Research on multidimensional dynamic defense strategy for microservice based on deep reinforcement learning by Dacheng ZHOU, Hongchang CHEN, Weizhen HE, Guozhen CHENG, Hongchao HU

“…Aiming at the problem that it is hard for security defense strategies in cloud native to guarantee the quality of service under dynamic requests, a multidimensional dynamic defense strategy for microservice based on deep reinforcement learning, named D2RA strategy, was proposed to provide dynamic configuration schemes that ensure security defense performance and quality of service for microservices under dynamical requests.Firstly, based on the characteristics of multiple replicas and invocation chains of microservices, a microservices state graph was established to depict the maps between requests, system configuration and security performance, quality of service, and resource overhead of microservices.Secondly, the D2RA framework was designed and a dynamic strategy optimization algorithm based on deep Q-network was proposed for microservices to provide fast and optimal system configurations update scheme under dynamic requests.The simulation results show that D2RA effectively allocate resources under dynamic requests, and achieve 19.07% more defense effectiveness and 42.31% higher quality of service as compared to the existing methods.…”
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Exploring Coinvestment Partner Selection Strategies Using Exponential Random Graph Models by Jie Ren

“…Due to the uncertainty in the private equity market and the presence of information asymmetry, these state-owned private equity firms frequently engage in coinvestments with other private equity firms. The coinvestment strategy allows them to mitigate risks and exchange valuable information and resources. …”
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Effect of cooperative learning strategy on students’ acquisition and practice of scientific skills in Biology by Hanadi Chatila, Fatima Al Husseiny

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Analisis Rencana Strategi Rumah Sakit Umum Daerah Arosuka, Kabupaten Solok by Efio Lasyera, Yulia Hendri Yeni, Hadril Busuddin

“…Rekomendasi alternatif Strategi yang sesuai dengan positioning RSUD Arosuka adalah strategi Market Penetration (Penetrasi Pasar) dan Product Development (Pengembangan Produk). …”
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Enhancing cooperation in dynamic networks through reinforcement-learning-based rewiring strategies by Hsuan-Wei Lee, Szu-Ping Chen, Feng Shi

“…Players that prioritize rewiring over strategy updates are found to form more stable cooperative structures, while those with heightened sensitivity to payoffs and optimal aspiration levels achieve greater cooperation. …”
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Integrative Teaching Strategy for Developing Writing Skills in Non-Linguistics Master Students by E. A. Komochkina, L. V. Yarotskaya

Subjects: “…integrative teaching strategy…”
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Applying circular economy strategies in mitigating the perfect storm: The built environment context by Love Opeyemi David, Clinton Aigbavboa, Omoseni Adepoju, Nwulu Nnamdi

“…These are material efficiency in building construction & circular economy strategies, Resource efficiency, organizational capital development in construction 4.0, and adoption of smart city principles, which address resource insecurity. …”
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Validation of heavy metals in geothermal to support water management practices and mitigation strategies by G.M. Idroes, D.P. Rezeki, K. Khairi, K. Khairan, R. Idroes, E. Suhartono, R. Prasetio, S.A. Rahman, S. Suhendrayatna

“…The findings underscore the urgent need for targeted water treatment and continuous monitoring, providing critical data to support sustainable water management and mitigation strategies in geothermal regions.CONCLUSION: The findings of this study underscore the urgent need for water treatment initiatives and continuous monitoring of geothermal water sources in the Mount Kembar Region. …”
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“Drive Your Career”: Strategi Meningkatkan Adaptabilitas Karier Melalui Pelatihan Karier by Doddy Hendro Wibowo, Emmanuel Satyo Yuwono

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Ukrainian universities in new realities: Strategies for preserving academic potential during the war by Yana Suchikova, Yuriy Danko

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The Pricing Strategy of Oligopolistic Competition Food Firms with the Asymmetric Information and Scientific Uncertainty by Li Zhao, Changwei Wang, Xiaohui Peng, Bin Liu, David Ahlstrom

“…How do these two factors affect the competition and pricing strategy of food firms that separate GM food and conventional food conforming to consumer’s right to know? …”
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Integrative strategy formation process and the management of complex work - a microorganizational analisys by Rosalia Aldraci Barbosa Lavarda, Maria Teresa Canet-Giner, Fernando Juan Peris-Bonet

Subjects: “…integrative strategy formation process…”
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Analysis of Telecommunication Operators'Unified Communcation Technology Innovation Strategies for Enterprise Services by Zhaoji Xu, Xiaoyu Liu, Zheng Zhang

“…The unified communication（UC）industry was reviewed and nine European and American operators' UC practices were analyzed from six perspectives: services and bundle, deployment model, marketing strategy, industry partners,service support and portal.Operators'UC strategies were also discussed based on the key findings.…”
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A review of chemical viscosity reducers for heavy oil: Advances and application strategies by Chenhao Gao, Ruiying Xiong, Jixiang Guo, Wyclif Kiyingi, Hanxuan Song, Li Wang, Wenlong Zhang, Xiangwei Chen

“…In order to avoid the problems of high energy consumption and carbon emission caused by thermal recovery of heavy oil, this paper reviews and puts forward the application strategy of viscous reducers. By summarizing the thickening mechanism of heavy oil, the viscosity reducing principle, classification, advantages and disadvantages and application range of different viscosity reducers were clarified. …”
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Task Scheduling Framework of Multi-stage and Multi-strategy for Remote Sensing Satellites by Qunbin YUE, Xijie SHANG, Xiaoyong LIN, Wei FU

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Climate change impacts and adaptation strategies: A case study in Northern Vietnam by Khuat Huyen, Ha Tuan

“…In addition, an overall strategy with identified systemic interventions, through the support of a decision supporting tool, have been formulated in addressing the climate induced risks. …”
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Contribution of secondary school geography assessment strategies in mitigating climate change in Uganda by Alex, Ronald Mwangu, Kagoda Alice Merab, Mugimu, Christopher Byalusaago

Subjects: “…Assessment strategies, geography education, climate change, mitigation, secondary school…”
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PROJECT BASED LEARNING: A REVIEW OF LITERATURE ON ITS OUTCOMES AND IMPLEMENTATION ISSUES by Ciptro Handrianto, Muhammad Arinal Rahman

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KAYNAK TEMELLİ TEORİ BAĞLAMINDA ÜRETİM VE PAZARLAMA STRATEJİLERİNİN İŞLETME PERFORMANSI ÜZERİNE ETKİSİNİN İNCELENMESİ by Hasan Kürşat Güleş, Derya Özilhan

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KAYNAK TEMELLİ TEORİ BAĞLAMINDA ÜRETİM VE PAZARLAMA STRATEJİLERİNİN İŞLETME PERFORMANSI ÜZERİNE ETKİSİNİN İNCELENMESİ by Hasan Kürşat GÜLEŞ, Derya ÖZİLHAN

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