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Return to Reality:Speculative Design of Interaction Ritual Chains and Exploration of Alone Together
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作者 Chuwen Xu 《Journal of Contemporary Educational Research》 2024年第5期263-269,共7页
“Alone together”is an ever-changing“wicked problem.”In this research and practice,the author tries to combine experience design,referring to the theory of“interaction ritual chain theory,”and creatively add inte... “Alone together”is an ever-changing“wicked problem.”In this research and practice,the author tries to combine experience design,referring to the theory of“interaction ritual chain theory,”and creatively add interactive experience to discursive works,so that the audience can think between the real and the virtual. 展开更多
关键词 speculative design Interaction ritual chain Alone together Installation art
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An Optimized Resource Scheduling Strategy for Hadoop Speculative Execution Based on Non-cooperative Game Schemes
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作者 Yinghang Jiang Qi Liu +3 位作者 Williams Dannah Dandan Jin Xiaodong Liu Mingxu Sun 《Computers, Materials & Continua》 SCIE EI 2020年第2期713-729,共17页
Hadoop is a well-known parallel computing system for distributed computing and large-scale data processes.“Straggling”tasks,however,have a serious impact on task allocation and scheduling in a Hadoop system.Speculat... Hadoop is a well-known parallel computing system for distributed computing and large-scale data processes.“Straggling”tasks,however,have a serious impact on task allocation and scheduling in a Hadoop system.Speculative Execution(SE)is an efficient method of processing“Straggling”Tasks by monitoring real-time running status of tasks and then selectively backing up“Stragglers”in another node to increase the chance to complete the entire mission early.Present speculative execution strategies meet challenges on misjudgement of“Straggling”tasks and improper selection of backup nodes,which leads to inefficient implementation of speculative executive processes.This paper has proposed an Optimized Resource Scheduling strategy for Speculative Execution(ORSE)by introducing non-cooperative game schemes.The ORSE transforms the resource scheduling of backup tasks into a multi-party non-cooperative game problem,where the tasks are regarded as game participants,whilst total task execution time of the entire cluster as the utility function.In that case,the most benefit strategy can be implemented in each computing node when the game reaches a Nash equilibrium point,i.e.,the final resource scheduling scheme to be obtained.The strategy has been implemented in Hadoop-2.x.Experimental results depict that the ORSE can maintain the efficiency of speculative executive processes and improve fault-tolerant and computation performance under the circumstances of Normal Load,Busy Load and Busy Load with Skewed Data. 展开更多
关键词 Distributed computing speculative execution resource scheduling non-cooperative game theory
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A New Speculative Execution Algorithm Based on C4.5 Decision Tree for Hadoop
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作者 Yuanzhen Li Qun Yang +1 位作者 Shangqi Lai Bohan Li 《国际计算机前沿大会会议论文集》 2015年第1期83-84,共2页
As a distributed computing platform, Hadoop provides an effective way to handle big data. In Hadoop, the completion time of job will be delayed by a straggler. Although the definitive cause of the straggler is hard to... As a distributed computing platform, Hadoop provides an effective way to handle big data. In Hadoop, the completion time of job will be delayed by a straggler. Although the definitive cause of the straggler is hard to detect, speculative execution is usually used for dealing with this problem, by simply backing up those stragglers on alternative nodes. In this paper, we design a new Speculative Execution algorithm based on C4.5 Decision Tree, SECDT, for Hadoop. In SECDT, we speculate completion time of stragglers and also of backup tasks, based on a kind of decision tree method: C4.5 decision tree. After we speculate the completion time, we compare the completion time of stragglers and of the backup tasks, calculating their differential value, and selecting the straggler with the maximum differential value to start the backup task.Experiment result shows that the SECDT can predict execution time more accurately than other speculative execution methods, hence reduce the job completion time. 展开更多
关键词 speculative EXECUTION C4.5 DECISION TREE HADOOP
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Policy Recommendations to Prevent Financial Risks Caused by Speculative Capital Flows 被引量:2
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作者 唐旭 梁猛 《China Economist》 2008年第3期41-52,共12页
There are two inaccuracies to the common belief that hot money flows into China through international trade: "hot money" and "trade channels". First, China’s domestic financial market is still at ... There are two inaccuracies to the common belief that hot money flows into China through international trade: "hot money" and "trade channels". First, China’s domestic financial market is still at the initial stage of development, and foreign exchange control has put barriers to entry and exit of overseas capital. Strictly speaking, the short-term highly liquid "hot money" does not exist in China, and is referred to as long-term speculative capital in this paper. Second, such capital does not come from trade alone. International trade is only part of corporate business operations, and a more reasonable and complete description is that "overseas capital flows into China through foreign-funded enterprises". Through analysis of the inflow channels, this paper estimates that the stock of long-term speculative capital between 1999 and 2006 stands at almost US$ 400 billion. The year 2006 saw an increase of US$ 98.09 billion, of which US$ 35.4 billion was formed through international trade, which equals to roughly 20% of trade surplus that year. But this does not mean that 20% of trade surplus is long-term speculative capital. 展开更多
关键词 PROFIT long term SPECULATION CAPITAL foreign-funded enterprises affiliated trade FDI (foreign directly investment) DEPRECIATION
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Secure Speculation via Speculative Secret Flow Tracking
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作者 崔宏伟 杨春 程旭 《Journal of Computer Science & Technology》 SCIE EI CSCD 2023年第2期422-438,共17页
Speculative execution attacks can leak arbitrary program data under malicious speculation,presenting a severe security threat.Based on two key observations,this paper presents a software-transparent defense mechanism ... Speculative execution attacks can leak arbitrary program data under malicious speculation,presenting a severe security threat.Based on two key observations,this paper presents a software-transparent defense mechanism called speculative secret flow tracking(SSFT),which is capable of defending against all cache-based speculative execution attacks with a low performance overhead.First,we observe that the attacker must use array or pointer variables in the victim code to access arbitrary memory data.Therefore,we propose a strict definition of secret data to reduce the amount of data to be protected.Second,if the load is not data-dependent and control-dependent on secrets,its speculative execution will not leak any secrets.Thus,this paper introduces the concept of speculative secret flow to analyze how secret data are obtained and propagated during speculative execution.By tracking speculative secret flow in hardware,SSFT can identify all unsafe speculative loads(USLs)that are dependent on secrets.Moreover,SSFT exploits three different methods to constrain USLs’speculative execution and prevent them from leaking secrets into the cache and translation lookaside buffer(TLB)states.This paper evaluates the performance of SSFT on the SPEC CPU 2006 workloads,and the results show that SSFT is effective and its performance overhead is very low.To defend against all speculative execution attack variants,SSFT only incurs an average slowdown of 4.5%(Delay USL-L1Miss)or 3.8%(Invisible USLs)compared to a non-secure processor.Our analysis also shows that SSFT maintains a low hardware overhead. 展开更多
关键词 cache side channel attack HARDWARE speculative execution attack security
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DID SPECULATIVE ACTIVITIES CONTRIBUTE TO HIGH CRUDE OIL PRICES DURING 1993 TO 2008? 被引量:4
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作者 Xun ZHANG Kin Keung LAI Shouyang WANG 《Journal of Systems Science & Complexity》 SCIE EI CSCD 2009年第4期636-646,共11页
By applying two nonlinear Granger causality testing methods and rolling window strategy to explore the relationship between speculative activities and crude oil prices, the unidirectional Granger causality from specul... By applying two nonlinear Granger causality testing methods and rolling window strategy to explore the relationship between speculative activities and crude oil prices, the unidirectional Granger causality from speculative activities to returns of crude oil prices during the high price phase is discovered. It is proved that speculative activities did contribute to high crude oil prices after the Asian financial crisis and OPEC's output cut in 1998. The unidirectional Granger causality from returns of crude oil prices to speculative activities is significant in general. But after 2000, with the sharp rise in crude oil prices, this unidirectional Granger causality became a complex nonlinear relationship, which cannot be detected by any linear Granger causaIity test. 展开更多
关键词 Crude oil prices Diks-Panchenko test Hiemstra-Jones test nonlinear Granger causalitytest speculative activities.
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Optimization of thread partitioning parameters in speculative multithreading based on artificial immune algorithm 被引量:1
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作者 Yu-xiang LI Yin-liang ZHAO +1 位作者 Bin LIU Shuo JI 《Frontiers of Information Technology & Electronic Engineering》 SCIE EI CSCD 2015年第3期205-216,共12页
Thread partition plays an important role in speculative multithreading (SpMT) for automatic parallelization of ir- regular programs. Using unified values of partition parameters to partition different applications l... Thread partition plays an important role in speculative multithreading (SpMT) for automatic parallelization of ir- regular programs. Using unified values of partition parameters to partition different applications leads to the fact that every ap- plication cannot own its optimal partition scheme. In this paper, five parameters affecting thread partition are extracted from heuristic rules. They are the dependence threshold (DT), lower limit of thread size (TSL), upper limit of thread size (TSU), lower limit of spawning distance (SDL), and upper limit of spawning distance (SDU). Their ranges are determined in accordance with heuristic rules, and their step-sizes are set empirically. Under the condition of setting speedup as an objective function, all com- binations of five threshold values form the solution space, and our aim is to search for the best combination to obtain the best thread granularity, thread dependence, and spawning distance, so that every application has its best partition scheme. The issue can be attributed to a single objective optimization problem. We use the artificial immune algorithm (AIA) to search for the optimal solution. On Prophet, which is a generic SpMT processor to evaluate the performance of multithreaded programs, Olden bench- marks are used to implement the process. Experiments show that we can obtain the optimal parameter values for every benchmark, and Olden benchmarks partitioned with the optimized parameter values deliver a performance improvement of 3.00% on a 4-core platform compared with a machine learning based approach, and 8.92% compared with a heuristics-based approach. 展开更多
关键词 speculative multithreading Thread partitioning Artificial immune algorithm
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SBFT:A BFT Consensus Mechanism Based on DQN Algorithm for Industrial Internet of Thing
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作者 Ningjie Gao Ru Huo +3 位作者 Shuo Wang Jiang Liu Tao Huang Yunjie Liu 《China Communications》 SCIE CSCD 2023年第10期185-199,共15页
With the development and widespread use of blockchain in recent years,many projects have introduced blockchain technology to solve the growing security issues of the Industrial Internet of Things(IIoT).However,due to ... With the development and widespread use of blockchain in recent years,many projects have introduced blockchain technology to solve the growing security issues of the Industrial Internet of Things(IIoT).However,due to the conflict between the operational performance and security of the blockchain system and the compatibility issues with a large number of IIoT devices running together,the mainstream blockchain system cannot be applied to IIoT scenarios.In order to solve these problems,this paper proposes SBFT(Speculative Byzantine Consensus Protocol),a flexible and scalable blockchain consensus mechanism for the Industrial Internet of Things.SBFT has a consensus process based on speculation,improving the throughput and consensus speed of blockchain systems and reducing communication overhead.In order to improve the compatibility and scalability of the blockchain system,we select some nodes to participate in the consensus,and these nodes have better performance in the network.Since multiple properties determine node performance,we abstract the node selection problem as a joint optimization problem and use Dueling Deep Q Learning(DQL)to solve it.Finally,we evaluate the performance of the scheme through simulation,and the simulation results prove the superiority of our scheme. 展开更多
关键词 Industrial Internet of Things Byzantine fault tolerance speculative consensus mechanism Markov decision process deep reinforcement learning
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Read-Write Dependency Aware Register Allocation
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作者 Sheng Xiao Yong Chen +1 位作者 Jing He Xi Yang 《Computer Systems Science & Engineering》 SCIE EI 2023年第9期3527-3540,共14页
Read-write dependency is an important factor restricting software efficiency.Timing Speculative(TS)is a processing architecture aiming to improve energy efficiency of microprocessors.Timing error rate,influenced by th... Read-write dependency is an important factor restricting software efficiency.Timing Speculative(TS)is a processing architecture aiming to improve energy efficiency of microprocessors.Timing error rate,influenced by the read-write dependency,bottlenecks the voltage down-scaling and so the energy efficiency of TS processors.We proposed a method called Read-Write Dependency Aware Register Allocation.It is based on the Read-Write Dependency aware Interference Graph(RWDIG)conception.Registers are reallocated to loosen the read-write dependencies,so resulting in a reduction of timing errors.The traditional no operation(Nop)padding method is also redesigned to increase the distance value to above 2.We analyzed the dependencies of registers and maximized the average distance value of read and write dependencies.Experimental results showed that we can reduce all read-write dependency by Nop padding,as well as the overhead timing errors.An energy saving of approximately 7%was achieved. 展开更多
关键词 Read-write dependency timing speculative energy efficiency
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Empirical study of speculation roles in international copper price bubble formation 被引量:1
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作者 邵留国 朱学红 +1 位作者 黄健柏 李红生 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2013年第8期2475-2482,共8页
By using GARCH(1,1)-M and EGARCH(1,1)-M models, the relationships among funds speculation transaction, arbitrage transaction and the fluctuation of international copper future price were studied. The news impact c... By using GARCH(1,1)-M and EGARCH(1,1)-M models, the relationships among funds speculation transaction, arbitrage transaction and the fluctuation of international copper future price were studied. The news impact curve of copper future price fluctuation respectively introduced funds speculation position and arbitrage position was given, and the result is consistent with the empirical study conclusion. The results show that investment funds are not the factor that causes copper future price fluctuation, but can reduce the copper future price fluctuation; the copper future price fluctuation is more sensitive to negative information, and ftmd speculative positions can reduce asymmetric effect of copper price fluctuation, while fimds arbitrage position influences less. 展开更多
关键词 commodity investment funds SPECULATION ARBITRAGE copper price bubble GARCH family models
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Timing Error Aware Register Allocation in TS
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作者 Sheng Xiao Jing He +2 位作者 Xi Yang Heng Zhou Yujie Yuan 《Computer Systems Science & Engineering》 SCIE EI 2022年第1期273-286,共14页
Timing speculative(TS)architecture is promising for improving the energy efficiency of microprocessors.Error recovery units,designed for tolerating occasional timing errors,have been used to support a wider range of v... Timing speculative(TS)architecture is promising for improving the energy efficiency of microprocessors.Error recovery units,designed for tolerating occasional timing errors,have been used to support a wider range of voltage scaling,therefore to achieve a better energy efficiency.More specifically,the timing error rate,influenced mainly by data forwarding,is the bottleneck for voltage down-scaling in TS processors.In this paper,a new Timing Error Aware Register Allocation method is proposed.First,we designed the Dependency aware Interference Graph(DIG)construction to get the information of Read after Write(RAW)in programs.To build the construction,we get the disassemble code as input and suppose that there are unlimited registers,the same way as so-called virtual registers in many compilers.Then we change the disassemble codes to the SSA form for each basic block to make sure the registers are defined only once.Based on the DIG construction,registers were real-located to eliminate the timing error,by loosening the RAW dependencies.We con-struct the DIG for each function of the program and sort the edge of DIG by an increasing weight order.Since a smaller weighted-edge value means that its owner nodes have more frequent access in instruction flows,we expect it in different registers with no read-write dependency.At the same time,we make sure that there are no additional new spill codes emerging in our algorithm to minimize the rate of spill code.A high rate of spill code will not only decrease the performance of the system but also increase the unexpected read-write dependency.Next,we reallocate the reg-isters by weight order in turn to loosen the RAW dependencies.Furthermore,we use the NOP operation to pad the instructions with a minimal distance value of 2.Experiment results showed that the average distance of RAW dependencies was increased by over 20%. 展开更多
关键词 Timing error timing speculative architecture register allocation energy efficiency
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Never, Ever Break Up a Family
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作者 Steven William Schaufele 《Journal of Literature and Art Studies》 2014年第5期384-395,共12页
Speculative-fiction stories, in print, often depict families being wrenched apart by overwhelming new forces to which the children are better able to adapt then older generations. In making speculative-fiction movies,... Speculative-fiction stories, in print, often depict families being wrenched apart by overwhelming new forces to which the children are better able to adapt then older generations. In making speculative-fiction movies, however, Hollywood typically offers a more hopeful, comforting image of a family, at the beginning somewhat less than perfect, being restored as a result of those same forces. This paper concentrates on The Spiderwick Chronicles (2003-2004) by Tony DiTerlizzi and Holly Black, Susan Cooper's novel The Dark is Rising (1973), and Lewis Padgett's story "Mimsy were the Borogoves" and the recent movies based (more or less loosely) thereon, Mark Waters' The Spiderwick Chronicles (2007), David Cunningham's The Seeker (2007), and Bob Shaye's The Last Mimzy (2007), showing how the differences between the movies and the print-stories they are based on reflect an attempt on the part of the movie-makers to reaffirm and reinforce the family bonds that are to some extent sundered in the original stories 展开更多
关键词 speculative fiction printed matter movies movies based on printed matter damaged families adaptation to screen
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Understandings of Logic Sublated by the Dialectic
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作者 Paul M. Healey 《Journal of Philosophy Study》 2014年第1期41-54,共14页
Empirical, formal, and speculative understandings of logic as identified by Hegel will be formalized. Being formalized the propositions will be deduced from how probabilities can be used to make decisions by appropria... Empirical, formal, and speculative understandings of logic as identified by Hegel will be formalized. Being formalized the propositions will be deduced from how probabilities can be used to make decisions by appropriating Hegel's concept of being two-sided for inferences. This will work for what I will call grounded as opposed to ungrounded probability functions. The domain of their values will be decided by a three-valued modal relation of the binomial probability function. Keynes (1920, Ch. IV ~17) and Popper's (1959, Ch. 59) solution to the problem of unknown proportions will be challenged by an understanding of logic that puts the content of what the axioms mean for making rational decisions before their mere being. What is true for the different types inferences will then work for the principle of the dialectic in contrast to the two proposed by Hume and the one proposed by David Lewis. In this way, it will be demonstrated that Hegel's understanding of logic is still more advanced than one that fails to recognize it falls within the scope of the dialectic. Dialectic as such will be a principle where the different understandings of a predicated logic will have a modal value within a higher standpoint of system. 展开更多
关键词 empirical FORMAL speculative binomial probability function and principle
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基于信誉的动态授权PBFT共识机制 被引量:3
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作者 李俊清 辛衍森 +3 位作者 宋长青 周虎 王铁军 邓华伟 《软件》 2019年第5期1-7,共7页
区块链是一种基于零信任基础、去中心化及不可篡改的分布式账本技术。共识算法作为区块链主要技术之一,其效率直接影响区块链系统性能。针对PBFT共识算法运行效率低的问题,本文提出了基于信誉的动态授权PBFT共识机制,引入信誉评价体系... 区块链是一种基于零信任基础、去中心化及不可篡改的分布式账本技术。共识算法作为区块链主要技术之一,其效率直接影响区块链系统性能。针对PBFT共识算法运行效率低的问题,本文提出了基于信誉的动态授权PBFT共识机制,引入信誉评价体系对系统节点进行信誉评价,动态决定从信誉最高的节点中选取共识节点,同时实现了非停机情况下动态增删节点的功能,且随着系统长期运行,所能容忍的拜占庭节点动态增加;优化了一致性协议,将传统的一致性协议与基于speculation技术的拜占庭协议进行融合,降低了算力开销和通信代价;通过对共识节点的信誉及行为分析,进一步降低恶意节点成为共识节点的概率,解决了由拜占庭节点作为主节点带来的交易延迟增加问题。最后从算力开销、交易吞吐量和容错性能等方面进行了论证分析。 展开更多
关键词 区块链 PBFT共识算法 全局信誉模型 动态授权 speculation技术
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DS-PBFT:一种基于距离的面向区块链的共识算法 被引量:10
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作者 朱海 金瑜 《小型微型计算机系统》 CSCD 北大核心 2022年第3期506-513,共8页
共识算法作为区块链的核心技术,决定了区块链系统的性能.其中,PBFT是最具有代表性的一种共识算法,但它存在以下缺点:通信代价大、共识时延长.由此诞生了许多通过各种方法减小共识节点规模来提升PBFT效率的一类算法,但是它们都不是基于... 共识算法作为区块链的核心技术,决定了区块链系统的性能.其中,PBFT是最具有代表性的一种共识算法,但它存在以下缺点:通信代价大、共识时延长.由此诞生了许多通过各种方法减小共识节点规模来提升PBFT效率的一类算法,但是它们都不是基于距离因素的,并且具有与PBFT类似的缺点.基于此,本文提出了一种基于距离的面向区块链的共识算法.首先通过Grouping算法对节点进行分组,将距离较近的节点分成一组进行共识,从而在缩短共识节点之间距离的基础上减少共识时延.同时结合speculation技术,降低节点间通信的时间复杂度,从而减少了系统的通信代价.最后理论分析了影响共识时延和通信代价的两个指标:节点间的平均延迟、通信次数,证明了DS-PBFT在共识时延以及通信代价这两个方面均要优于PBFT和现有的这一类算法;通过实验验证了DS-PBFT相比PBFT和现有的这一类算法,降低了共识时延. 展开更多
关键词 区块链 共识算法 实用拜占庭容错算法 Grouping算法 speculation技术
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Preliminary Discussion on Application of “3W” Teaching Method in Architectural Design Course
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作者 ZHONG Xinping 《Journal of Landscape Research》 2019年第5期149-151,共3页
Architectural design course is the main course of architecture major.“Master-apprentice” guidance is the main mode of architectural design course teaching.How to teach between teachers and apprentices? Architectural... Architectural design course is the main course of architecture major.“Master-apprentice” guidance is the main mode of architectural design course teaching.How to teach between teachers and apprentices? Architectural design teachers in different colleges and universities do not have a unified approach,which easily leads to confusion in teaching.This study put forward “ 3W ” teaching method,and made a preliminary discussion on its concept,structure and application.“ 3W ” method is a method that the architectural design instructor uses three progressive questions to guide the whole process of architectural design.Through a detailed discussion of the three questions,it showed that this method was a building design guiding method with simple operation,easy grasp and adaptability. 展开更多
关键词 “3W” TEACHING method ARCHITECTURAL design TEACHING speculative ABILITY
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Influence factors of international gold futures price volatility 被引量:9
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作者 Hao WANG Hu SHENG Hong-wei ZHANG 《Transactions of Nonferrous Metals Society of China》 SCIE EI CAS CSCD 2019年第11期2447-2454,共8页
Based on the commodity property and finance property of gold in the international gold futures market,the influence factors of international gold futures price volatility are analyzed from the perspectives of supply a... Based on the commodity property and finance property of gold in the international gold futures market,the influence factors of international gold futures price volatility are analyzed from the perspectives of supply and demand factors,financial factors and speculation factors.The structural vector autoregression(SVAR)model is applied to investigating the direction and strength of the effects of influence factors on the international gold futures prices and the variance decomposition approach(VDA)is used to compare the contributions of these factors.The results show that the supply and demand factors still play a fundamental role in the international gold futures price volatility and the role of“China’s gold demand”is exaggerated.The financial factors and speculation factors have significant impacts on the international gold futures price volatility,which reflects that the financial property of gold becomes increasingly important.Governments and investors should pay close attention to the financial property of gold futures. 展开更多
关键词 gold futures supply and demand factors financial factors SPECULATION structural vector autoregression(SVAR)model
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Commodity Market and Financial Derivative Instruments: Is There a Cointegration?
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作者 Maria Leone Alberto Manelli Roberta Pace 《Journal of Modern Accounting and Auditing》 2019年第4期185-203,共19页
Over the past decade, agricultural commodity prices underwent wild swings, Periods of high growth in 2008 were followed by periods of sudden decrease in 2009, The excessive increase in food price volatility is a subje... Over the past decade, agricultural commodity prices underwent wild swings, Periods of high growth in 2008 were followed by periods of sudden decrease in 2009, The excessive increase in food price volatility is a subject of great interest because it has to do with the survival of mankind, Recent academic studies and policy makers have reached sharply different conclusions about the dynamics of such fluctuations, Also, some of them have indicated the main cause in speculative transactions and in the little regulation of futures markets, This paper intends to verify if there exists a co-implication between wheat futures price and some financial “speculative” variables, The results of cointegration analysis show that there is no evidence that financial derivative instruments determine the fluctuations of wheat futures price. 展开更多
关键词 FINANCIAL MARKET COMMODITY MARKET SPECULATION GARCH model
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Automatic Detection of Stellate Lesions in Digital Mammograms Using Multi-scale SIFT
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作者 Abdessamad Hikmat K.Afdel I.Bakkouri 《Journal of Pharmacy and Pharmacology》 2020年第1期24-34,共11页
This paper presents a novel automatic mammography recognition approach used to develop computer-aided diagnostic systems that require a robust method to assist the radiologist in identifying and recognizing speculatio... This paper presents a novel automatic mammography recognition approach used to develop computer-aided diagnostic systems that require a robust method to assist the radiologist in identifying and recognizing speculations from a multitude of lines corresponding to the normal fibrous breast tissue.Following this rationale,this paper introduces a novel approach for detecting the speculated lesions in digital mammograms based on multi-scale SIFT(scale-invariant feature transform)orientations.The proposed method starts by estimating a set of key points that best represent the image mammography in a scale space.We then benefit from SIFT algorithm to locally characterize each key point by assigning a consistent orientation.Thereafter,a set of three features are extracted for each pixel in the image mammogram based on these orientations.The extracted features are fed into BDT(binary decision tree)in order to perform per pixel classification and decide whether the pixel is normal or abnormal.We evaluate the proposed system on BCDR(breast cancer digital repository)database and the experimental results show that our method is accurate with 97.95%recognition rate,while it is robust to illumination changes,rotation and scale variations. 展开更多
关键词 DIGITAL MAMMOGRAMS speculated LESIONS SIFT ORIENTATION BDT
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Analysis of the Causes, the Influential Aspects and the Risk of Sneaker Speculation and Suggestion
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作者 Yuanbo Zhang 《Proceedings of Business and Economic Studies》 2020年第3期53-57,共5页
Sneaker speculation is one of the most attractive economic phenomena.The purpose of the paper is to avoid too many consumers blindly following the trend to join the sneaker speculation and eventually causes financial ... Sneaker speculation is one of the most attractive economic phenomena.The purpose of the paper is to avoid too many consumers blindly following the trend to join the sneaker speculation and eventually causes financial lost due to the sneaker speculation trend being too hot.This study is one of the first few attempts to analyze every aspect of sneaker speculation and give youth suggestion on purchasing sneakers.First,this paper analyzed the cause and influential aspect of sneaker speculation,and made a preliminary analysis for readers who first enter the sneaker market.Second,the risk of sneaker speculation was analyzed.Then,suggestions for the youth to establish correct values and consumption concept were given.Finally,the conclusion suggested that the price of sneakers is too high over their value,consumers should buy sneaker rationally.Hopefully,consumers can establish a more rational consumption concept for consumers.More powerfully regulated sneaker market is necessary,so that the price of sneakers is more reasonable and affordable for consumers. 展开更多
关键词 Sneaker speculation Sneaker culture Sneaker resell Sneaker consumption Rational consumption.
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