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Temporal Analysis of the Diffusion of Knowledge in Networks of Software Maintenance and Development Project Team 被引量:3
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作者 Jorge Luiz dos Santos Renelson Ribeiro Sampaio 《Social Networking》 2019年第3期122-146,共25页
Different approaches have been established for applications of social and complex networks involving biological systems, passing through collaborative systems in knowledge networks and organizational systems. In this ... Different approaches have been established for applications of social and complex networks involving biological systems, passing through collaborative systems in knowledge networks and organizational systems. In this latter application, we highlight the studies focused on the diffusion of information and knowledge in networks. However, most of the time, the propagation of information in these networks and the resulting process of creation and diffusion of knowledge, have been studied from static perspectives. Additionally, the very concept of diffusion inevitably implies the inclusion of the temporal dimension, due to that it is an essentially dynamic process. Although static analysis provides an important perspective in structural terms, the behavioral view that reflects the evolution of the relationships of the members of these networks over time is best described by temporal networks. Thus, it is possible to analyze both the information flow and the structural changes that occur over time, which influences the dynamics of the creation and diffusion of knowledge. This article describes the computational modeling used to elucidate the creation and diffusion of knowledge in temporal networks formed to execute software maintenance and construction projects, for the period between 2007 and 2013, in the SERVI&#199;O FEDERAL DE PROCESSAMENTO DE DADOS (FEDERAL DATA PROCESSING SERVICE-SERPRO)—a public organization that provides information and communication technology services. The methodological approach adopted for the study was based on techniques for analyzing social and complex networks and on the complementary extensions that address temporal modeling of these networks. We present an exploratory longitudinal study that enabled a dynamic and structural analysis of the knowledge networks formed by members of software maintenance and development project teams between 2007 and 2013. The study enabled identification of knowledge categories throughout this period, in addition to the determination that the networks have a structure with small-world and scale-free models. Finally, we concluded that, in general, the topologies of the networks studies had characteristics for facilitating the flow of knowledge within the organization. 展开更多
关键词 KNOWLEDGE DIFFUSION COMPLEX NETWORKS SOCIAL NETWORKS TEMPORAL NETWORKS
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Interpreting Nestedness and Modularity Structures in Affiliation Networks: An Application in Knowledge Networks Formed by Software Project Teams 被引量:1
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作者 Jorge Luiz dos Santos Renelson Ribeiro Sampaio 《Social Networking》 2021年第1期1-18,共18页
An understanding of the knowledge creation and diffusion process in the organizational context is extremely relevant. Because from this understanding, organizations can restructure processes, reorient teams and implem... An understanding of the knowledge creation and diffusion process in the organizational context is extremely relevant. Because from this understanding, organizations can restructure processes, reorient teams and implement methodologies to assist in the construction of an evolutionary process of knowledge creation and diffusion aimed at sustainable growth and innovation. The theory of complex social networks has been applied in several fields to help understand organizational cognitive processes. However, these approaches still insipiently consider the analysis of the nestedness and modularity of the studied networks. In this article, we presented an approach that sought to identify patterns of nestedness and modularity in networks of affiliation of people in projects in the organizational context. The study sought to identify these patterns in affiliation networks in a public organization providing information technology services in the period from 2006 to 2013. The detection of these patterns was performed using the NODF (Nestedness metric based on Overlap and Decreasing Fill) algorithm described by <a href="#ref1">[1]</a>. The nestedness and modularity metrics can influence patterns of knowledge creation and diffusion in formal and informal networks constituted for the execution of projects in organizations. This study showed that the network structures of the organization during the study period presented a high degree of nestedness, and it was possible to identify combined structures of nestedness and modularity. 展开更多
关键词 Social Network Analysis Affiliation Networks MODULARITY NESTEDNESS
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Dynamics of Knowledge in Software Project Development Environments: An Approach Using Affiliation Networks 被引量:1
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作者 Jorge Luiz dos Santos Renelson Ribeiro Sampaio +1 位作者 Hernane Borges de Barros Pereira Marcos Grilo 《Social Networking》 2021年第4期45-69,共25页
This work presents an approach to study the diffusion of knowledge in software development project teams based on the formation of complex social network structures in a public organization that offers information and... This work presents an approach to study the diffusion of knowledge in software development project teams based on the formation of complex social network structures in a public organization that offers information and communication technology services. We collected historical data on the allocation and records of hours worked by people in projects to build an affiliation network. We applied the method of reflections to analyze the data obtained. The constructed model enabled the description of the participation of project team members from the perspective of the creation and diffusion of knowledge in affiliation networks that describe the participation of people in projects, mediated by the knowledge and the capabilities developed for the execution of these projects. A contribution of this work is the construction of indicators related to the process of creation and diffusion of knowledge in the context of the execution of software development and maintenance projects, based on the concepts of diversification and ubiquity applied to the process of knowledge diffusion;an additional contribution is the presentation of an application of the method of reflections in an organizational context applied to the creation and diffusion of knowledge. We found that the application of management models associated with the collaborative method applied to the project development process contributed to the joint growth of diversified and more specialized knowledge alongside the knowledge considered more generic and ubiquitous. Our results show that contrary </span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">to </span></span></span><span style="font-family:Verdana;"><span style="font-family:Verdana;"><span style="font-family:Verdana;">previous expectations based on assumptions established at the beginning of the study, we concluded that in six of the seven subnetworks obtained in the period between 2007 and 2013, knowledge based on complex and diversified capabilities showed a growth proportional to the growth of knowledge related to the capabilities necessary to more general and ubiquitous activities. 展开更多
关键词 Social Network Analysis Affiliation Networks Method of Reflections Organizational Knowledge
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Contextualized Analysis of Social Networks:Collaboration in Scientific Communities 被引量:1
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作者 Maria Teresinha Tamanini Andrade Patrícia Braga +3 位作者 Tereza Kelly Gomes Carneiro Núbia Moura Ribeiro Marcelo A.Moret Hernane Borges de Barros Pereira 《Social Networking》 2014年第2期71-79,共9页
Currently, the collaboration in scientific communities has been studied in order to explain, among other things, the knowledge diffusion. The quality of Graduate Programmes is often associated with the scientific coll... Currently, the collaboration in scientific communities has been studied in order to explain, among other things, the knowledge diffusion. The quality of Graduate Programmes is often associated with the scientific collaboration. This paper discusses how scientific collaboration processes can be identified and characterized through social and complex networks. For this purpose, collaboration networks of bibliographic production, research projects, and committees of PhD theses and Masters’ dissertations by researchers from a graduate program in computational modeling were studied. The data were obtained from CAPES’ reports of the period from 2001 to 2009. Among the studied indices, centrality indices indicate the presence of prominent researchers who influence others and promptly interact with other researchers in the network. The indices of complex networks reveal the presence of the small-world (i.e. these networks are favorable to increase coordination between researchers) phenomenon and indicate a behavior of scale-free degree distribution (i.e. some researchers promote clustering more than others) for one of the studied networks. 展开更多
关键词 Knowledge Production and Dissemination COLLABORATION Scientific Communities Network Theory Social Networks Complex Networks
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Using Luhn’s Automatic Abstract Method to Create Graphs of Words for Document Visualization
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作者 Luiz Cláudio Santos Silva Renelson Ribeiro Sampaio 《Social Networking》 2014年第2期65-70,共6页
Visualization methods for single documents are either too simple, considering word frequency only, or depend on syntactic and semantic information bases to be more useful. This paper presents an intermediary approach,... Visualization methods for single documents are either too simple, considering word frequency only, or depend on syntactic and semantic information bases to be more useful. This paper presents an intermediary approach, based on H. P. Luhn’s automatic abstract creation algorithm, and intends to aggregate more information to document visualization than word counting methods do without the need of external sources. The method takes pairs of relevant words and computes the linkage force between them. Relevant words become vertices and links become edges in the resulting graph. 展开更多
关键词 TEXT VISUALIZATION Graph of WORDS
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Correlation between Transport and Occurrence of Dengue Cases in Bahia
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作者 Hugo Saba Pereira Cardoso Jose Garcia Vivas Miranda +1 位作者 Eduardo Manuel de Freitas Jorge Marcelo A.Moret 《通讯和计算机(中英文版)》 2014年第3期217-221,共5页
关键词 登革热 运输 亚州 自组织临界性 病例 公共卫生问题 物理方法 公共政策
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Integrating Project Management, Software Development, and Knowledge Management Models: A Case Study in a Public ICT Services Organization
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作者 Jorge Luiz dos Santos Renelson Ribeiro Sampaio 《Social Networking》 2023年第1期1-27,共27页
In project-based organizations knowledge is a critical resource used to develop and deliver products and services with a high level of quality. Therefore, a systematic and sustainable process is necessary to coordinat... In project-based organizations knowledge is a critical resource used to develop and deliver products and services with a high level of quality. Therefore, a systematic and sustainable process is necessary to coordinate knowledge management, project management and product lifecycle. This scenario predominates in companies focused on the creation and maintenance of information systems. This article presents an exploratory study based on a framework that integrates cognitive, managerial, and operational processes in a public Brazilian organization that provides services in the area of information and communications technology, focusing on the construction and maintenance of information systems. Those processes are operationalized by three management models considering knowledge, project, and software development processes. Our proposal aims to understand the relationships between those three management models and their influence on the software development process in the organization under study. Our premise is based on the principle that cognitive management, project management, and software development management must be integrated to fulfill the demands of product development and service provision. The research data was composed of registers of working hours spent on software development and maintenance projects involving 244 people allocated to 5064 projects in the period from 2007 to 2013. The study resulted in the identification of the relationships among the three management models adopted by the organization, with emphasis on knowledge management activities, which were not directly identified, making it difficult to account for and measure them. We established a set of activities connected to each one of the knowledge management model phases. Since those activities were not visible before, our approach contributed to build a systematic process to register and relate activities linked to the dimensions of cognitive processes, project management, and software construction. 展开更多
关键词 Knowledge Management Knowledge Sharing Integrated Management Project Teams Software Development
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A Bibliometric Analysis of the“NetZero”Process in the Energy Knowledge Domain
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作者 Carine Tondo Alves Luciano Sergio Hocevar +1 位作者 Luis Oscar Martins Rodrigo Santiago Coelho 《Journal of Environmental Science and Engineering(A)》 2023年第5期193-199,共7页
This work aimed to elucidate the key research findings within the realm of NetZero,specifically within the energy field.Employing advanced data visualization tools,particularly VOSviewer,scientific maps were meticulou... This work aimed to elucidate the key research findings within the realm of NetZero,specifically within the energy field.Employing advanced data visualization tools,particularly VOSviewer,scientific maps were meticulously crafted to explain the evolving landscape of research in this domain.The results showed that the nations that most vigorously committed to the NetZero endeavor are the United Kingdom,United States,China,Australia,and Canada,signaling a global consensus on the urgency of addressing climate change.Furthermore,this study reveals pivotal trends in the field and keywords such as“renewable energy”,“decarbonization”,“netzero”,and“sustainability”have gained remarkable prominence,especially in recent research.In conclusion,this work offers a comprehensive overview of the NetZero landscape within the energy field,emphasizing the urgency of international collaboration,and identifies key trends that will likely shape the future of sustainable energy research and policymaking. 展开更多
关键词 Netzero renewable energy decarbonization SUSTAINABILITY
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Information and Knowledge Flows in the Network of the Education through Work for Family Health Program
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作者 Ana Aurea Alécio de Oliveira Rodrigues Claudia Ribeiro Santos Lopes +2 位作者 Eliane Santos Souza Inacio de Sousa Fadigas Hernane Borges de Barros Pereira 《Social Networking》 2014年第2期119-126,共8页
The Education through Work for Family Health Program (PET Saúde, in Portuguese) created by the Ministries of Education and Health is a proposal to integrate service, learning and community. The goal of PET Sa... The Education through Work for Family Health Program (PET Saúde, in Portuguese) created by the Ministries of Education and Health is a proposal to integrate service, learning and community. The goal of PET Saúde is to foster the formation of learning groups within the Family Health Strategy scope. While being studied at the city of Feira de Santana, the program was structured with one coordinator and eleven tutorial groups, distributed in 27 family health offices, which constituted a social network where the construction and knowledge diffusion occur. This article proposes the analysis of the information and knowledge flows of this network through the social networks analysis. This study highlights the play of PET Saúde’s coordinator in the processes of organization and articulation as central vertex of the network, and some scholars in the articulation of different tutorial groups. The results show a fragmentation in the PET Saúde network when the coordinator vertex is removed, whereas 5 components are generated where 4 tutorial groups appear isolated. 展开更多
关键词 Social Networks Education-Service Interaction HEALTH INFORMATION KNOWLEDGE
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Clique Approach for Networks:Applications for Coauthorship Networks
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作者 Marcos Grilo Rosa Inácio de Sousa Fadigas +1 位作者 Maria Teresinha Tamanini Andrade Hernane Borges de Barros Pereira 《Social Networking》 2014年第2期80-85,共6页
Coauthorship networks consist of links among groups of mutually connected authors that form a clique. Classical approaches using Social Network Analysis indices do not account for this characteristic. We propose two n... Coauthorship networks consist of links among groups of mutually connected authors that form a clique. Classical approaches using Social Network Analysis indices do not account for this characteristic. We propose two new cohesion indices based on a clique approach, and we redefine the network density using an index of variance of density. We have applied these indices to two coauthorship networks, one comprising researchers that published in Mathematics Education journals and the other comprising researchers from a Computational Modeling Graduate Program. A contextualized and comparative analysis was performed to show the applicability and potential of the indices for analyzing social networks data. 展开更多
关键词 Clique Networks Cohesion Indices Coauthorship
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A quantum neural network model for short term wind speed forecasting using weather data
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作者 Otto Menegasso Pires Erick Giovani Sperandio Nascimento Marcelo A.Moret 《Energy and AI》 2025年第3期823-832,共10页
The use of computational intelligence has become commonplace for accurate wind speed and energy forecasting,however the energy-intensive processes involved in training and tuning stands as a critical issue for the sus... The use of computational intelligence has become commonplace for accurate wind speed and energy forecasting,however the energy-intensive processes involved in training and tuning stands as a critical issue for the sustainability of AI models.Quantum computing emerges as a key player in addressing this concern,offering a quantum advantage that could potentially accelerate computations or,more significantly,reduce energy consumption.It is a matter of debate if purely quantum machine learning models,as they currently stand,are capable of competing with the classical state of the art on relevant problems.We investigate the efficacy of quantum neural networks(QNNs)for wind speed nowcasting,comparing them to a baseline Multilayer Perceptron(MLP).Utilizing meteorological data from Bahia,Brazil,we develop a QNN tailored for up to six hours ahead wind speed prediction.Our analysis reveals that the QNN demonstrates competitive performance compared to MLP.We evaluate models using RMSE,Pearson’s R,and Factor of 2 metrics,emphasizing QNNs’promising generalization capabilities and robustness across various wind prediction scenarios.This study is a seminal work on the potential of QNNs in advancing renewable energy forecasting,advocating for further exploration of quantum machine learning in sustainable energy research. 展开更多
关键词 Quantum machine learning Wind speed forecasting Renewable energy Multivariate time series forecasting
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Propolis from different Brazilian stingless bee species:phenolic composition and antimicrobial activity 被引量:1
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作者 Vitor Moreira Rocha Ricardo Wagner Portela +5 位作者 Luiz Eduardo Lacerda Ana Rita Sokolonski Carolina Oliveira de Souza Jeancarlo Pereira dos Anjos Renata Quartieri Nascimento Marcelo Andrés Umsza-Guez 《Food Production, Processing and Nutrition》 2024年第1期1492-1505,共14页
Stingless bees(SLB)are insects bread many centuries ago by indigenous people and more than 500 species have already been described.Interest in SLB’s propolis has grown as a way to value and preserve native bees,in ad... Stingless bees(SLB)are insects bread many centuries ago by indigenous people and more than 500 species have already been described.Interest in SLB’s propolis has grown as a way to value and preserve native bees,in addition to investigating/prospecting compounds with biological functionality(antimicrobial activity,antioxidant,etc.).The natural active compounds found in propolis come from different plant sources,and consequently,each propolis may show unique biological/pharmacological activity.There is still an important gap about the profile of chemical compounds,biological and pharmacological potential of propolis produced by SLBs.This work aimed to investigate the presence of phenolic and coumaric compounds(HPLC-DAD-FLD)and the antimicrobial activity(microdilution method)of propolis extracts from five different species of SLB reared in different places.The samples from Melipona quadrifasciata(82.05 mgGAEg^(−1))and one from,Frieseomelitta doederleini(56.22 mgGAEg^(−1))showed the highest concentrations of phenolic compounds.It was possible to identify in the propolis samples formononetin,kaempferol,gallic acid and coumarin.Resveratrol was detected in all samples,an unprecedent fact for SLB propolis.Candida albicans was susceptible to all tested extracts,while Escherichia coli was inhibited only by propolis from Melipona quadrifas-ciata;Enterococcus faecalis was inhibited by propolis from Plebeiadroryana.,Melipona quadrifasciata and Frieseomelitta doederleini.It was verified that SLB propolis constitutes a source of different biocompounds,which varies according to the location where the bees are raised,and has mainly antifungal activity,generating possibilities of its use in different biotechnological products. 展开更多
关键词 ANTIFUNGALS MELIPONA Natural compounds RESVERATROL COUMARINS
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Stingless bee propolis: composition, biological activities and its applications in the food industry
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作者 Vítor Moreira Rocha Ricardo Dias Portela +2 位作者 Jeancarlo Pereira dos Anjos Carolina Oliveira de Souza Marcelo Andrés Umsza-Guez 《Food Production, Processing and Nutrition》 2023年第1期497-509,共13页
The breeding of stingless bees, known as meliponiculture, can be found throughout the world, and is closely linked tothe history of the first human communities in the Americas. This activity provides products of indus... The breeding of stingless bees, known as meliponiculture, can be found throughout the world, and is closely linked tothe history of the first human communities in the Americas. This activity provides products of industrial interest (food,cosmetics, pharmaceuticals), and among them propolis stands out. This matrix is a resinous material but being difficultto classify and conceptualize due to its variability according to the environment and producing species. The propolisproduced by these bees is a source of compounds with nutritional and functional potential, but the main interestis focused on the phenolic compounds. This potential makes propolis a product that can be used in the prospectionof new molecules with antimicrobial and antioxidant activity. Thus, the scientific literature describes propolis activity(generally extracts) against bacteria and fungi, but with a higher microbicidal activity against gram-positive bacteria.The high antioxidant activity of this bee product is a consequence of the presence of several phenolic compounds.The use of propolis from SBP (Stingless bee propolis) is still quite limited, generally restricted to its antioxidant potential, but studies with application in other sectors can benefit this productive sector, as with the propolis produced bythe bee Apis mellifera. This work presents and discusses the composition of stingless bee propolis and its consequentbiological activities, as well as its potential applications in the food industry. 展开更多
关键词 ANTIOXIDANT ANTIMICROBIAL Functional food Meliponiculture Phenolics
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