Advanced Monte Carlo for Acquisition Sampling in Bayesian Optimization by Javier Garcia-Barcos, Ruben Martinez-Cantin

“…Bayesian optimization (BO) has proved to be a suitable optimization method in these situations thanks to its sample efficiency and principled way of learning from previous data, but it typically requires that experiments are sequentially performed. …”
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Comparative Performance Evaluation of Real-Time Webcam and HOG-Based Facial Recognition Systems for Children's Screen Time Management by Fatimah Alghamdi, Abdulrahman Alghamdi

“…It highlights critical security and privacy considerations, particularly the responsible handling of facial data in environments accessible to minors. …”
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A Study of K-ISMS Fault Analysis for Constructing Secure Internet of Things Service by Hwankuk Kim, Jongin Lim, Kyungho Lee

“…Since existing studies mainly focus on simple statistical analysis of the K-ISMS assessment results, analysis on the cause of certification assessment fault based on past data analysis is insufficient. As a method of managing the certification inspection quality, in this paper, we analyze the association among the fault items of the K-ISMS certification assessment results using association rule mining which involves identifying an association rule among items in the database.…”
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A Fully Distributed Power Flow Algorithm with Exponentially Fast Convergence by Changzheng GAO, Bo YAN, Jiarui WANG, Xuefei CHANG, Yue SUN

“…In order to meet the data privacy requirements for interconnected power system power flow calculations, a fully distributed power flow algorithm is proposed. …”
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A Multi-Criteria Decision-Making Framework for Evaluating Emerging Digital Technologies in Supply Chain Optimization by Nabil M. AbdelAziz, Dina Mohamed, Hasnaa Soliman

“…Ten critical attributes covering technical, economic, and environmental dimensions were identified through expert consultation and a review of relevant literature, including scalability, integration ease, performance benefit, costeffectiveness, environmental and social sustainability, data privacy, and supply chain resilience. The evaluation framework combines the Entropy method for determining objective attribute weights with the TOPSIS method for ranking alternatives. …”
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Performance Evaluation of Decentralized Federated Learning: Impact of Fully and K-Connected Topologies, Heterogeneous Computing Resources, and Communication Bandwidth by Vo van Truong, Pham Khanh Quan, Dong-Hwan Park, Taehong Kim

“…Decentralized federated learning (DFL) enables collaborative model training across distributed devices while preserving data privacy. Despite this, the performance of DFL in real-world scenarios, characterized by varying network topologies, heterogeneous client resources, and communication bandwidth, remains underexplored. …”
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A Systematic Literature Review on Sustainability Integration and Marketing Intelligence in the Era of Artificial Intelligence by Md Mehedi Hasan Emon, Tahsina Khan

“…The conversation delves into the difficulties and moral aspects involved in using AI in marketing, such as issues related to data privacy, algorithmic bias, and the importance of a strategic framework that focuses on sustainable development goals. …”
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Integrating population-based biobanks: Catalyst for advances in precision health by Jui-Chu Lin, Yi-Lien Liu, Wesley Wei-Wen Hsiao, Chien-Te Fan

“…Challenges in integrating different biobanks include data format consistency, privacy concerns, and legal constraints. …”
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Integrated approach in the control and management of skin neglected tropical diseases in Lalo, Benin. by Yves Thierry Barogui, Gabriel Diez, Esai Anagonou, Roch Christian Johnson, Inès Cica Gomido, Hermione Amoukpo, Zoulkifl Salou Bachirou, Jean Gabin Houezo, Raoul Saizonou, Ghislain Emmanuel Sopoh, Kingsley Asiedu

“…<h4>Methods</h4>It is a cross-sectional study using a single set of activities data conducted from May 2016 to December 2016. …”
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Older adult stroke survivors’ needs and perspectives of a stroke app: a qualitative study by Wenjing Cao, Afang Li, Azidah Abdul Kadir, Juan Chen, Lanying Chen, Qing Li, Intan Idiana Hassan

“…Face-to-face semi-structured interviews were conducted between August and October 2024. Data were transcribed verbatim and analysed using Haase's adaptation of Colaizzi's phenomenological method. …”
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Acceptability of digital vending machines to improve access to sexual and reproductive health in Brighton, UK: a qualitative analysis by Jaime H Vera, Richard Cooper, Syra Dhillon, John Mear, Gillian Louise Dean, Rhys D Wenlock

“…Stakeholders were staff on sites where the VM was placed. Data analysis took place on NVivo, using a thematic approach.Results 12 users completed the interview. 42% within the age 18–25 years with equal male and female identifying distributions. 33% were heterosexual, 25% homosexual and 33% bisexual. …”
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Swachh Bharat Mission Gramin: Uptake and challenges in rural Coimbatore by Iswarya Natarajan, Kathiravan Rajendran, Seetharaman Narayanan, Jeevithan Shanmugam

“…Quantitative data were analysed using Statistical Package for the Social Sciences (SPSS) v23 and qualitative data using manual thematic content analysis. …”
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Arabic speaking women’s experience of postpartum contraceptive counselling in Sweden by Sofia Berglundh, Khadija Abunnaja, Sibylle Herzig van Wees, Elin C. Larsson, Helena Kilander

“…The FGDs were conducted in Arabic and translated to English. Data was analysed using reflexive thematic analysis. …”
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Enhancing technological sustainability in academia: leveraging ChatGPT for teaching, learning and evaluation by Labaran Isiaku, Abubakar Sadiq Muhammad, Hyelda Ibrahim Kefas, Fitzgerald Chidozie Ukaegbu

“…However, it also sheds light on the ethical issues and challenges associated with its use, including privacy and data protection, transparency and alignment with educational principles. …”
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Exploring unsupervised feature extraction algorithms: tackling high dimensionality in small datasets by Hongqi Niu, Gabrielle B. McCallum, Anne B. Chang, Khalid Khan, Sami Azam

“…Abstract Small datasets are common in many fields due to factors such as limited data collection opportunities or privacy concerns. …”
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Establishing a Collaborative Genomic Repository for Adult Burn Survivors: A Burn Model System Feasibility Study by Stephen Sibbett, Jamie Oh, Gretchen Carrougher, Lara Muffley, Nathaniel Ashford, Maiya Pacleb, Samuel Mandell, Jeffrey Schneider, Steven Wolf, Barclay Stewart, Nicole S. Gibran

“…We set out two primary objectives, namely (1) to develop standard operating procedures for genetic sample collection and storage, DNA isolation, and data integration into an existing multicenter database; and (2) to demonstrate the feasibility of correlating genetic variation to functional outcomes in a pilot study, using the catechol-O-methyltransferase (COMT) gene. …”
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Toward a Domain-Overarching Metadata Schema for Making Health Research Studies FAIR (Findable, Accessible, Interoperable, and Reusable): Development of the NFDI4Health Metadata Sch... by Haitham Abaza, Aliaksandra Shutsko, Sophie A I Klopfenstein, Carina N Vorisek, Carsten Oliver Schmidt, Claudia Brünings-Kuppe, Vera Clemens, Johannes Darms, Sabine Hanß, Timm Intemann, Franziska Jannasch, Elisa Kasbohm, Birte Lindstädt, Matthias Löbe, Katharina Nimptsch, Ute Nöthlings, Marisabel Gonzalez Ocanto, Tracy Bonsu Osei, Ines Perrar, Manuela Peters, Tobias Pischon, Ulrich Sax, Matthias B Schulze, Florian Schwarz, Carolina Schwedhelm, Sylvia Thun, Dagmar Waltemath, Hannes Wünsche, Atinkut A Zeleke, Wolfgang Müller, Martin Golebiewski

“…The National Research Data Infrastructure for Personal Health Data (NFDI4Health) seeks to optimize data sharing among the clinical, epidemiological, and public health research communities while preserving privacy and ethical regulations. …”
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Advancing sustainability: The impact of emerging technologies in agriculture by Ashoka Gamage, Ruchira Gangahagedara, Shyamantha Subasinghe, Jeewan Gamage, Chamini Guruge, Sera Senaratne, Thevin Randika, Chamila Rathnayake, Zammil Hameed, Terrence Madhujith, Othmane Merah

“…However, it is important to carefully address ethical and socio-economic considerations, including accessibility and data privacy, to manage these effects effectively. …”
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Effects of Virtual Care on Patient and Provider Experience of the Clinical Encounter: Qualitative Hermeneutic Study by Graham McCaffrey, Erin Wilson, Lela V Zimmer, Anurag Singh, Steinunn Jonatansdottir, Peter Zimmer, David Snadden, Ian D Graham, Martha MacLeod

“…A total of 17 patients and 10 providers from various disciplines were interviewed by phone as part of a study on health care implementation in the context of a kidney care service in northern British Columbia, Canada. The interview data were analyzed using a hermeneutic approach, which emphasizes careful attention to reported experiences in relation to the relationships and contexts of care. …”
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Applying photovoice and human-centered design to contextualize an adolescent micronutrient supplementation intervention in Mozambique by Sarah Bauler, Carmen Tse, Aicha Dos Santos, Lucilia Moises, Nicole Mbouemboue, Melissa Young, Joel Gittelsohn, Christine Marie George, Elli Leontsini

“…While school-based supplementation is the standard practice, participants strongly preferred to take supplements at home to avoid stigma and benefit from the comfort and privacy of their own homes. We used these insights to refine the adolescent nutrition curriculum and design a multiple micronutrient supplementation delivery platform. …”
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