Compositional and Machine Learning Tools to Model Plant Nutrition: Overview and Perspectives by Léon Etienne Parent

Subjects: “…compositional data analysis…”
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Exploring high-resolution targeting till geochemical data in central Lapland, Finland by Charmee Kalubowila, Pertti Sarala, Solveig Pospiech, Peter Filzmoser

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Correlation Measures in Metagenomic Data: The Blessing of Dimensionality by Alessandro Fuschi, Alessandra Merlotti, Thi Dong Binh Tran, Hoan Nguyen, George M. Weinstock, Daniel Remondini

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Numerical Analysis of Damage in Composites: From Intra-Layer to Delamination and Data-Assisted Methods by Alireza Taherzadeh-Fard, Alejandro Cornejo, Sergio Jiménez, Lucia G. Barbu

“…This review highlights the strengths and limitations of each approach, underscoring the need for further advancements in computational efficiency, multiscale modeling, and integration with experimental data. The findings serve as a foundation for future research into optimizing damage prediction techniques to improve the reliability and durability of composite structures.…”
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Associations of reallocating time between movement behaviours with adiposity and physical fitness among employees: a compositional data analysis by Nucharapon Liangruenrom, Dorothea Dumuid, Zeljko Pedisic, Dyah Anantalia Widyastari, Waris Wongpipit, Piyawat Katewongsa

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Compositional Analysis of Grape Berries: Mapping the Global Metabolism of Grapes by Huanteng Hou, Yufei Li, Shen Zhou, Ran Zhang, Yuanyue Wang, Long Lei, Chenkun Yang, Sishu Huang, Hang Xu, Xianqing Liu, Min Gao, Jie Luo

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Accounting for the Compositional Nature of Geochemical Data to Improve the Interpretation of Their Univariate and Multivariate Spatial Patterns: A Case Study from the Campania Regi... by Lucia Rita Pacifico, Annalise Guarino, Antonio Iannone, Stefano Albanese

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Mathematical data processing according to digital image correlation method for polymer composites by Elena M. Strungar, Dmitrii S. Lobanov

“…The paper analyses the numerical algorithms for experimental data processing using a contactless video system Vic-3D, designed for three-dimension analysis of displacement and strain fields, and digital image correlation method. …”
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Daily time-use compositions of physical behaviours and its association with evaluative and experienced wellbeing: a multilevel compositional analysis by Anantha Narayanan, Scott Duncan, Conal Smith, Flora Le, Lisa Mackay, Julia McPhee, Basile Chaix, Tom Stewart

“…We employed Bayesian multilevel compositional analysis to investigate how time-use behaviours, and reallocating time between behaviours, were associated with both life satisfaction and momentary affective states. …”
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Analysis of inequality via social stratification by Luz Judith Rodríguez Esparza, Octavio Martín Maza Díaz Cortés, Julio César Macías Ponce, Dolly Anabel Ortiz Lazcano

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Breakdown of the compositional data approach in psychometric Likert scale big data analysis: about the loss of statistical power of two-sample t-tests applied to heavy-tailed big data by René Lehmann, Bodo Vogt

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The effect of scion/rootstock combination and ripening stage on the composition of carotenoids and some carpometric characteristics of tomato fruit by B. Brajović, D. Kastelec, H. Šircelj, N. K. Maršić

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Effects of substituting TV-watching time with physical activities or sleep on incident major depression. Results from the lifelines cohort study by Rosa Palazuelos-González, Richard C. Oude Voshaar, Aart C. Liefbroer, Nynke Smidt

Subjects: “…compositional data analysis…”
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The goldilocks days represent optimal time-use to prevent obesity, low physical performance, risk and fear of falling in older adults by Jan Vindiš, Jana Pelclová, Paulína Jašková, Karel Hron

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Reallocating 24-hour movement behaviors and its impact on mental health in preschool children: a compositional data and dose-response analysis by Tian Wang, Junyu Wang, Xuelin Lu, Xuhui Chen, Lanzhi Chen, Yixin Liang, DongQing Yang, Yanmei Shi, Rui Li, Yong Yang, Beibei Luo, Jie Zhuang

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Dietary compositions and their seasonal shifts in Japanese resident birds, estimated from the analysis of volunteer monitoring data. by Tetsuro Yoshikawa, Yutaka Osada

“…Next, to examine the validity of the estimated dietary compositions, we compared them with the dietary information for focal birds based on stomach analysis methods, collected from past literatures. …”
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The impact of 24-h movement behaviors on college students’ physical fitness and its isotemporal substitution benefits: a compositional data analysis approach by Rongxuan Li, Di Cui, Qingqing Fan, Le Zhao, Ziyao Xia, Tianer Zuo, Ye Qiu, Qing Jiang, Jiasheng Huo, Zuoliang Wang

“…Through a rigorous compositional data analysis framework combined with isotemporal substitution model (ISM), we systematically examined the associations between 24-h movement behaviors and physical fitness among college students. …”
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Composite Mapping for Peptide‐Based Data Storage with Higher Coding Density and Fewer Synthesis Cycles by Anxun Zhang, Longjie Wang, Xiaowei Zhai, Yao Xiao, Yanchan Wu, Yongxi Zhao, Kai Liu, Ji‐Shen Zheng, Dong Chen

Subjects: “…composite mapping…”
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Compositional associations of 24-h physical activities, sedentary time and sleep with depressive symptoms in urban and rural residents: a cross-sectional study by Marjo Seppänen, Tiina Lankila, Maisa Niemelä, Nina Rautio, Maija Korpisaari, Markku Timonen, Raija Korpelainen, Vahid Farrahi

Subjects: “…Compositional data analysis…”
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VORTEX (Variscite origin recognition technology X-ray based) Data. A European geoarchaeological green phosphate compositional datasetZenodo by Daniel Sánchez-Gómez, José Ángel Garrido-Cordero, José María Martínez-Blanes, Rodrigo Villalobos García, Manuel Edo i Benaiges, Ana Catarina Sousa, María Dolores Zambrana Vega, Ferran Borrell, Rosa Barroso Bermejo, Primitiva Bueno Ramírez, Carlos P. Odriozola

“…It has been used to develop a data-driven framework that integrates portable X-ray fluorescence (p-XRF) analysis and machine learning (ML), to determine the provenance of archaeological artifacts based on its elemental composition. …”
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