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Linear inferential Modeling: Theoretical Perspectives, Extensions, and Comparative Analysis

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Intelligent Control and Automation 2012年第4期3卷 376-389页

作者： Muddu Madakyaru Mohamed N. Nounou Hazem N. Nounou Chemical Engineering Program Texas A & M University at Qatar Doha Qatar Electrical and Computer Engineering Program Texas A & M University at Qatar Doha Qatar

inferential models are widely used in the chemical industry to infer key process variables, which are challenging or expensive to measure, from other more easily measured variables. The aim of this paper is three-fold: to present a theoretical review of some of the well known linear inferential modeling techniques, to enhance the predictive ability of the regularized canonical correlation analysis (RCCA) method, and finally to compare the performances of these techniques and highlight some of the practical issues that can affect their predictive abilities. The inferential modeling techniques considered in this study include full rank modeling techniques, such as ordinary least square (OLS) regression and ridge regression (RR), and latent variable regression (LVR) techniques, such as principal component regression (PCR), partial least squares (PLS) regression, and regularized canonical correlation analysis (RCCA). The theoretical analysis shows that the loading vectors used in LVR modeling can be computed by solving eigenvalue problems. Also, for the RCCA method, we show that by optimizing the regularization parameter, an improvement in prediction accuracy can be achieved over other modeling techniques. To illustrate the performances of all inferential modeling techniques, a comparative analysis was performed through two simulated examples, one using synthetic data and the other using simulated distillation column data. All techniques are optimized and compared by computing the cross validation mean square error using unseen testing data. The results of this comparative analysis show that scaling the data helps improve the performances of all modeling techniques, and that the LVR techniques outperform the full rank ones. One reason for this advantage is that the LVR techniques improve the conditioning of the model by discarding the latent variables (or principal components) with small eigenvalues, which also reduce the effect of the noise on the model prediction. The

关键词： inferential Modeling Latent Variable Regression Regularized Canonical Correlation Analysis Distillation Columns

The Application of inferential Model in Context Selection of Discourse Coherence

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海外英语 2012年第21期 219-221页

作者：董淑新长春工程学院外语学院吉林长春13002

The selection of context is not random but limited by linguistic communicators'cognitive *** &Wilson propose a more persuasive inferential model on the basis of Grice's *** think language communication is a de ductive and inferential process in which the communicators deal with the information in the context,a set of assumptions,and finally infer the *** a discourse is the work of language and the product of the process of linguistic communication,the inferential model will also adapt to the discourse *** the inferential model as its basic analyzing framework,this paper puts discourse in a dynamic communicative process to investigate how the discourse receiver selects the context to make the com munication succeed.

关键词： inferential model optimal relevance discourse cohe

Latent Variable Regression for Supervised Modeling and Monitoring

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IEEE/CAA Journal of Automatica Sinica 2020年第3期7卷 800-811页

作者： Qinqin Zhu Department of Chemical Engineering University of WaterlooON N2L 3G1Canada

A latent variable regression algorithm with a regularization term(r LVR) is proposed in this paper to extract latent relations between process data X and quality data Y. In rLVR,the prediction error between X and Y is minimized, which is proved to be equivalent to maximizing the projection of quality variables in the latent space. The geometric properties and model relations of rLVR are analyzed, and the geometric and theoretical relations among r LVR, partial least squares, and canonical correlation analysis are also presented. The rLVR-based monitoring framework is developed to monitor process-relevant and quality-relevant variations simultaneously. The prediction and monitoring effectiveness of rLVR algorithm is demonstrated through both numerical simulations and the Tennessee Eastman(TE) process.

关键词： Data analytics inferential monitoring latent variable regression regularization

Eco’s Semiotic Narrative of The Mysterious Flame of Queen Loana

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Comparative Literature:East & West 2016年第1期 84-97页

作者： Weijun WANG Jinan University

埃科是一位身兼多重身份的学者与作家,惯于在小说创作中实践自己的符号-阐释学理论。他的第五部长篇小说《洛安娜女王的神秘火焰》,是其小说创作与理论完美结合的又一典范。通过小说独特的符号叙事,埃科表达了记忆与书籍、自我与历史之... 详细信息

埃科是一位身兼多重身份的学者与作家,惯于在小说创作中实践自己的符号-阐释学理论。他的第五部长篇小说《洛安娜女王的神秘火焰》,是其小说创作与理论完美结合的又一典范。通过小说独特的符号叙事,埃科表达了记忆与书籍、自我与历史之间微妙的关系,以及他对这些关系与经验的理解,反映了埃科深刻的历史观与文学观。

关键词： Eco Queen 神秘火焰 interpretation 阐释学 inferential himself signs journey scholarly

A Study on Translation Process Based on Relevance TheoryA Study on Translation Process Based on Relevance Theory

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科教导刊 2015年第8X期 144-145页

作者：吴竞 Harbin University of Commerce Haerbin

Relevance theory belongs to the field of pragmatics. Translation is a kind of communicative activity in nature. In the frame of relevance theory, translation is the process of cognition and inference. This paper focuses on the study of translation process on the basis of relevance theory in order to improve the practice of translation.

关键词： pragmatics inferential relevance translator lingual cognition intention discourse convey interpretation

A New Maximum Test via the Dependent Samples t-Test and the Wilcoxon Signed-Ranks Test

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Applied Mathematics 2014年第1期5卷 110-114页

作者： Saverpierre Maggio Shlomo S. Sawilowsky Department of Evaluation and Research Wayne State University Detroit USA Department of Psychology University of Windsor Windsor Canada Department of Evaluation and Research Wayne State University Detroit USA

A maximum test in lieu of forcing a choice between the two dependent samples t-test and Wilcoxon signed-ranks test is proposed. The maximum test, which requires a new table of critical values, maintains nominal α while guaranteeing the maximum power of the two constituent tests. Critical values, obtained via Monte Carlo methods, are uniformly smaller than the Bonferroni-Dunn adjustment, giving it power superiority when testing for treatment alternatives of shift in location parameter when data are sampled from non-normal distributions.

关键词： Maximum Test Dependent Samples t-Test Wilcoxon Signed-Ranks Test Bonferroni-Dunn Adjustment Experiment-Wise Type I Error inferential Statistics Monte Carlo Method

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溯因推理与语用推理

溯因推理与语用推理

作者：刘丽西南师范大学

学位级别：硕士

“许多语用学家认为语用推理无法用形式系统来刻画,只能用非形式的甚至是隐喻性的语汇来描述。因此,较之形式语义学与形式句法学的发展,语用学的形式化研究无疑是相对滞后的”(蒋严,2002:19)。格莱斯(1975)的理论虽然奠定了推理语用学... 详细信息

“许多语用学家认为语用推理无法用形式系统来刻画,只能用非形式的甚至是隐喻性的语汇来描述。因此,较之形式语义学与形式句法学的发展,语用学的形式化研究无疑是相对滞后的”(蒋严,2002:19)。格莱斯(1975)的理论虽然奠定了推理语用学的基础,但他的会话理论却并未得到全面的、具一定影响的形式刻画。无独有偶,对关联理论推理机制的形式刻画也鲜有尝试,更谈不上完美全面。要想揭示语用推理的本质,还需要作大量的研究。论文探讨语用推理的逻辑实质,并将溯因推理与语用推理特别是Grice理论和关联理论的语用原则相对照,认为语用推理就是溯因推理在言语交际中的具体应用,而语用原则就是具体的溯因制约原则。语用推理包括溯因、演绎和归纳,是动态的溯因—演绎—归纳的逻辑整合过程。皮尔士提出在传统的归纳演绎逻辑推理之外,还有一种独特的逻辑推理形式一溯因推理。这一概念首先由皮尔士在1868年提出,最初他称之为假设。它既不同于从个别到一般的归纳,也不同于从一般到个别的演绎,它是从规则和结果推导出个案的一种可能的推理。在后期著作中,他进一步提出这三种推理构成科学探究(知识获得)的三个阶段。根据皮尔士的理论,每个科学研究(或知识获得)由对“令人惊讶的事实”观察开始。在第一个阶段,溯因推理提出一个可能假设以解释事实为什么发生;第二个阶段,演绎从该假设(大前提)得出新结论;第三阶段,归纳对新结论进行检验(Fann,1970:10)。溯因推理也被认为是寻求最佳解释的推理。

关键词：语用推理语用原则皮尔士形式语义学 inferential Peirce conversational 推理机制格莱斯 interpretation

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原交际忠实翻译论

原交际忠实翻译论

作者：王建国广东外语外贸大学

学位级别：硕士

This thesis, starting from a review of the two translation approaches: meaning-based and intention-based, argues that the former has been abandoned by translation scholars for their despair with the uncertainty and indeterminacy of meaning. The latter, as this author observes, is an invention of Chinese scholars. It is in fact a variety of the former, for it not only lacks a sound theoretical framework and also fails to distinguish the two concepts: meaning and intention.Within the framework of RT, this thesis puts forward a third translation approach-the original-communication oriented translation approach, arguing that translation as a means of communication is composed of two acts: Act I between the author and the SR (the translator), and Act II between the translator and the TR;Act II should be faithful to all the elements of Act I , that is, the original communication rather than one or two of its elements as claimed by some scholars. In this vein, the Principle of Equal inferential Distance in Translating is formulated: The translator should make Act II be faithful to Act I , with a full representation of the assumptions made by the author towards his intended readership, keeping an equal distance in inferring the author's informative intention between the SR and the TR. In this thesis the Principle has testified to the application to many aspects such as literary translation, translation quality assessment, translation teaching, translation coherence, and translation of vague language.Since the second act of a translational communication is an ostensive-inferential process, this thesis also examines the inferential clues for the translator and the inference constraints on the translator.

关键词：翻译论 translator intention inferential intended translated translating audience equivalence 西方翻译理论

模态逻辑GL的基于广义谢弗竖的分析性模态公理系统(英文)

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逻辑学研究 2016年第2期9卷 1-13页

作者：唐芳芳中国社会科学院马克思主义研究院

基于广义谢弗竖这种新算子,本文构造了模态逻辑GL的模态表列和分析性模态公理系统。广义谢弗竖是一种n元算子,为模态逻辑的表达式提供一种新记法,使分析性模态公理系统的陈述直接明了。由于谢弗竖是一种新算子,基于它的模态表列规则与... 详细信息

基于广义谢弗竖这种新算子,本文构造了模态逻辑GL的模态表列和分析性模态公理系统。广义谢弗竖是一种n元算子,为模态逻辑的表达式提供一种新记法,使分析性模态公理系统的陈述直接明了。由于谢弗竖是一种新算子,基于它的模态表列规则与通常的基于模态词和联结词的表列规则有所不同。分析性模态公理系统中的内定理证明很简单。因为分析性模态公理系统与模态表列之间存在某种对应关系,所以GL的分析性模态公理系统的完全性由GL的模态表列的完全性结果易证。GL的模态系统的完全性证明比较特殊,无法直接应用证明模态逻辑完全性的一般方法——典范模型方法,需要用一种过滤的方法挑出一些可能世界构造有穷模型。

关键词：模态逻辑分析性 GL 公理系统完全性 inferential 记法 frames 定理证明 branch