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Exploiting a No-Regret Opponent in Repeated Zero-Sum Games
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作者 LI Kai HUANG Wenhan +1 位作者 LI Chenchen DENG Xiaotie 《Journal of Shanghai Jiaotong university(Science)》 2025年第2期385-398,共14页
In repeated zero-sum games,instead of constantly playing an equilibrium strategy of the stage game,learning to exploit the opponent given historical interactions could typically obtain a higher utility.However,when pl... In repeated zero-sum games,instead of constantly playing an equilibrium strategy of the stage game,learning to exploit the opponent given historical interactions could typically obtain a higher utility.However,when playing against a fully adaptive opponent,one would have dificulty identifying the opponent's adaptive dynamics and further exploiting its potential weakness.In this paper,we study the problem of optimizing against the adaptive opponent who uses no-regret learning.No-regret learning is a classic and widely-used branch of adaptive learning algorithms.We propose a general framework for online modeling no-regret opponents and exploiting their weakness.With this framework,one could approximate the opponent's no-regret learning dynamics and then develop a response plan to obtain a significant profit based on the inferences of the opponent's strategies.We employ two system identification architectures,including the recurrent neural network(RNN)and the nonlinear autoregressive exogenous model,and adopt an efficient greedy response plan within the framework.Theoretically,we prove the approximation capability of our RNN architecture at approximating specific no-regret dynamics.Empirically,we demonstrate that during interactions at a low level of non-stationarity,our architectures could approximate the dynamics with a low error,and the derived policies could exploit the no-regret opponent to obtain a decent utility. 展开更多
关键词 no-regret learning repeated game opponent exploitation opponent modeling dynamical system system identification recurrent neural network(RNN)
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Data-driven Discovery: A New Era of Exploiting the Literature and Data 被引量:6
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作者 Ying Ding Kyle Stirling 《Journal of Data and Information Science》 2016年第4期1-9,共9页
In the current data-intensive era, the traditional hands-on method of conducting scientific research by exploring related publications to generate a testable hypothesis is well on its way of becoming obsolete within j... In the current data-intensive era, the traditional hands-on method of conducting scientific research by exploring related publications to generate a testable hypothesis is well on its way of becoming obsolete within just a year or two. Analyzing the literature and data to automatically generate a hypothesis might become the de facto approach to inform the core research efforts of those trying to master the exponentially rapid expansion of publications and datasets. Here, viewpoints are provided and discussed to help the understanding of challenges of data-driven discovery. 展开更多
关键词 A New Era of exploiting the Literature and Data Data-driven Discovery
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Data-Hiding Based on Sudoku and Generalized Exploiting Modification Direction 被引量:1
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作者 Jiin-Chiou Cheng Wen-Chung Kuo Bo-Rong Su 《Journal of Electronic Science and Technology》 CAS CSCD 2018年第2期123-128,共6页
Division arithmetic and generalized exploiting modification direction (DA-GEMD) method has perfect efficiency in data-hiding. However, there exist some weaknesses in DA-GEMD. Because the benchmarks are their median ... Division arithmetic and generalized exploiting modification direction (DA-GEMD) method has perfect efficiency in data-hiding. However, there exist some weaknesses in DA-GEMD. Because the benchmarks are their median of nine pixels in each block of cover-image, it will give a hint for the attacker to hack the stego-image. In the paper, we utilize the Sudoku table to randomize the benchmark for each 3×3 block of cover-image. It will mix up the pixels in each image block and prevent the secret information from being extracted. The proposed method still keeps the original efficiency as DA-GEMD while promoting the security for data-hiding. 展开更多
关键词 Cover-image division arithmetic and generalized exploiting modification direction(DAGEMD) STEGO-IMAGE SUDOKU
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Economic value and exploiting approaches of sea asparagus, a seawater-irrigated vegetable 被引量:1
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作者 Litian Feng Bin Ji Bin Su 《Agricultural Sciences》 2013年第9期40-44,共5页
Sea asparagus is a newly emerging seawater-irrigated vegetable. Firstly, the economic value of sea asparagus was introduced, and then, someexploiting approaches of sea asparagus werefully reviewed. The exploiting appr... Sea asparagus is a newly emerging seawater-irrigated vegetable. Firstly, the economic value of sea asparagus was introduced, and then, someexploiting approaches of sea asparagus werefully reviewed. The exploiting approaches mainly include fresh vegetable, pickle, bio-salt, health-care products, animal feed, vegetable oil, bio-diesel and skin-care products. 展开更多
关键词 Sea ASPARAGUS Seawater-Irrigated VEGETABLE ECONOMIC Value exploiting APPROACHES Bio-Salt
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Ultra-Low Power Pipeline Structure Exploiting Noncritical Stage with Circuit-Level Timing Speculation
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作者 Tao Luo Ya-Juan He +2 位作者 Ping Luo Yan-Ming He Feng Hu 《Journal of Electronic Science and Technology》 CAS 2013年第3期301-305,共5页
With the increase of the clock frequency and silicon integration, power aware computing has become a critical concern in the design of the embedded processor and system-on-chip (SoC). Dynamic voltage scaling (DVS)... With the increase of the clock frequency and silicon integration, power aware computing has become a critical concern in the design of the embedded processor and system-on-chip (SoC). Dynamic voltage scaling (DVS) is an effective method for low-power designs. However, traditional DVS methods have two deficiencies. First, they have a conservative safety margin which is not necessary for most of the time. Second, they are exclusively concerned with the critical stage and ignore the significant potential free slack time of the noncritical stage. These factors lead to a large amount of power waste. In this paper, a novel pipeline structure with ultra-low power consumption is proposed. It cuts off the safety margin and takes use of the noncritical stages at the same time. A prototype pipeline is designed in 0.13 μm technology and analyzed. The result shows that a large amount of energy can be saved by using this structure. Compared with the fixed voltage case, 50% of the energy can be saved, and with respect to the traditional adaptive voltage scaling design, 37.8% of the energy can be saved. 展开更多
关键词 Index Terms---Adaptive circuits dynamic voltagescaling exploiting noncritical stage ultra-low power.
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Exploring and exploiting unique properties of the hippocampal dentate gyrus for post-stroke therapy:astrocytes link ischemic resistance with neurogenic potential
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作者 Creed M.Stary 《Neural Regeneration Research》 SCIE CAS CSCD 2016年第11期1756-1757,共2页
Acute cerebral ischemia can occur secondary to embolism, cardiac arrest, hemorrhage, traumatic brain injury, edema, vascular compression, or any physiologic condition resulting in low cardiac output state. Survivors o... Acute cerebral ischemia can occur secondary to embolism, cardiac arrest, hemorrhage, traumatic brain injury, edema, vascular compression, or any physiologic condition resulting in low cardiac output state. Survivors of cerebral ischemic events frequently suffer from profound disability, 展开更多
关键词 Exploring and exploiting unique properties of the hippocampal dentate gyrus for post-stroke therapy VDAC
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Yinan County Animal Husbandry Exploiting Corporation
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作者 Yu Po Yang Jindong 《China's Foreign Trade》 1995年第3期21-21,共1页
The Yinan County Animal Husbandry Exploiting Corporation in Shandong Province is an enterprise established with a World Bank loan and domestic supplementary funds. With a total investment of RMB32.63 million, the comp... The Yinan County Animal Husbandry Exploiting Corporation in Shandong Province is an enterprise established with a World Bank loan and domestic supplementary funds. With a total investment of RMB32.63 million, the company includes a breeder 展开更多
关键词 World BANK Yinan County Animal Husbandry exploiting Corporation
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REMOTE SENSING APPLICATION RESEARCH OF WATER POWER AT THE INITIAL EXPLOITING STAGE IN THE LOWER REACHES OF YALONG RIVER
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作者 Lin Hengzhang, Xu Gengqin (Institute of Remote Sensing Appilcations, Academia Sinica) He Jianbang (National Lab of Resources and Environment Information System) 《遥感信息》 CSCD 1990年第A02期21-22,共2页
There are abundant water power resources in the Yalong River which are suitable for the large hydroelectric engineering. But a reliability study should be made for the valley which liable to frequent earthquakes. The ... There are abundant water power resources in the Yalong River which are suitable for the large hydroelectric engineering. But a reliability study should be made for the valley which liable to frequent earthquakes. The color infrared aerophotos, multi-spectral photography and thermal infrared scanning had been specially done besides MSS image, processing. Researches on remote sensing applications to engineering geology, hydrogeology, deformation of neo-tectonics, Iandslide, mud-rock flow, ecological environment and geographical information system had been carried out by more than 20 research units. 展开更多
关键词 REMOTE SENSING APPLICATION RESEARCH OF WATER POWER AT THE INITIAL exploiting STAGE IN THE LOWER REACHES OF YALONG RIVER AT
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Driving Chinese Televisions Out of Europe and Exploiting China's Market Philips Seizes All the Advantages
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《China's Foreign Trade》 2000年第5期18-18,共1页
关键词 Driving Chinese Televisions Out of Europe and exploiting China’s Market Philips Seizes All the Advantages
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Analysis of the influence of exploiting water closing to the river on the regional environment in northern suburb water resource of Zhengzhou
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《Global Geology》 1998年第1期104-104,共1页
关键词 Analysis of the influence of exploiting water closing to the river on the regional environment in northern suburb water resource of Zhengzhou
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Environmental issues and countermeasures in exploiting water resources of rivers
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作者 周厚贵 《Journal of Chongqing University》 CAS 2006年第2期111-114,共4页
Based on affirming the tremendous benefits that water resources of rivers can provide in their exploitation, main environmental problems and their countermeasures have been proposed and analyzed in this paper. It is a... Based on affirming the tremendous benefits that water resources of rivers can provide in their exploitation, main environmental problems and their countermeasures have been proposed and analyzed in this paper. It is argued that multiple measures should be applied to solving those problems by simultaneously carrying out engineering measures, scientific research and also programs to cultivate the society’s awareness, aimed at a sustainable development strategy for exploiting water resources. 展开更多
关键词 water resources exploitation environment protection measures sustainable development
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EXPLOITING VIDEO FILMS FOR EFL TEACHING PURPOSES 被引量:4
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作者 Lin Shuchun Hebei University,Baoding 《Chinese Journal of Applied Linguistics》 1999年第1期63-68,共6页
Using video films can be a very effective way of teaching and learning English only when the films areproperly selected and some activities are organized around them.This paper offers the criteria forchoosing films an... Using video films can be a very effective way of teaching and learning English only when the films areproperly selected and some activities are organized around them.This paper offers the criteria forchoosing films and suggests some activities for a variety of language teaching purposes.As video units and video films in English are now more easily available,the use of video films has becomean increasingly important component of teaching English as a foreign language.Here I use the term"video film"in a loose sense to mean"feature film on video".In recent years,textbooks have appeared inChina,such as English Through Films(Wu Qing,Yang Limin 1993)and English and American 展开更多
关键词 EFL exploiting VIDEO FILMS FOR EFL TEACHING PURPOSES
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Geminivirus-associated betasatellites: exploiting chinks in the antiviral arsenal of plants
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《Science Foundation in China》 CAS 2019年第2期50-50,共1页
With the support of the National Natural Science Foundation of China,the research team led by Prof.Zhou XuePing(周雪平)at the State Key Laboratory for Biology of Plant Diseases and Insect Pests,Institute of Plant Prot... With the support of the National Natural Science Foundation of China,the research team led by Prof.Zhou XuePing(周雪平)at the State Key Laboratory for Biology of Plant Diseases and Insect Pests,Institute of Plant Protection,Chinese Academy of Agricultural Sciences,revealed the counter-defensive strategies deployed by geminivirus-associated betasatellites to overcome the antiviral arsenal of plants,which has been published in Trends in Plant Science(2019,http://doi.org/10/1016/j.tplants.2019.03.010). 展开更多
关键词 Geminivirus-associated betasatellites exploiting chinks in the ANTIVIRAL arsenal of PLANTS
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Conserving threatened plant species with widespread distribution:A case study of lethal utilization of anticancer Nothapodytes trees in Asia
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作者 Bishal Gurung Yan Zeng +6 位作者 Jia Tang Xing-Rong Peng Yu-Lin Xu Feng-Mao Yang Xiang-Hai Cai Jia Ge Gao Chen 《Plant Diversity》 2026年第1期1-15,共15页
The global burden of cancer,with over 19 million new cases annually,underscores the urgent need for effective therapies.Among the most promising anticancer compounds is camptothecin(CPT),a monoterpene alkaloid predomi... The global burden of cancer,with over 19 million new cases annually,underscores the urgent need for effective therapies.Among the most promising anticancer compounds is camptothecin(CPT),a monoterpene alkaloid predominantly derived from Nothapodytes species.Despite its significantpharmaceutical value,the exploitation of such Threatened Plant Species with Widespread Distribution(TPSWD),particularly driven by the global demand for natural compounds in anticancer therapies,presents a paradox in which their widespread distribution fails to ensure their secure conservation status.Furthermore,the lack of in-depth biogeographic and systematic studies complicates efforts to balance resource utilization with biodiversity preservation.The asymmetric distribution of CPT within plant taxa,along with limited knowledge of its biosynthetic pathways and the enzymes and genes involved,further hampers sustainable production.Here,we review the current knowledge on the production and protection of Nothapodytes,focusing on their plant resources,active ingredients,and natural drug derivatives.We also explore strategies for rescuing and sustainably utilizing Nothapodytes,including biotechnological advancements and integrated conservation practices.Finally,we propose future directions to address conservation challenges,ensuring a sustainable supply of CPT while safeguarding these TPSWD species. 展开更多
关键词 Anticancer compounds Cancer Nothapodytes CAMPTOTHECIN TPSWD exploitation
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Gekko Japonicus Algorithm:A Novel Nature-inspired Algorithm for Engineering Problems and Path Planning
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作者 Ke Zhang Hongyang Zhao +2 位作者 Xingdong Li Chengjin Fu Jing Jin 《Journal of Bionic Engineering》 2026年第1期431-471,共41页
This paper introduces a novel nature-inspired metaheuristic algorithm called the Gekko japonicus algorithm.The algo-rithm draws inspiration mainly from the predation strategies and survival behaviors of the Gekko japo... This paper introduces a novel nature-inspired metaheuristic algorithm called the Gekko japonicus algorithm.The algo-rithm draws inspiration mainly from the predation strategies and survival behaviors of the Gekko japonicus.The math-ematical model is developed by simulating various biological behaviors of the Gekko japonicus,such as hybrid loco-motion patterns,directional olfactory guidance,implicit group advantage tendencies,and the tail autotomy mechanism.By integrating multi-stage mutual constraints and dynamically adjusting parameters,GJA maintains an optimal balance between global exploration and local exploitation,thereby effectively solving complex optimization problems.To assess the performance of GJA,comparative analyses were performed against fourteen state-of-the-art metaheuristic algorithms using the CEC2017 and CEC2022 benchmark test sets.Additionally,a Friedman test was performed on the experimen-tal results to assess the statistical significance of differences between various algorithms.And GJA was evaluated using multiple qualitative indicators,further confirming its superiority in exploration and exploitation.Finally,GJA was utilized to solve four engineering optimization problems and further implemented in robotic path planning to verify its practical applicability.Experimental results indicate that,compared to other high-performance algorithms,GJA demonstrates excep-tional performance as a powerful optimization algorithm in complex optimization problems.We make the code publicly available at:https://github.com/zhy1109/Gekko-japonicusalgorithm. 展开更多
关键词 Gekko japonicus algorithm Metaheuristic algorithm Exploration and exploitation Engineering optimization Path planning
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A Multi-Block Material Balance Framework for Connectivity Evaluation and Optimization of Water-Drive Gas Reservoirs
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作者 Fankun Meng Yuyang Liu +2 位作者 Xiaohua Liu Chenlong Duan Yuhui Zhou 《Fluid Dynamics & Materials Processing》 2026年第1期45-65,共21页
Carbonate gas reservoirs are often characterized by strong heterogeneity,complex inter-well connectivity,extensive edge or bottom water,and unbalanced production,challenges that are also common in many heterogeneous g... Carbonate gas reservoirs are often characterized by strong heterogeneity,complex inter-well connectivity,extensive edge or bottom water,and unbalanced production,challenges that are also common in many heterogeneous gas reservoirs with intricate storage and flow behavior.To address these issues within a unified,data-driven framework,this study develops a multi-block material balance model that accounts for inter-block flow and aquifer influx,and is applicable to a wide range of reservoir types.The model incorporates inter-well and well-group conductive connectivity together with pseudo–steady-state aquifer support.The governing equations are solved using a Newton–Raphson scheme,while particle swarm optimization is employed to estimate formation pressures,inter-well connectivity,and effective aquifer volumes.An unbalanced exploitation factor,UEF,is introduced to quantify production imbalance and to guide development optimization.Validation using a synthetic reservoir model demonstrates that the approach accurately reproduces pressure evolution,crossflow behavior,and water influx.Application to a representative case(the Longwangmiao)field further confirms its robustness under highly heterogeneous conditions,achieving a 12.9%reduction in UEF through optimized production allocation. 展开更多
关键词 Heterogeneous gas reservoir with bottom/edge water material balance equation connective conductivity unbalanced exploitation factor aquifer volume Evaluation production optimization
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Mineral resources of Asia continent:Resource endowment,mining industry pattern,and contributions to the world economy
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作者 Xi-feng Chen Gang Wang +2 位作者 Yan-xiong Mei Hai-jie Zhao Yan-yun Ma 《China Geology》 2026年第1期1-24,共24页
Mineral resources in Asia continent and its mining industry play a significant role in the economic growth and industrialization of both Asia and the world.Asia continent boasts the most comprehensive kinds of mineral... Mineral resources in Asia continent and its mining industry play a significant role in the economic growth and industrialization of both Asia and the world.Asia continent boasts the most comprehensive kinds of minerals,with reserves of at least 38 of over 80 widely used minerals worldwide accounting for more than30%of the global total reserves.Asia continent experienced three main tectonic evolution and mineralization stages:The Precambrian,the Paleozoic,and the Mesozoic to Cenozoic.The abundant mineral resources in this continent can be divided into seven first-order metallogenic belts(metallogenic domains),18 second-order metallogenic belts(metallogenic provinces),61 third-order metallogenic belts(metallogenic zones),and nine main minerogenetic series.Asia continent exhibits the most significant metallogenic specialization among all continents.Specifically,granite belts of Asia continent manifest pronounced metallogenic specialization of tin,rare metals,and porphyry Cu-Au-Mo deposits.Its maficultramafic rock belts and ophiolite belts display notable metallogenic specialization of lateritic nickel deposits and magmatic type chromite deposits,while its Mesozoic to Cenozoic basalt belts show remarkable metallogenic specialization of lateritic bauxite deposits.Consequently,many giant metallogenic belts were formed,including the Southeast Asian tin belt,the Qinghai-Xizang Plateau rare metal metallogenic belt,the Tethyan porphyry Cu-Au-Mo metallogenic belt,the circum-Pacific porphyry Cu-Au-Mo metallogenic belt,the Southeast Asian lateritic bauxite metallogenic belt,the Deccan Plateau lateritic bauxite metallogenic belt in India,the Southeast Asian lateritic nickel metallogenic belt,and the Tethyan magmatic type chromite metallogenic belt—all of which are significant metallogenic belts in Asia continent.Future mineral exploration in Asia should focus primarily on the Precambrian mineralization of ancient cratons,the Paleozoic mineralization of the Central Asian-Mongolian orogenic belt,and the Mesozoic to Cenozoic mineralization of the Tethyan and circum-Pacific mobile belts.Asia's mining industry not only underpins its own economic growth but also propels global economic development and industrialization,contributing significantly to the world economy.Asia boasts the highest production value of minerals,the largest annual production of minerals,and the greatest trade value of mineral products among all the continents,having emerged as the trade center of global mineral products and the center of the mining industry economy.China is identified as one of the few countries that possess the most comprehensive kinds of minerals,and its mining industry has supported and driven the economic development and industrialization of Asia and even the world.Standing as the largest mineral producer worldwide,China ranked first in the production of 28 mineral commodities in the world in 2022.Besides,China exhibits the highest annual production value of minerals and the largest trade value of mineral products among all countries.Therefore,China's demand for global mineral products influences the global supply and demand patterns of minerals and the world economic situation. 展开更多
关键词 Mineral resource endowment Minerogenetic series Metallogenic specialization Carbonate-type REE deposits Weathering-type REE deposits Hard rock-type lithium deposits Laterite nickel deposits Crystalline graphite deposits Magmatic nickel deposits Significant metallogenic belt Mining industry development pattern Mineral exploration and exploitation World economy Contribution Asia continent
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EXPLOITING A READING TEXT FOR INTEGRATED SKILLS ACTIVITIES
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作者 Li Qinghong Guiyang University 《Chinese Journal of Applied Linguistics》 1996年第1期53-55,共3页
Introduction‘Integrated skills is when the main language skills are practised in conjunction with each other.(Willis,1981)In EFL teaching in China,most teachers believe that skills should be practised in isolation in... Introduction‘Integrated skills is when the main language skills are practised in conjunction with each other.(Willis,1981)In EFL teaching in China,most teachers believe that skills should be practised in isolation in theclassroom.That is,in a reading lesson,special attention is paid only to reading.Lessons generallyfollow the same pattern going through the new words;reading the text aloud paragraph by paragraph;explaining difficult points(especially the grammatical items);asking comprehension questions;andfinally doing the exercises after the text.In such a reading lesson,even the reading skill itself is notpractised,let alone other skills.What is more,both teacher and students find this kind of teachingdull and de-motivating. 展开更多
关键词 EFL exploiting A READING TEXT FOR INTEGRATED SKILLS ACTIVITIES
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EXPLOITING THE LANGUAGE LAB:A WAY TO FIT LAB-BASED LISTENING COURSES INTO THE COMMUNICATIVE FRAMEWORK
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作者 Zhang Xu 《Chinese Journal of Applied Linguistics》 1998年第1期124-130,共7页
This paperlanalyzes why the language laboratory still has an important role to play in ELT in China.Two methods of incorporating lab-based courses into a communicative framework,involving classroom interaction pattern... This paperlanalyzes why the language laboratory still has an important role to play in ELT in China.Two methods of incorporating lab-based courses into a communicative framework,involving classroom interaction patterns and task-based listening materials,are suggested,and a model lesson applying these two methods is presented. 展开更多
关键词 A WAY TO FIT LAB-BASED LISTENING COURSES INTO THE COMMUNICATIVE FRAMEWORK exploiting THE LANGUAGE LAB
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Rapid species identification of pathogenic bacteria from a minute quantity exploiting three-dimensional quantitative phase imaging and artificial neural network 被引量:3
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作者 Geon Kim Daewoong Ahn +14 位作者 Minhee Kang Jinho Park DongHun Ryu YoungJu Jo Jinyeop Song Jea Sung Ryu Gunho Choi Hyun Jung Chung Kyuseok Kim Doo Ryeon Chung In Young Yoo Hee Jae Huh Hyun-seok Min Nam Yong Lee YongKeun Park 《Light: Science & Applications》 SCIE EI CAS CSCD 2022年第7期1595-1606,共12页
The healthcare industry is in dire need of rapid microbial identification techniques for treating microbial infections.Microbial infections are a major healthcare issue worldwide,as these widespread diseases often dev... The healthcare industry is in dire need of rapid microbial identification techniques for treating microbial infections.Microbial infections are a major healthcare issue worldwide,as these widespread diseases often develop into deadly symptoms.While studies have shown that an early appropriate antibiotic treatment significantly reduces the mortality of an infection,this effective treatment is difficult to practice.The main obstacle to early appropriate antibiotic treatments is the long turnaround time of the routine microbial identification,which includes time-consuming sample growth.Here,we propose a microscopy-based framework that identifies the pathogen from single to few cells.Our framework obtains and exploits the morphology of the limited sample by incorporating three-dimensional quantitative phase imaging and an artificial neural network.We demonstrate the identification of 19 bacterial species that cause bloodstream infections,achieving an accuracy of 82.5%from an individual bacterial cell or cluster.This performance,comparable to that of the gold standard mass spectroscopy under a sufficient amount of sample,underpins the effectiveness of our framework in clinical applications.Furthermore,our accuracy increases with multiple measurements,reaching 99.9%with seven different measurements of cells or clusters.We believe that our framework can serve as a beneficial advisory tool for clinicians during the initial treatment of infections. 展开更多
关键词 artificial NEURAL EXPLOIT
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