Bibliografías temáticas / Multi-Level framework

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Literatura académica sobre el tema "Multi-Level framework"

Autor: Grafiati
Publicado: 30 de noviembre de 2024
Última modificación: 31 de julio de 2025

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Artículos de revistas sobre el tema "Multi-Level framework"

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Lenka, Sambit, Vinit Parida, David Rönnberg Sjödin, and Joakim Wincent. "Towards a multi-level servitization framework." International Journal of Operations & Production Management 38, no. 3 (2018): 810–27. http://dx.doi.org/10.1108/ijopm-09-2016-0542.

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Purpose The dominant-view within servitization literature presupposes a progressive transition from product to service orientation. In reality, however, many manufacturing firms maintain both product and service orientations throughout their servitization journey. Using the theoretical lens of organizational ambivalence, the purpose of this paper is to explore the triggers, manifestation and consequences of these conflicting orientations. Design/methodology/approach A multiple case study method was used to analyze five large manufacturing firms that were engaged in servitization. Semi-structur
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Jia, Xinyu, and Costas Papadimitriou. "Hierarchical Bayesian learning framework for multi-level modeling using multi-level data." Mechanical Systems and Signal Processing 179 (November 2022): 109179. http://dx.doi.org/10.1016/j.ymssp.2022.109179.

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Morland, Kate V., Dermot Breslin, and Fionn Stevenson. "Development of a multi-level learning framework." Learning Organization 26, no. 1 (2019): 78–96. http://dx.doi.org/10.1108/tlo-04-2018-0080.

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Purpose This paper aims to examine multiple learning cycles across a UK housebuilder organization following changes made to their quality management routine at the organizational level, through to subsequent understanding and enactment at the level of the individuals involved. Design/methodology/approach This study uses a qualitative case study methodology based on an analysis of six-weeks of participant observation, semi-structured ethnographic interviews and documentation within three of the organization’s regional offices. Through an abductive process, it draws on gathered data and extant l
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Adobor, Henry. "Supply chain resilience: a multi-level framework." International Journal of Logistics Research and Applications 22, no. 6 (2018): 533–56. http://dx.doi.org/10.1080/13675567.2018.1551483.

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Dov, Zohar. "Safety climate and beyond: A multi-level multi-climate framework." Safety Science 46, no. 3 (2008): 376–87. http://dx.doi.org/10.1016/j.ssci.2007.03.006.

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Gupta, Divyansh, Bruno Artacho, and Andreas Savakis. "HandyPose: Multi-level framework for hand pose estimation." Pattern Recognition 128 (August 2022): 108674. http://dx.doi.org/10.1016/j.patcog.2022.108674.

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Liu, Zhongqiang, Farrokh Nadim, Alexander Garcia-Aristizabal, Arnaud Mignan, Kevin Fleming, and Byron Quan Luna. "A three-level framework for multi-risk assessment." Georisk: Assessment and Management of Risk for Engineered Systems and Geohazards 9, no. 2 (2015): 59–74. http://dx.doi.org/10.1080/17499518.2015.1041989.

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Bélanger, France, Mary Beth Watson-Manheim, and Bret R. Swan. "A multi-level socio-technical systems telecommuting framework." Behaviour & Information Technology 32, no. 12 (2013): 1257–79. http://dx.doi.org/10.1080/0144929x.2012.705894.

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Palanski, Michael E., and Francis J. Yammarino. "Integrity and leadership: A multi-level conceptual framework." Leadership Quarterly 20, no. 3 (2009): 405–20. http://dx.doi.org/10.1016/j.leaqua.2009.03.008.

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Qu, Wen Guang, Zhiyong Yang, and Zhongming Wang. "Multi-level framework of open source software adoption." Journal of Business Research 64, no. 9 (2011): 997–1003. http://dx.doi.org/10.1016/j.jbusres.2010.11.023.

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Tesis sobre el tema "Multi-Level framework"

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Turner, Heather R. "A framework for designing multi-level emergence." Thesis, University of York, 2007. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.444767.

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Sadeghi, Payam. "A Mashup Based Framework for Multi Level Healthcare Interoperability." Thesis, University of Ottawa (Canada), 2011. http://hdl.handle.net/10393/28901.

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During the past few years, various healthcare models and e-Health 2.0 technologies have been developed in order to effectively deliver the right information to the right process to provide effective and efficient healthcare services. On the other hand, healthcare delivery is evolving from disease-centered to patient-centered where patients are active participants in their healthcare delivery. Thus communications and collaboration among different healthcare actors is taking place on a much larger scale. There is also an increasing demand for personalized health systems facilitating the effectiv
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COSTANZO, STEFANO. "An Evolutionary Multi-Objective Optimization Framework for Bi-level Problems." Doctoral thesis, Università degli Studi di Trieste, 2017. http://hdl.handle.net/11368/2908206.

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Genetic algorithms (GA) are stochastic optimization methods inspired by the evolutionist theory on the origin of species and natural selection. They are able to achieve good exploration of the solution space and accurate convergence toward the global optimal solution. GAs are highly modular and easily adaptable to specific real-world problems which makes them one of the most efficient available numerical optimization methods. This work presents an optimization framework based on the Multi-Objective Genetic Algorithm for Structured Inputs (MOGASI) which combines modules and operators with spec
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De, Meter Edward Christopher. "GIBSS: a framework for the multi-level simulation of manufacturing systems." Diss., Virginia Polytechnic Institute and State University, 1989. http://hdl.handle.net/10919/54513.

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A systems approach for manufacturing system design calls for the division of a system design into sub-designs, and their specification over multiple levels of detail. Through an iterative design and evaluation process, a system design progresses from an abstraction to an implemental specification. To facilitate the evaluation process, models of sub-designs must be applicable to modular assembly, even if the sub-designs are heterogeneously specified. Computer simulation modeling is currently the most flexible method of manufacturing system analysis. When used in the multi-level design process,
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Williams, Robert Charles. "The Framework of a Multi-Level Database of Highway Construction Performance Times." Thesis, Virginia Tech, 2006. http://hdl.handle.net/10919/32148.

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Accurate and reasonable contract time is important to all aspects of a highway construction project. Unreasonably short contract times can raise the bid price, restrict qualified bidders from submitting bids, reduce the quality of the work, and increase the potential for legal disputes. Conversely, unreasonably long contract times encourage less qualified contractors to submit a bid and are a general inconvenience to the traveling public. The Federal Highway Administration (FHWA) recognizes this, and has recommended that all state highway agencies develop a standardized method for estimatin
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Kennel, Bastian [Verfasser], and Colin [Akademischer Betreuer] Atkinson. "A Unified Framework for Multi-Level Modeling / Bastian Kennel. Betreuer: Colin Atkinson." Mannheim : Universitätsbibliothek Mannheim, 2012. http://d-nb.info/1034315374/34.

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Jain, Anant Singh. "A multi-level hybrid framework for the deterministic job-shop scheduling problem." Thesis, University of Dundee, 1998. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.321923.

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Balhareth, Hamad Hussain. "A framework for aligning business and IT from multi-level learning perspective." Thesis, University of Reading, 2013. http://ethos.bl.uk/OrderDetails.do?uin=uk.bl.ethos.603494.

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Business and IT strategic alignment is increasingly acknowledged as a key factor in organisational performance. To measure performance, strategic alignment has two central approaches, which are process and content. Research in this regard has usually been concerned with either strategy process or strategy content, but this has only produced an unclear understanding of the impact of business and IT alignment on performance, Several studies investigating organisational performance have been carried out from the perspective of strategic alignment content. A major drawback of all of the strategy a
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Omezzine, Aya. "Automated and dynamic multi-level negotiation framework applied to an efficient cloud provisioning." Thesis, Toulouse 1, 2017. http://www.theses.fr/2017TOU10060/document.

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L’approvisionnement du Cloud est le processus de déploiement et de gestion des applications sur les infrastructures publiques du Cloud. Il est de plus en plus utilisé car il permet aux fournisseurs de services métiers de se concentrer sur leurs activités sans avoir à gérer et à investir dans l’infrastructure. Il comprend deux niveaux d’interaction : (1) entre les utilisateurs finaux et les fournisseurs de services pour l’approvisionnement des applications, et (2) entre les fournisseurs de services et les fournisseurs de ressources pour l’approvisionnement des ressources virtuelles. L’environne
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Fosci, Mattia. "Developing a multi-level governance framework for sustainable forest landscapes : the prospects for REDD-plus." Thesis, University of Nottingham, 2014. http://eprints.nottingham.ac.uk/14570/.

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This dissertation is a grounded theoretical analysis of the REDD-plus programme, the multi-level system of forest governance that is being developed since 2007 under the international legal regime on climate change. It examines REDD-plus’ main elements, seeks to preliminarily assess its likely impact and suggests measures to improve its design. The focus is on effectiveness, intended as the ability to address the causes of forest loss in developing countries. The research is divided in two parts. The first part concentrates on REDD-plus at the international level. It explores the programme’s i
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Libros sobre el tema "Multi-Level framework"

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Deschouwer, Kris. The European multi-level party systems: Towards a framework for analysis. European University Institute, Robert Schuman Centre, 2000.

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Lang, Simon. Transformations in European R&D and regional policies within the multi-level governance framework: The changing nature of the European Union ten years after the launch of the Lisbon strategy. TUT Press, 2010.

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Yuhno, Natal'ya. Mathematics. INFRA-M Academic Publishing LLC., 2021. http://dx.doi.org/10.12737/1002604.

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The textbook presents: theoretical material, solved multi-level tasks on topics and practical exercises, test tasks, theoretical questions that form the communicative competence of students in independent work. Meets the requirements of the federal state educational standards of secondary vocational education of the latest generation. It is intended for studying theoretical material and performing independent work in mathematics within the framework of the mandatory hours provided for by the work programs in the discipline PD. 01 "Mathematics: algebra, the beginning of mathematical analysis, g
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Chursin, Aleksandr, and Milana Abueva. Innovation management. INFRA-M Academic Publishing LLC., 2023. http://dx.doi.org/10.12737/1862682.

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The textbook is a comprehensive study of the development of the modern theory of innovation management. The fundamentals of the development of the general theory of innovation activity, the regulatory framework defining innovation activity at the present stage are outlined, the process of formation of innovative competencies is considered, the analysis of the main tools of innovation management, including innovative projects, is carried out. The methods of risk assessment in innovation activity are given and the issues of their management are considered. A distinctive feature of the textbook i
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Rivadossi, Silvia. Sciamani urbani. Fondazione Università Ca’ Foscari, 2020. http://dx.doi.org/10.30687/978-88-6969-414-1.

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What does it mean to be a ‘shaman’ in present-day Tokyo today? In what way(s) is the role of the shamanic practitioner represented at a popular level? Are certain characteristics emphasised and others downplayed? This book offers an answer to these questions through the analysis of a specific discourse on shamans that emerged in the Japanese metropolitan context between the late 20th century and the first decade of the 21st century, a discourse that the more ‘traditional’ approaches to the study on shamanism do not take into account. In order to better contextualise this specific discourse, th
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Golder, Sona N., Ignacio Lago, André Blais, Elisabeth Gidengil, and Thomas Gschwend. Multi-Level Governance. Oxford University Press, 2017. http://dx.doi.org/10.1093/oso/9780198791539.003.0001.

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The existing framework for explaining variation in voter turnout and vote choice across multiple levels of government is more useful for addressing aggregate patterns than for addressing micro-level behaviour. To better understand the aggregate outcomes of interest, this chapter proposes an examination of individual voter behaviour and strategies of party elites that take account of the incentives provided by multiple electoral arenas. In doing so, the chapter investigates the variation in both party and voter behaviour that is often overlooked in existing work. In the presence of multiple ele
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Thorlakson, Lori. Multi-Level Democracy. Oxford University Press, 2020. http://dx.doi.org/10.1093/oso/9780198833505.001.0001.

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All federal systems face an internal tension between divisive and integrative political forces, striking a balance between providing local autonomy and representation on one hand and maintaining an integrated political community on the other hand. How multi-level systems strike this balance depends on the development of styles of either integrated politics, which creates a shared framework for political competition across the units of a federation, or independent politics, preserving highly autonomous arenas of political life. This book argues that the long-term development of integrated or in
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Popelier, Patricia, Helen Xanthaki, William Robinson, João Tiago Silveira, and Felix Uhlmann, eds. Lawmaking in Multi-level Settings. Nomos Verlagsgesellschaft mbH & Co. KG, 2019. http://dx.doi.org/10.5771/9783748900863.

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Law making is difficult enough in a simple national setting but even harder in multi-level settings such as federal states or the EU. At the central level, laws must respect the autonomy and diversity of the component units, yet be effective, coherent, simple and accessible. At the decentralized level, law makers must, within a given time, implement in their own legislative framework laws drawn up at the central level. The challenges are discussed in this volume of selected papers from the International Association of Legislation’s 2018 Conference at Antwerp University. It covers all multi-tie
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Ceschin, Fabrizio, and İdil Gaziulusoy. Design for Sustainability: A Multi-Level Framework from Products to Socio-technical Systems. Taylor & Francis Group, 2019.

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Ceschin, Fabrizio, and İdil Gaziulusoy. Design for Sustainability: A Multi-Level Framework from Products to Socio-technical Systems. Taylor & Francis Group, 2019.

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Capítulos de libros sobre el tema "Multi-Level framework"

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Detterbeck, Klaus. "A Framework for Analysis." In Multi-Level Party Politics in Western Europe. Palgrave Macmillan UK, 2012. http://dx.doi.org/10.1057/9781137017857_5.

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Izelmaden, Mouna. "Theoretical Framework, a Multi-level Approach." In Understanding Women’s Career Experiences in Moroccan Businesses. Springer Fachmedien Wiesbaden, 2024. http://dx.doi.org/10.1007/978-3-658-44870-7_3.

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Comuzzi, Marco, Constantinos Kotsokalis, Christoph Rathfelder, Wolfgang Theilmann, Ulrich Winkler, and Gabriele Zacco. "A Framework for Multi-level SLA Management." In Service-Oriented Computing – ICSOC 2007. Springer Berlin Heidelberg, 2010. http://dx.doi.org/10.1007/978-3-642-16132-2_18.

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Du, Ping. "The Multi-Level Model: The Analytical Framework." In Intercultural Communication in the Chinese Workplace. Palgrave Macmillan UK, 2015. http://dx.doi.org/10.1057/9781137381040_2.

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Picault, Sébastien, Yu-Lin Huang, Vianney Sicard, François Beaudeau, and Pauline Ezanno. "A Multi-Level Multi-Agent Simulation Framework in Animal Epidemiology." In Lecture Notes in Computer Science. Springer International Publishing, 2017. http://dx.doi.org/10.1007/978-3-319-59930-4_17.

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Zhai, Yun, and Mubarak Shah. "A Multi-level Framework for Video Shot Structuring." In Lecture Notes in Computer Science. Springer Berlin Heidelberg, 2005. http://dx.doi.org/10.1007/11559573_21.

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de Wit, Albert, and Fred van Keulen. "Framework for Multi-Level Optimization of Complex Systems." In Multiscale Methods in Computational Mechanics. Springer Netherlands, 2010. http://dx.doi.org/10.1007/978-90-481-9809-2_18.

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Bick, Eckhard. "Multi-level NER for Portuguese in a CG Framework." In Lecture Notes in Computer Science. Springer Berlin Heidelberg, 2003. http://dx.doi.org/10.1007/3-540-45011-4_18.

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Holzinger, Katharina. "Transnational Common Goods and Multi-level Systems: Analytical Framework." In Transnational Common Goods. Palgrave Macmillan US, 2008. http://dx.doi.org/10.1057/9780230616912_7.

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Riklin Raviv, Tammy. "Multinomial Level-Set Framework for Multi-region Image Segmentation." In Lecture Notes in Computer Science. Springer International Publishing, 2017. http://dx.doi.org/10.1007/978-3-319-58771-4_31.

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Actas de conferencias sobre el tema "Multi-Level framework"

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Bai, Shuangjie, Jinwei Zhu, Xiaoming Hu, Chuang Ma, Ruiling Gao, and Qiang Zhou. "Multi-Level Federated Learning Framework with Group Signatures." In 2024 IEEE/ACIS 24th International Conference on Computer and Information Science (ICIS). IEEE, 2024. https://doi.org/10.1109/icis61260.2024.10778309.

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Xu, Dexin, Ziming Cai, Hui Zhang, and Qiming Zhang. "A Multi-Level Feature Fusion Framework for Spoken Language Understanding." In 2024 IEEE International Conference on Mechatronics and Automation (ICMA). IEEE, 2024. http://dx.doi.org/10.1109/icma61710.2024.10633105.

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Li, Ruikang, Jiaxian Yan, and Kai Zhang. "MSP: A Multi-level Structures-based Framework with Multi-level Pre-training for Protein-Ligand Binding Affinity Prediction." In 2024 International Conference on Computational Linguistics and Natural Language Processing (CLNLP). IEEE, 2024. http://dx.doi.org/10.1109/clnlp64123.2024.00019.

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Wang, Bo, Wei Liu, Jiawei Luo, Xiangtao Chen, and Chee Keong Kwoh. "SMMGCL: a novel multi-level graph contrastive learning framework for integrating spatial multi-omics data." In 2024 IEEE International Conference on Bioinformatics and Biomedicine (BIBM). IEEE, 2024. https://doi.org/10.1109/bibm62325.2024.10822097.

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Sun, Tianhao, Xiaodong Zhang, Yanke Chen, Huhai Zou, and Quanwang Wu. "A Multi-Level Contrastive Learning Framework for Knowledge Graph-Based Recommendation Systems." In 2024 IEEE International Conference on Systems, Man, and Cybernetics (SMC). IEEE, 2024. https://doi.org/10.1109/smc54092.2024.10831511.

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Abbas, Fakhar, and Araz Taeihagh. "Semantic facial features and expression manipulation using multi-level IC-DGAN framework." In 2024 International Joint Conference on Neural Networks (IJCNN). IEEE, 2024. http://dx.doi.org/10.1109/ijcnn60899.2024.10650839.

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Raja, Rohit Singh. "“A Multi-Level NLP Framework for Medical Concept Mapping in Healthcare AI Systems”." In 2025 IEEE 4th International Conference on AI in Cybersecurity (ICAIC). IEEE, 2025. https://doi.org/10.1109/icaic63015.2025.10848803.

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Li, Mingkun, Zihan Yin, Manyi Guo, Wenqian Yang, and Xiaoning Zhao. "Deep Hashing with Multi-Level Contrastive Learning Framework for Remote Sensing Image Retrieval." In IAF Earth Observation Symposium, Held at the 75th International Astronautical Congress (IAC 2024). International Astronautical Federation (IAF), 2024. https://doi.org/10.52202/078362-0143.

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Zhao, Haozhe, Jialong Zhang, Chen Li, and Ning Xu. "An Application of Multi-Level Global Attention Framework for Retinal Vessel Image Segmentation." In 2024 2nd International Conference on Machine Vision, Image Processing & Imaging Technology (MVIPIT). IEEE, 2024. https://doi.org/10.1109/mvipit65697.2024.00042.

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Roth, Christoph, Gabriel Marchesan Almeida, Oliver Sander, et al. "Modular Framework for Multi-level Multi-device MPSoC Simulation." In Distributed Processing, Workshops and Phd Forum (IPDPSW). IEEE, 2011. http://dx.doi.org/10.1109/ipdps.2011.134.

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Informes sobre el tema "Multi-Level framework"

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Martin, Jay, and Rajive Bagrodia. IMPACT: Integrated Multi-Level Performance Framework for Scalable Systems. Phase 1. Defense Technical Information Center, 1998. http://dx.doi.org/10.21236/ada347226.

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Li, Maria Alicia Chung. A Framework for Multi-dimensional Assessment of the Impacts of Overweight Vehicle Operations and a Corridor-Level Case Study. Purdue University, 2022. http://dx.doi.org/10.5703/1288284317584.

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Chaudhuri, Somsubhro, and Stijn Hertele. PR-716-204500-R01 Integration of 3D NDE Systems to FEA Evaluation of Flaws. Pipeline Research Council International, Inc. (PRCI), 2022. http://dx.doi.org/10.55274/r0012220.

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This report summarizes the outcomes of the second year of PRCI ECA-1-1. Concretely, specific methodologies developed to improve the NDE-FEA framework have been discussed (as elaborated in T2.3: "Evaluation and improvement of 3D NDE - FEA performance). A medium wide plate (MWP) testing program (T2.1: "Design and preparation of experimental test program") was designed to experimentally validate the results obtained from the NDE-FEA framework (T2.2: "MWP test execution and analysis"). The results show satisfactory agreement between the CDF response obtained from the NDE-FEA framework and experime
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Walizer, Laura, Robert Haehnel, Luke Allen, and Yonghu Wenren. Application of multi-fidelity methods to rotorcraft performance assessment. Engineer Research and Development Center (U.S.), 2024. http://dx.doi.org/10.21079/11681/48474.

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We present a Python-based multi-fidelity tool to estimate rotorcraft performance metrics. We use Gaussian-Process regression (GPR) methods to adaptively build a surrogate model using a small number of high-fidelity CFD points to improve estimates of performance metrics from a medium-fidelity comprehensive analysis model. To include GPR methods in our framework, we used the EmuKit Python package. Our framework adaptively chooses new high-fidelity points to run in regions where the model variance is high. These high-fidelity points are used to update the GPR model; convergence is reached when mo
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Chi, Una. Classroom Engagement as a Proximal Lever for Student Success in Higher Education: What a Self-Determination Framework within a Multi-Level Developmental System Tells Us. Portland State University Library, 2000. http://dx.doi.org/10.15760/etd.1665.

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Mabhaudhi, Tafadzwa, Tinashe Dirwai, Luxon Nhamo, et al. Implementing the IDAWM Framework to Enhance Agricultural Water Management in the African Union. United Nations University Institute for Water, Environment and Health (UNU INWEH), 2025. https://doi.org/10.53328/inr25tzm001.

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Approximately 90% of agriculture in sub-Saharan Africa is rainfed, making it highly vulnerable to impacts of climate change and variability, with significant implications for agrarian communities. If effectively implemented, the African Union's Framework for Irrigation Development and Agricultural Water Management (IDAWM) has the potential to catalyse food systems transformation by fostering systems integration, mitigating environmental trade-offs and enhancing climate change adaptation and mitigation. Addressing and balancing trade-offs that may arise from irrigation expansion - such as reduc
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Piercy, Candice, Brandon Boyd, Emily Russ, and Kyle Runion. Systematic beneficial use of dredged sediments : matching sediment needs with dredging requirements. Engineer Research and Development Center (U.S.), 2022. http://dx.doi.org/10.21079/11681/45443.

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This technical note (TN) will outline a framework to identify beneficial and cost-effective coastal beneficial use of dredged sediment (BUDS) projects. Creation of a BUDS framework that can be applied at scale will promote sustainable BUDS practices, facilitating the delivery of flood risk management, social, and environmental benefits while still fulfilling the US Army Corps of Engineers (USACE) navigation mission. This proactive forecasting approach uses multi-criteria decision analysis (MCDA) and optimization tools to balance tradeoffs between navigation dredging and BUDS goals over project
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Audoly, Richard. Firm Dynamics and Random Search over the Business Cycle. Federal Reserve Bank of New York, 2023. http://dx.doi.org/10.59576/sr.1069.

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I build a tractable random search model with firm dynamics, on-the-job search, and aggregate shocks. Multi-worker firms make recruitment decisions, choose whether to enter or exit the market, and design wage contracts. Tractability is obtained by showing that, under a set of assumptions on the recruitment technology, the decisions of workers and firms can be expressed in terms of the firms’ current productivity. I introduce a numerical solution method to accommodate aggregate shocks in this environment and show that the model can replicate salient features of both firm-level data on productivi
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Ramírez Rodríguez, Santiago, Yuri Soares, and Chloe Fevre. Approach Paper: Violence and Crime Prevention in Latin America and the Caribbean: Operational and Strategic Evaluations of the IDB's Contribution 2012-2013. Inter-American Development Bank, 2012. http://dx.doi.org/10.18235/0010421.

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In 2012, OVE will undertake an in-depth comparative review of five citizen security projects with the objective of drawing practical lessons on what works best in the design and implementation of inter-agency, multi-level, and participatory operations to lessen crime and violence in the region. Building on these findings, in 2013 OVE will conduct a comprehensive evaluation of crime and violence prevention at the IDB to investigate the strategic positioning of the institution in the area. The 2012 study will use the standard OECD-DAC guiding framework of relevance, effectiveness, efficiency and
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Saville, Alan, and Caroline Wickham-Jones, eds. Palaeolithic and Mesolithic Scotland : Scottish Archaeological Research Framework Panel Report. Society for Antiquaries of Scotland, 2012. http://dx.doi.org/10.9750/scarf.06.2012.163.

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Why research Palaeolithic and Mesolithic Scotland? Palaeolithic and Mesolithic archaeology sheds light on the first colonisation and subsequent early inhabitation of Scotland. It is a growing and exciting field where increasing Scottish evidence has been given wider significance in the context of European prehistory. It extends over a long period, which saw great changes, including substantial environmental transformations, and the impact of, and societal response to, climate change. The period as a whole provides the foundation for the human occupation of Scotland and is crucial for understan
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