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MULTITARGET STATE AND TRACK ESTIMATION FOR THE PROBABILITY HYPOTHESES DENSITY FILTER 被引量:3
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作者 Liu Weifeng Han Chongzhao +2 位作者 Lian Feng Xu Xiaobin Wen Chenglin 《Journal of Electronics(China)》 2009年第1期2-12,共11页
The particle Probability Hypotheses Density (particle-PHD) filter is a tractable approach for Random Finite Set (RFS) Bayes estimation, but the particle-PHD filter can not directly derive the target track. Most existi... The particle Probability Hypotheses Density (particle-PHD) filter is a tractable approach for Random Finite Set (RFS) Bayes estimation, but the particle-PHD filter can not directly derive the target track. Most existing approaches combine the data association step to solve this problem. This paper proposes an algorithm which does not need the association step. Our basic ideal is based on the clustering algorithm of Finite Mixture Models (FMM). The intensity distribution is first derived by the particle-PHD filter, and then the clustering algorithm is applied to estimate the multitarget states and tracks jointly. The clustering process includes two steps: the prediction and update. The key to the proposed algorithm is to use the prediction as the initial points and the convergent points as the es- timates. Besides, Expectation-Maximization (EM) and Markov Chain Monte Carlo (MCMC) ap- proaches are used for the FMM parameter estimation. 展开更多
关键词 Probability hypotheses Density (PHD) Particle-PHD filter State and track estimation Finite mixture models
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Limited negative semantics based inductive hypotheses
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作者 叶风 王亚东 +1 位作者 徐晓飞 权光日 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 1999年第3期5-9,共5页
The Learning method of inductive logic programming evaluates the the quality of inductive hypotheses commonlyby how well the hypotheses cover training examples extensionally. Ths kind of evalution will be completely i... The Learning method of inductive logic programming evaluates the the quality of inductive hypotheses commonlyby how well the hypotheses cover training examples extensionally. Ths kind of evalution will be completely inapplica-ble to the situation where there are non-simple or noise examples. Based on Limited Negative semantics, This paperextends induction of simple examples to that of generalized ones and presents 3 criteria on accepting inductive hypothe-ses in order to fit for different goals of induction. The relation between inductive hypotheses and background knowledgeis also established in this Paper. The conclusions in this paper are helpful to implement learning algorithms and to ex-tend application fields of ILP. 展开更多
关键词 machine learning INDUCTIVE logic PROGRAMMING generalized EXAMPLES INDUCTIVE hypotheses
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Two Hypotheses of “Melanization” on Electrogalvanized Steel Surface
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作者 Ning LT, Derui ZHOU and Deyu LI Dept. of Applied Chemistry, Harbin Institute of Technology, Harbin 150001, China Kurachi Mitsuo Kyoto University, Kyoto 606-8283, Japan E-mail: liningt@ihw.com.cn 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2001年第3期343-345,共3页
Melanization is harmful to the lightness of galvanized steel surface and also reduces the bonding force between a paint coat and the steel sheet. Experimental results showed that the hypothesis of Zn-Pb codeposition d... Melanization is harmful to the lightness of galvanized steel surface and also reduces the bonding force between a paint coat and the steel sheet. Experimental results showed that the hypothesis of Zn-Pb codeposition does not hold true, while the fact that PbSO4 micelles in sulfate bath settle on the coating surface support the second hypothesis. The authors come to the conclusions that (1) Any measure to eliminate PbSO4 micelles before or after passivation of the coating will prevent melanization; (2) PbSO4 micelles adsorbed on the surface of passivated film promote the growth of oxygen-deficient Zn oxide and result in the generation of melanization. 展开更多
关键词 Two hypotheses of MELANIZATION PB
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Sequential Test of Fuzzy Hypotheses
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作者 Mohammad Ghasem Akbari 《Open Journal of Statistics》 2011年第2期87-92,共6页
In testing statistical hypotheses, as in other statistical problems, we may be confronted with fuzzy concepts. This paper deals with the problem of testing hypotheses, when the hypotheses are fuzzy and the data are cr... In testing statistical hypotheses, as in other statistical problems, we may be confronted with fuzzy concepts. This paper deals with the problem of testing hypotheses, when the hypotheses are fuzzy and the data are crisp. We first give new definitions for notion of mass (density) probability function with fuzzy parameter, probability of type I and type II errors and then state and prove the sequential probability ratio test, on the basis of these new errors, for testing fuzzy hypotheses. Numerical examples are also provided to illustrate the approach. 展开更多
关键词 CANONICAL FUZZY Number FUZZY hypotheses Type I and II ERROR SIZES SEQUENTIAL PROBABILITY Ratio Test
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Why It Is Problematic to Calculate Probabilities of Findings Given Range Null Hypotheses
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作者 David Trafimow 《Open Journal of Statistics》 2017年第3期483-499,共17页
An important problem with null hypothesis significance testing, as it is normally performed, is that it is uninformative to reject a point null hypothesis [1]. A way around this problem is to use range null hypotheses... An important problem with null hypothesis significance testing, as it is normally performed, is that it is uninformative to reject a point null hypothesis [1]. A way around this problem is to use range null hypotheses [2]. But the use of range null hypotheses also is problematic. Aside from the usual issues of whether null hypothesis significance tests can be justified at all, there is an issue that is specific to range null hypotheses. It is not straightforward how to calculate the probability of the data given a range null hypothesis. The traditional way is to use the single point that maximizes the obtained p-value. The Bayesian alternative is to propose a prior probability distribution and integrate across it. Because frequentists and Bayesians disagree about a variety of issues, especially those pertaining to whether it is permissible to assign probabilities to hypotheses, and what gets lost in the shuffle is that the two camps actually come to different answers for the probability of the data given a range null hypothesis. Because the probability of the data given the hypothesis is a precursor for both camps, for drawing conclusions about hypotheses, different values for this probability for the different camps is crucial but seldom acknowledged. The goal of the present article is to bring out the problem in a manner accessible to researchers without strong mathematical or statistical backgrounds. 展开更多
关键词 RANGE hypotheses One-Tailed Test RANGE NULL HYPOTHESIS Uninformative hypotheses
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Consistent Criteria for checking Hypotheses
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作者 Laura Eliauri Malkhaz Mumladze Zurab Zerakidze 《Journal of Mathematics and System Science》 2013年第10期514-518,共5页
This paper we study a consistent criterion for checking Hypotheses. Given definition of consistent criterion for checking hypotheses for family probability measures which were defined by Z. Zerakidze (see 5). We pro... This paper we study a consistent criterion for checking Hypotheses. Given definition of consistent criterion for checking hypotheses for family probability measures which were defined by Z. Zerakidze (see 5). We prove the necessary and sufficient conditions are obtained for the existence of consistent criteria of hypotheses. For example we clearly build of a consistent criteria for checking hypotheses. 展开更多
关键词 Consistent criterion ORTHOGONAL SEPARABLE hypotheses.
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Constrained Bayesian Method for Testing the Directional Hypotheses
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作者 Kartlos J. Kachiashvili N. K. Bansal I. A. Prangishvili 《Journal of Mathematics and System Science》 2018年第4期96-118,共23页
The paper discusses the generalization of constrained Bayesian method (CBM) for arbitrary loss functions and its application for testing the directional hypotheses. The problem is stated in terms of false and tru... The paper discusses the generalization of constrained Bayesian method (CBM) for arbitrary loss functions and its application for testing the directional hypotheses. The problem is stated in terms of false and true discovery rates. One more criterion of estimation of directional hypotheses tests quality, the Type III errors rate, is considered. The ratio among discovery rates and the Type III errors rate in CBM is considered. The advantage of CBM in comparison with Bayes and frequentist methods is theoretically proved and demonstrated by an example. 展开更多
关键词 CBM Bayesian test hypotheses testing false discovery rate type error rate.
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Hypotheses of "Harmonious Man": The Humanity Upgrade of Management and It's Sustainability Significance
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作者 SHunzhong XIA Guizhen YANG Yizhen WANG 《International English Education Research》 2015年第9期52-55,共4页
Hypotheses of humanity is the logical premise and foundation of institution design and perfect. "Political man" had boosted the sprout of ancient democracy polity, "economic man" has accelerated the development of... Hypotheses of humanity is the logical premise and foundation of institution design and perfect. "Political man" had boosted the sprout of ancient democracy polity, "economic man" has accelerated the development of market economy in immediate and modern times, "free man" described the blueprint of future society, and "harmonious man" will promote the construction of harmonious society and the development of management to conducting oneself so as to serve others. The article explains the theory headstream, abstract ways, basic intension and sustainability effect to the hypotheses of"harmonious man". 展开更多
关键词 humanity hypotheses harmonious man conducting oneself so as to serve others sustainability.
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Reasons for Modern Warming:Hypotheses and Facts
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作者 Nikolai Nikolaevich Zavalishin 《Journal of Atmospheric Science Research》 2022年第1期11-17,共7页
Two hypotheses of modern warming are considered:natural and anthro­pogenic.The probabilities of each of them are compared.It is proved that the hypothesis of natural warming is much more likely than the hypothesi... Two hypotheses of modern warming are considered:natural and anthro­pogenic.The probabilities of each of them are compared.It is proved that the hypothesis of natural warming is much more likely than the hypothesis of anthropogenic warming.It is shown that the displacement of the Sun from the center of mass of the solar system directly affects the temperature of the surface atmosphere in the synoptic regions of Eurasia.This result corresponds to the model of E.P.Borysenkov with variations of the solar constant or,equivalently,with variations of the Bond albedo. 展开更多
关键词 hypotheses NATURAL ANTHROPOGENIC Temperature Lower atmosphere ALBEDO Solar displacement
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Island biogeography theory and the habitat heterogeneity jointly explain global patterns of Rhododendron diversity
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作者 Yanwei Guan Yongru Wu +4 位作者 Zheng Cao Zhifeng Wu Fangyuan Yu Haibin Yu Tiejun Wang 《Plant Diversity》 SCIE CAS CSCD 2024年第5期565-574,共10页
Mountain biodiversity is of great importance to biogeography and ecology.However,it is unclear what ecological and evolutionary processes best explain the generation and maintenance of its high levels of species diver... Mountain biodiversity is of great importance to biogeography and ecology.However,it is unclear what ecological and evolutionary processes best explain the generation and maintenance of its high levels of species diversity.In this study,we determined which of six common hypotheses(e.g.,climate hypotheses,habitat heterogeneity hypothesis and island biogeography theory)best explain global patterns of species diversity in Rhododendron.We found that Rhododendron diversity patterns were most strongly explained by proxies of island biogeography theory(i.e.,mountain area)and habitat heterogeneity(i.e.,elevation range).When we examined other relationships important to island biogeography theory,we found that the planimetric area and the volume of mountains were positively correlated with the Rhododendron diversity,whereas the‘mountains-to-mainland’distance was negatively correlated with Rhododendron diversity and shared species.Our findings demonstrate that Rhododendron diversity can be explained by island biogeography theory and habitat heterogeneity,and mountains can be regarded as islands which supported island biogeography theory. 展开更多
关键词 Mountain biodiversity RHODODENDRON Island biogeography theory Habitat heterogeneity Biogeographical hypotheses Plant diversity
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Linguistic Hypotheses Concerning Natural Language Understanding 被引量:1
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作者 袁毓林 《Social Sciences in China》 1995年第4期131-142,218,共13页
关键词 ROCK Linguistic hypotheses Concerning Natural Language Understanding
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EM algorithm and its application to testing hypotheses
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作者 房祥忠 陈家鼎 《Science China Mathematics》 SCIE 2003年第5期718-723,共6页
The conventional method for testing hypotheses is to find an exact or asymptotic distributionof a test statistic. But when the model is complex and the sample size is small, difficulty often arises. Thispaper aims to ... The conventional method for testing hypotheses is to find an exact or asymptotic distributionof a test statistic. But when the model is complex and the sample size is small, difficulty often arises. Thispaper aims to present a method for finding maximum probability with the help of EM algorithm. For any fixedsample size, this method can be used not only to obtain an accurate test but also to check the real level ofa test which is build by large sample theory. Especially, while doing this, one needs neither the accurate norasymptotic distribution of the test statistic. So the method is easily performed and is especially useful for small samples. 展开更多
关键词 TEST of hypotheses EM algorithm MAXIMUM probability SMALL sample recursivealgorithm.
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A Class of Asymptotically Optimal Sequential Tests for Composite Hypotheses'
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作者 陈家鼎 FredJ.Hickernell 《Science China Mathematics》 SCIE 1994年第11期1314-1324,共11页
Suppose that X has density f(x,θ)=exp(θx-ψ(θ)} (with respect to some measure v),where θ∈(θ,θ),∞≤θ≤+∞.Consider the problem of testing the hypothesis θ≤θ0 against θ≥θ1 for some given θ0 and θ1 (θ&... Suppose that X has density f(x,θ)=exp(θx-ψ(θ)} (with respect to some measure v),where θ∈(θ,θ),∞≤θ≤+∞.Consider the problem of testing the hypothesis θ≤θ0 against θ≥θ1 for some given θ0 and θ1 (θ<θ0<θ1<θ).A class of truncated sequential tests is introduced with type Ⅰ and type Ⅱ error probabilities not exceeding a and β,respectively.The expected sample sizes of these tests are shown to be asymptotically minimal for all θ as α+β↓0 展开更多
关键词 SEQUENTIAL testing COMPOSITE hypotheses ASYMPTOTICALLY optimal STOCHASTIC process of EXPONENTIAL type.
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Molecular group dynamics study on slip flow of thin fluid film based on the Hamaker hypotheses
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作者 ZHOU JianFeng, SHAO ChunLei & GU BoQin College of Mechanical and Power Engineering, Nanjing University of Technology, Nanjing 210009, China 《Science China(Technological Sciences)》 SCIE EI CAS 2010年第7期1833-1838,共6页
The thin fluid film was assumed to consist of a number of spherical fluid molecular groups and the attractive forces of molecular group pairs were calculated by the derived equation according to the three Hamaker homo... The thin fluid film was assumed to consist of a number of spherical fluid molecular groups and the attractive forces of molecular group pairs were calculated by the derived equation according to the three Hamaker homogeneous material hypotheses. Regarding each molecular group as a dynamics individual, the simulation method for the shearing motion of multilayer fluid molecular groups, which was initiated by two moving walls, was proposed based on the Verlet velocity iterative algorithm. The simulations reveal that the velocities of fluid molecular groups change about their respective mean velocities within a narrow range in steady state. It is also found that the velocity slips occur at the wall boundary and in a certain number of fluid film layers close to the wall. Because the dimension of molecular group and the number of group layers are not restricted, the hypothetical thickness of fluid film model can be enlarged from nanometer to micron by using the proposed simulation method. 展开更多
关键词 Hamaker hypotheses MOLECULAR GROUP VELOCITY SLIP LENNARD-JONES potential
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S.D. Krashen's Language Acquisition Theory and the Teaching of Business English Reading
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作者 谭莉 《海外英语》 2015年第4期116-116,119,共2页
This paper first illustrates S.D. Krashen's language acquisition theory, especially two of his five hypotheses as well as the guidance of these theories towards the teaching of business English reading for student... This paper first illustrates S.D. Krashen's language acquisition theory, especially two of his five hypotheses as well as the guidance of these theories towards the teaching of business English reading for students majored in business English. 展开更多
关键词 S.D.Krashen LANGUAGE ACQUISITION theory hypotheses the TEACHING of BUSINESS English READING
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Two rare gastric hamartomatous inverted polyp cases suggest the pathogenesis of growth 被引量:8
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作者 Hirohito Mori Hideki Kobara +6 位作者 Takaaki Tsushimi Shintaro Fujihara Noriko Nishiyama Tae Matsunaga Maki Ayaki Tatsuo Yachida Tsutomu Masaki 《World Journal of Gastroenterology》 SCIE CAS 2014年第19期5918-5923,共6页
Gastric hamartomatous inverted polyps(GHIP)are difficult to diagnose accurately because of inversion into the submucosal layer.GHIP are diagnosed using the pathological characteristics of the tumor,including the fibro... Gastric hamartomatous inverted polyps(GHIP)are difficult to diagnose accurately because of inversion into the submucosal layer.GHIP are diagnosed using the pathological characteristics of the tumor,including the fibroblast cells,smooth muscle,nerve components,glandular hyperplasia,and cystic gland dilatation.Although Peutz-Jeghers syndrome,juvenile polyposis,and Cowden disease are hereditary,it is rare to encounter 2 cases of monostotic and asymptomatic gastric hamartomas.The pathogeneses of hamartomatous inverted polyps and inverted hyperplastic polyps remain controversial because of the paucity of reported cases.There are 3 hypotheses regarding the pathogenesis of complete gastric inverted polyps.Based on our experience with 2 successive,rare GHIP cases,we affirm the hypothesis that after a hamartomatous change occurs in the submucosal layer,some of these components are exposed to the gastric mucosa and,consequently,form a hypertrophic lesion.In Case 1,our hypothesis explains why a tiny hypertrophic change was first detected on the top of the submucosal tumor using a detailed narrow band imaging-magnified endoscopy.There was no confirmation that the milky white mucous and calcification structures were exuding directly from the biopsy site like Case 1,and in Case 2 the presence of this mucous was indirectly confirmed during an endoscopic submucosal dissection(ESD).Regarding the pathogenesis of GHIP,a submucosal hamartomatous change may occur prior to the growth of hypertrophic portions.An en bloc resection using ESD is recommended for treatment. 展开更多
关键词 Hamartomatous inverted polyps hypotheses of pathogenesis Milky white mucous Endoscopic submucosal dissection Pathological findings
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Multi-target tracking algorithm of boost-phase ballistic missile defense 被引量:2
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作者 Kangsheng Tian Feng Zhang 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2013年第1期90-100,共11页
Considering the problem of multiple ballistic missiles tracking of boost-phase ballistic missile defense, a boost-phase tracking algorithm based on multiple hypotheses tracking (MHT) concept is proposed. This paper ... Considering the problem of multiple ballistic missiles tracking of boost-phase ballistic missile defense, a boost-phase tracking algorithm based on multiple hypotheses tracking (MHT) concept is proposed. This paper focuses on the tracking algo- rithm for hypothesis generation, hypothesis probability calculation, hypotheses reduction and pruning and other sectors. From an engineering point of view, a technique called the linear assignment problem (LAP) used in the implementation of M-best feasible hypotheses generation, the number of the hypotheses is relatively small compared with the total number that may exist in each scan, also the N-scan back pruning is used, the algorithm's efficiency and practicality have been improved. Monte Carlo simulation results show that the proposed algorithm can track the boost phase of multiple ballistic missiles and it has a good tracking performance compared with joint probability data association (JPDA). 展开更多
关键词 ballistic missile multiple hypotheses tracking (MHT) linear assignment problem (LAP) hypothesis pruning.
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A NEW DATA ASSOCIATION ALGORITHM USING PROBABILITY HYPOTHESIS DENSITY FILTER 被引量:2
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作者 Huang Zhipei Sun Shuyan Wu Jiankang 《Journal of Electronics(China)》 2010年第2期218-223,共6页
Probability Hypothesis Density (PHD) filtering approach has shown its advantages in tracking time varying number of targets even when there are noise,clutter and misdetection. For linear Gaussian Mixture (GM) system,P... Probability Hypothesis Density (PHD) filtering approach has shown its advantages in tracking time varying number of targets even when there are noise,clutter and misdetection. For linear Gaussian Mixture (GM) system,PHD filter has a closed form recursion (GMPHD). But PHD filter cannot estimate the trajectories of multi-target because it only provides identity-free estimate of target states. Existing data association methods still remain a big challenge mostly because they are com-putationally expensive. In this paper,we proposed a new data association algorithm using GMPHD filter,which significantly alleviated the heavy computing load and performed multi-target trajectory tracking effectively in the meantime. 展开更多
关键词 Multi-target trajectory tracking Probability Hypothesis Density (PHD) Gaussian mixture ((]M) model Multiple hypotheses detection Peak-to-track association
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The Application of Input Theory to English Classroom Teaching
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作者 刘坤 李四清 《海外英语》 2015年第18期214-215,218,共3页
Early in the 1980s,Stephen Krashen has proposed a comprehensive and overall Input Theory that explains how the second language is acquired.It is still very referential to present English classroom teaching.In this ess... Early in the 1980s,Stephen Krashen has proposed a comprehensive and overall Input Theory that explains how the second language is acquired.It is still very referential to present English classroom teaching.In this essay,applications of Input Theory to English classroom teaching are developed from six aspects,involving the nature of second language acquisition,comprehensible input and so on. 展开更多
关键词 INPUT THEORY FIVE hypotheses English LANGUAGE teaching CLASSROOM INSTRUCTION applications
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Analysis of Krashen's Affective Filter Hypothesis
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作者 赵静 《海外英语》 2011年第8X期281-283,共3页
Affective filter hypothesis is one of Krashen's five hypotheses on Second Language Acquisition (SLA), and it states that a number of affective variables play a very important role in Second Language Acquisition. B... Affective filter hypothesis is one of Krashen's five hypotheses on Second Language Acquisition (SLA), and it states that a number of affective variables play a very important role in Second Language Acquisition. Based on the introduction of affective filter hypothesis, this paper will analyze the significance and shortcomings of this hypothesis. 展开更多
关键词 Krashen’s FIVE hypotheses AFFECTIVE filter HYPOTHESIS SIGNIFICANCE and SHORTCOMINGS
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