mohorianu, Amanda Bretman, Damian T Smith, Emily K Fowler, Tamas Dalmay, Tracey Chapman

“…The proposed approaches have the potential to improve key steps in the analysis of RNA-seq data by incorporating the structure and characteristics of biological experiments.…”
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Data-Driven Image-Based Protocol for Brain PET Image Harmonization by Eva Štokelj, Urban Simončič, for the Alzheimer’s Disease Neuroimaging Initiative

“…Quantitative FDG-PET brain imaging across multiple centers is challenged by inter-scanner variability, impacting the comparability of neuroimaging data. This study proposes a data-driven image-based harmonization protocol to address these discrepancies without relying on traditional phantom scans. …”
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Application of Digital Educational History Data to Predict the Risk of Student Failure by Tatyana Kustitskaya, Roman Esin, Alexey Kytmanov, Tatyana Zykova

“…The paper considers several variants of tasks of predicting learning success based on education data. An approach to solving these problems using digital educational history of students - multidimensional structured dynamically changing data on their educational activities and current learning outcomes - is proposed. …”
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Approach to implant monitoring and data processing with digital implant lifecycle management by Berend Denkena, Marcel Wichmann, Max-Enno Eggers, Crystal Kayaro Emonde, Christof Hurschler

“…Implemented using an XML-data structure in simulation software, the concept focuses on manufacturing and monitoring, using total knee arthroplasty as an example. …”
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Optimized detection of insertions/deletions (INDELs) in whole-exome sequencing data. by Bo-Young Kim, Jung Hoon Park, Hye-Yeong Jo, Soo Kyung Koo, Mi-Hyun Park

“…Insertion and deletion (INDEL) mutations, the most common type of structural variance, are associated with several human diseases. …”
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Establishing A Personal Data Protection Agency for E-Commerce in Indonesia by Bilqis Laila Nuzul Sa'adah, Sukarmi Sukarmi, Reka Dewantara

“… The rapid growth of e-commerce in Indonesia has led to a significant increase in the collection and processing of personal data, raising concerns regarding data security and privacy rights. …”
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A tied-weight autoencoder for the linear dimensionality reduction of sample data by Sunhee Kim, Sang-Ho Chu, Yong-Jin Park, Chang-Yong Lee

“…Our results show that the proposed model performs comparably to the nonlinear model of a similar autoencoder structure to the proposed model. More importantly, we show that the proposed model outperforms the linear models in various metrics, including the mean square error, data reconstruction, and the classification of low-dimensional projections of the input data. …”
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Device models and technologies of data transmission and processing in the internet of things networks by V. A. Vishnyakov

“…Building an information model of an IoT device includes identifying data sources and their formats, creating a model and data structure, and analyzing them using tools such as: Eclipse Vorto ThingBoard, Ubodots IoT, Node-Red-UI, freeboard.io . …”
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Temporal variation in discriminating Acacia species using optical and radar data by King Matsokane, Solomon G. Tesfamichael

“…The inability of radar to differentiate the Acacia species was attributed to the lack of distinctive structural variation between the two species. The findings of this study show the importance of data acquisition time in the classification effort while more research is needed to exploit radar data.…”
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Live research dialogue on the benefits, costs and utility of synthetic data for researchers by Emily Oliver, Fiona Lugg-Widger, Maureen Haaker, Cristina Magder, Emma Gordon

“…Results • Characteristics identified as important across a variety of use cases included accessibility, structure and format to match the real data, and documentation…”
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Development of BIM Platform for Semantic Data Based on Standard WBS Codes by Dongwook Kim, Jose Matos, Son N. Dang

“…This study explores the integration of 4D BIM data within a Work Breakdown Structure (WBS) framework in a real-world setting. …”
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Urban Aerodynamic Roughness Length Mapping Using Multitemporal SAR Data by Fengli Zhang, Minmin Sha, Guojun Wang, Zhikun Li, Yun Shao

“…Radar remote sensing is considered to be an effective means for aerodynamic roughness retrieval because radar backscattering is sensitive to the surface roughness and geometric structure of a given target. In this paper, a methodology for aerodynamic roughness length estimation using SAR data in urban areas is introduced. …”
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Detecting label noise in longitudinal Alzheimer’s data with explainable artificial intelligence by Paolo Sorino, Angela Lombardi, Domenico Lofù, Tommaso Colafiglio, Antonio Ferrara, Fedelucio Narducci, Eugenio Di Sciascio, Tommaso Di Noia

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Harnessing dynamic capabilities for data-driven business model innovation in incumbents by Shailesh Tripathi, Nadine Bachmann, Manuel Brunner, Herbert Jodlbauer

“…Data-driven business model innovation (DDBMI) leverages digital technologies to seize opportunities and address challenges, yet incumbents often struggle due to their reliance on existing capabilities. …”
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“No data, no problem”? Potential inequities in psychosis among immigrants in the United States by Supriya Misra, Isha Weerasinghe, Lawrence H. Yang, Bizu Gelaye, Margarita Alegría

“…Global research indicates inequities in the incidence, severity, and care of psychosis among immigrants, primarily due to structural and social adversities relative to non-immigrants. …”
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A physics-informed and data-driven framework for robotic welding in manufacturing by Jingbo Liu, Fan Jiang, Shinichi Tashiro, Shujun Chen, Manabu Tanaka

“…However, in real-world industrial applications, the intricate interplay among data quality, model accuracy, and generalizability poses significant challenges, hindering the effective deployment and scalability of data-driven models in complex manufacturing environments. …”
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Pose estimation for health data analysis: advancing AI in neuroscience and psychology by Juan Yu, Daoyu Zhu

“…Traditional methods often struggle with the dynamic and multi-modal nature of health data, which includes electronic health records, wearable sensor data, and imaging modalities. …”
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Smart Data-Enabled Conservation and Knowledge Generation for Architectural Heritage System by Ziyuan Rao, Guoguang Wang

“…Validated through dual case studies—the Historical Educational Sites in South China (humanistic narratives) and the Dong ethnic drum towers (structural logic)—the framework demonstrates its capacity to automate knowledge generation, converting 20.5 GB of multi-source data into 2652 RDF triples that interconnect 1701 nodes across HBIM models and archival records. …”
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Comparison of the Spread of Novel Coronavirus: Topological Data Analysis of 13 Countries by Shaun V. Ault, Jia Lu

“…As of now, most TDA studies are related to the biological structure of the SARS-COVID-2 virus and there is no literature on TDA application with country-level COVID-19 data. …”
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Predicting cancer risk using machine learning on lifestyle and genetic data by Mohamed Abdelmoaty Ahmed, Ahmed AbdelMoety, Asmaa Mohamed Ahmed Soliman

“…A full end-to-end ML pipeline was implemented, encompassing data exploration, preprocessing, feature scaling, model training, and evaluation using stratified cross-validation and a separate test set. …”
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