The Ontology for Biomedical Investigations (OBI) is an ontology that provides terms with precisely defined meanings to describe all aspects of how investigations in the biological and medical domains are conducted. OBI re-uses ontologies that provide a representation of biomedical knowledge from the Open Biological and Biomedical Ontologies (OBO) project and adds the ability to describe how this knowledge was derived. We here describe the state of OBI and several applications that are using it, such as adding semantic expressivity to (...) existing databases, building data entry forms, and enabling interoperability between knowledge resources. OBI covers all phases of the investigation process, such as planning, execution and reporting. It represents information and material entities that participate in these processes, as well as roles and functions. Prior to OBI, it was not possible to use a single internally consistent resource that could be applied to multiple types of experiments for these applications. OBI has made this possible by creating terms for entities involved in biological and medical investigations and by importing parts of other biomedical ontologies such as GO, Chemical Entities of Biological Interest (ChEBI) and Phenotype Attribute and Trait Ontology (PATO) without altering their meaning. OBI is being used in a wide range of projects covering genomics, multi-omics, immunology, and catalogs of services. OBI has also spawned other ontologies (Information Artifact Ontology) and methods for importing parts of ontologies (Minimum information to reference an external ontology term (MIREOT)). The OBI project is an open cross-disciplinary collaborative effort, encompassing multiple research communities from around the globe. To date, OBI has created 2366 classes and 40 relations along with textual and formal definitions. The OBI Consortium maintains a web resource providing details on the people, policies, and issues being addressed in association with OBI. (shrink)

The development of the Functional Genomics Investigation Ontology (FuGO) is a collaborative, international effort that will provide a resource for annotating functional genomics investigations, including the study design, protocols and instrumentation used, the data generated and the types of analysis performed on the data. FuGO will contain both terms that are universal to all functional genomics investigations and those that are domain specific. In this way, the ontology will serve as the “semantic glue” to provide a common understanding of data (...) from across these disparate data sources. In addition, FuGO will reference out to existing mature ontologies to avoid the need to duplicate these resources, and will do so in such a way as to enable their ease of use in annotation. This project is in the early stages of development; the paper will describe efforts to initiate the project, the scope and organization of the project, the work accomplished to date, and the challenges encountered, as well as future plans. (shrink)

Intuitionistic dependence logic was introduced by Abramsky and Väänänen [1] as a variant of dependence logic under a general construction of Hodges’ (trump) team semantics. It was proven that there is a translation from intuitionistic dependence logic sentences into second order logic sentences. In this paper, we prove that the other direction is also true, therefore intuitionistic dependence logic is equivalent to second order logic on the level of sentences.

In this paper, we axiomatize the negatable consequences in dependence and independence logic by extending the systems of natural deduction of the logics given in [22] and [11]. We prove a characterization theorem for negatable formulas in independence logic and negatable sentences in dependence logic, and identify an interesting class of formulas that are negatable in independence logic. Dependence and independence atoms, first-order formulas belong to this class. We also demonstrate our extended system of independence logic by giving explicit derivations (...) for Armstrong's Axioms and the Geiger-Paz-Pearl axioms of dependence and independence atoms. (shrink)

A proposition is noncontingent, if it is necessarily true or it is necessarily false. In an epistemic context, ‘a proposition is noncontingent’ means that you know whether the proposition is true. In this paper, we study contingency logic with the noncontingency operator? but without the necessity operator 2. This logic is not a normal modal logic, because?→ is not valid. Contingency logic cannot define many usual frame properties, and its expressive power is weaker than that of basic modal logic over (...) classes of models without reflexivity. These features make axiomatizing contingency logics nontrivial, especially for the axiomatization over symmetric frames. In this paper, we axiomatize contingency logics over various frame classes using a novel method other than the methods provided in the literature, based on the ‘almost-definability’ schema AD proposed in our previous work. We also present extensions of contingency logic with dynamic operators. Finally, we compare our work to the related work in the fields of contingency logic and ignorance logic, where the two research communities have similar results but are apparently unaware of each other’s work. One goal of our paper is to bridge this gap. (shrink)

Inspired by the supervenience-determined consequence relation and the semantics of agreement operator, we introduce a modal logic of supervenience, which has a dyadic operator of supervenience as a sole modality. The semantics of supervenience modality very naturally correspond to the supervenience-determined consequence relation, in a quite similar way that the strict implication corresponds to the inference-determined consequence relation. We show that this new logic is more expressive than the modal logic of agreement, by proposing a notion of bisimulation for the (...) latter. We provide a sound proof system for the new logic. We lift onto more general logics of supervenience. Related to this, we address an interesting open research direction listed in the literature, by comparing propositional logic of determinacy and noncontingency logic in expressive powers and axiomatizing propositional logic of determinacy over various classes of frames. We also obtain an alternative axiomatization for propositional logic of determinacy over universal models. (shrink)

Under the clear and thoughtful editorship of Ruiping Fan, The Renaissance of Confucianism in Contemporary China provides new and highly substantive insights into the emergence of a renewed, relevant, and perceptively engaged Confucianism in 21st century China. Through the vibrantly diverse essays contained in this volume, and in cogent overview through Fan’s introduction, one learns that Confucianism is thoroughly misunderstood, if it is seen only through Western lenses. It cannot be absorbed into that rights-based “global” discourse that has been the (...) West’s troubled inheritance from the Enlightenment. Extraordinarily thoughtful Chinese voices are found in this volume that converse with each other in serious and revealing ways. Should genuine exchange continue to develop between Western thinkers and Chinese Confucians, The Renaissance of Confucianism in Contemporary China will surely be an indispensable pathway into those core issues, moral and social, that will unavoidably be encountered as China and the West advance further into the 21st century. -/- -/- Stephen A. Erickson, Professor of Philosophy and the E. Wilson Lyon Professor of the Humanities, Pomona College, USA -/- -/- The Renaissance of Confucianism in Contemporary China features an important school of Confucianism in Mainland China today, “Political Confucianism,” powerfully articulated by Jiang Qing, author of the leading article in this volume. “Political Confucianism” is unique: on the “Political” side, it rejects many core values of liberalism, the dominant political ideology in the West; and on the “Confucianism” side, it rejects the one-sided emphasis on the inner sageliness of “New Confucianism” developed in Hong Kong and Taiwan in the last century. In this volume, the programmatic essay by Jiang Qing is followed by penetrating essays, either further expanding on or critically examining various themes of Jiang’s original essay, by eminent scholars, many of whom are committed Confucians themselves. The volume concludes with an informative biography of Jiang Qing. It is a must-read for anyone who is interested in learning about the situation of Confucianism in contemporary China in particular and about Confucianism or contemporary China in general. -/- -/- Yong HUANG, Chief Editor, Dao: A Journal of Comparative Philosophy -/- This is the most important recent study of Chinese culture and political theory. It offers a rich insight into the renaissance of authentic Confucian commitments in contemporary China and the foundationally different moral and political direction that it proposes for China’s future. The essays Fan brings together tie the power of China’s rich past to the prospect of a China quite different from what the West envisages. It is a “must-read” for anyone seeking to understand China in the 21st century. -/- -/- David Solomon, W.P. and H.B. White Director of the Center for Ethics and Culture, University of Notre Dame. (shrink)

In recent years, knowledge management has been utilized as an essential strategy to foster the creation of organizational intellectual capital. Organizational intellectual capital can be derived both individually and collectively in the process to create, store, share, acquire, and apply personal and organizational knowledge. However, some organizations only focus on the development of public good, despite the concerns arising from individuals' self-interest or possible risks. The different concern of individual and collective perspectives toward knowledge management inevitably leads to ethical conflicts (...) and ethical culture in the organization (Jarvenpaa et al., J Manage Inf Syst 14(4): 29-64, 1998; Ruppel and Harrington, IEEE Trans Prof Commun 44(l): 37-52, 2000). The purpose of this study is to examine the ethical climate within the organization and its possible influence on members' evaluation, satisfaction, engagement, and job performance with respect to knowledge management practice. The research results reveal that several types of organizational ethical climate coexist in the organization and have different degrees of influence on employees' attitude as well as participation in knowledge management activities. In this article, we argue the importance of organizational ethical climate and highlight the implications of such a climate for facilitating knowledge management. (shrink)

Is guanxi ethical? This question is largely ignored in the existing literature. This paper examines the ethical dimension of guanxi by focusing on the consequences of guanxi in business, from ethically misgiving behaviour to outright corruption. Guanxi may bring benefits to individuals as well as the organisations they represent but these benefits are obtained at the expenses of other individuals or firms and thus detrimental to the society. As guanxi has an impact on the wider public other than the guanxi (...) parties, it must be studied in the context of all stakeholders. It can be argued that guanxi is an inevitable evil under the current political and socio-economic systems in China. Its role and importance in business life will be diminished as the country moves towards an open market system. (shrink)

Truth-telling to competent patients is widely affirmed as a cardinal moral and biomedical obligation in contemporary Western medical practice. In contrast, Chinese medical ethics remains committed to hiding the truth as well as to lying when necessary to achieve the family's view of the best interests of the patient. This essay intends to provide an account of the framing commitments that would both justify physician deception and have it function in a way authentically grounded in the familist moral concerns of (...) Confucianism. It reflects on the moral conditions and possibilities for sustaining a Confucian understanding of truth-telling and consent in mainland China. (shrink)

This essay proposes that subcultural practices such as gossip and fan writing are feminist epistemologies that can form radical archive inquiry and knowledge production, and creative outputs. Drawing on feminist new materialism and archive theory, I develop a set of principles for practice-based research methodologies that incorporate a researcher's intersubjective relationship with archive matter and consider the production of knowledge from such research as forms of tabulation. Fabulation here is seen as part of a critically transgressive epistemological stance that expands (...) feminist critiques of universalising master narratives and archive orthodoxies. My proposition, formed in part through a residency in the Woman's Art Library in London, is to name such research gestures ‘archive fanfiction’, where experimental and practice-oriented method moves with feminist politics and activism. (shrink)

This essay explores a proper Confucian vision on genetic enhancement. It argues that while Confucians can accept a formal starting point that Michael Sandel proposes in his ethics of giftedness, namely, that children should be taken as gifts, Confucians cannot adopt his generalist strategy. The essay provides a Confucian full ethics of giftedness by addressing a series of relevant questions, such as what kind of gifts children are, where the gifts are from, in which way they are given, and for (...) what purpose they are given. It indicates that Confucians should sort out different types of enhancement and bring them to the test of the Confucian values in terms of both Confucian virtue principles and specific ritual rules. It concludes that Confucians can accept some types of enhancement but must reject others. (shrink)

A novel fuzzy control scheme with adaptation algorithms is developed for robot manipulators’ system. At the beginning, one adjustable parameter is introduced in the fuzzy logic system, the robot manipulators system with uncertain nonlinear terms as the master device and a reference model dynamic system as the slave robot system. To overcome the limitations such as online learning computation burden and logic structure in conventional fuzzy logic systems, a parameter should be used in fuzzy logic system, which composes fuzzy logic (...) system with updated parameter laws, and can be formed for a new fashioned adaptation algorithms controller. The error closed-loop dynamical system can be stabilized based on Lyapunov analysis, the number of online learning computation burdens can be reduced greatly, and the different kinds of fuzzy logic systems with fuzzy rules or without any fuzzy rules are also suited. Finally, effectiveness of the proposed approach has been shown in simulation example. (shrink)

We introduce a herbrandized functional interpretation of a first-order semi-intuitionistic extension of Heyting Arithmetic and study its main properties. We then extend the interpretation to a certain system of second-order arithmetic which includes a (classically false) formulation of the FAN principle and weak König's lemma. It is shown that any first-order formula provable in this system is classically true. It is perhaps worthy of note that, in our interpretation, second-order variables are interpreted by finite sets of natural numbers.

Operators can be compared in at least two respects: expressive strength and deductive strength. Inspired by Hintikka’s treatment of question embedding verbs, the variations of noncontingency operator, and also the various combinations of modal operators and Boolean connectives, we propose a logic with strong noncontingency operator as the only primitive modality. The novel operator is deductively but not expressively stronger than both noncontingency operator and essence operator, and expressively but not deductively weaker than the necessity operator. The frame-definability power of (...) this new logic is in between standard modal logic and noncontingency logic. A notion of bisimulation is proposed to characterize this logic within standard modal logic and first-order logic. Axiomatizations over various frame classes are presented, among which the minimal logic is related to the treatment of an alternative semantics of the agreement operator proposed by Lloyd Humberstone. (shrink)

The rise in the recent Western pattern of surrogate decision making is not a necessary result of an increase in the number of elderly with decreased competence; it may rather manifest the dominant Western vision of human life and relations. From a comparative philosophical standpoint, the Western pattern of medical decision making is individualistic, while the Chinese is familistic. These two distinct patterns may reflect two different comprehensive perspectives on human life and relations, disclosing a foundational difference that can be (...) seen in the Aristotelian account of friendship and the Confucian account of humanity. The contemporary development of surrogate decision making in the West may illustrate a general tendency toward the Aristotelian account, while the Chinese approaches are congruent with the Confucian view. Also explored are some merits of the Chinese approach to family decision making for health care. (shrink)

This essay indicates that Confucian family-based ethics is by no means a stumbling block to organ donation in China. We contend that China should not change to an opt-out consent system in order to enhance donation because a “hard” opt-out system is unethical, and a “soft” opt-out system is unhelpful. We argue that the recently-introduced familist model of motivation for organ donation in mainland China can provide a proper incentive for donation. This model, and the family priority right that this (...) model supports, is ethically justifiable in terms of Confucian family-based ethics. (shrink)

The completeness of the axiomatization of contingency logic over symmetric frames has been thought of as a nontrivial job, the unimodal case of which cannot be generalized to the finitely multimodal case, which in turn cannot be generalized to the infinitely multimodal case. This paper deals with the completeness of symmetric contingency logic with unlimitedly many modalities, no matter whether the set of modalities is finite or infinite.

This paper presents a model based on stacked denoising autoencoders in deep learning and adaptive affinity propagation for bearing fault diagnosis automatically. First, SDAEs are used to extract potential fault features and directly reduce their high dimension to 3. To prove that the feature extraction capability of SDAEs is better than stacked autoencoders, principal component analysis is employed to compare and reduce their dimension to 3, except for the final hidden layer. Hence, the extracted 3-dimensional features are chosen as the (...) input for adAP cluster models. Compared with other traditional cluster methods, such as the Fuzzy C-mean, Gustafson–Kessel, Gath–Geva, and affinity propagation, clustering algorithms can identify fault samples without cluster center number selection. However, AP needs to set two key parameters depending on manual experience—the damping factor and the bias parameter—before its calculation. To overcome this drawback, adAP is introduced in this paper. The adAP clustering algorithm can find the available parameters according to the fitness function automatic. Finally, the experimental results prove that SDAEs with adAP are better than other models, including SDAE-FCM/GK/GG according to the cluster assess index and the classification error rate. (shrink)

Healthcare systems in Singapore, Hong Kong, and mainland China are strikingly distinct from those in the West. Economically speaking, each of the aforementioned Eastern systems relies in great measure on private expenditures supplemented by savings accounts. Western nations, on the other hand, typically exhibit government funding and wariness about healthcare savings accounts. This essay argues that these and other differences between Pacific Rim healthcare systems and Western systems should be assessed in light of background Confucian commitments operating in the former. (...) In the Confucian context, bioethics and healthcare policy have a unique content, texture, and set of implications that often affront Western assumptions about the appropriate individual autonomy of patients and the appropriate character of social safety nets for healthcare. (shrink)

There is a perennial and universal concern about the "self." The question of "who I am" is a necessary step on the path of self-awakening. The Ancient Greek aphorism "know thyself" was inscribed in the forecourt of the Temple of Apollo at Delphi and has been widely praised. Within the philosophical scope of the "self," the problem of personal persistence or personal identity has attracted a great deal of attention and has been discussed extensively in the Western philosophical tradition. The (...) problem is as follows: how can we ensure that those "I"s that exist at different times, play different roles, present different appearances, and have different thoughts are the same person? For example, I am a scholar; I am a... (shrink)

This paper is a response to Nicholas Dixon's defence of the moderate partisan as the ideal fan of team sports. For Dixon, the moderate partisan is someone who combines a partisan fan's loyalty for a particular team with a purist fan's desire to see fair and skilful play by all participants. My aim is to argue that there is no ideal fan of team sports. In particular, there is nothing specially commendable about the moderate partisan's loyalty that justifies the claim (...) to be the ideal fan. There are many other ways of being a fan than being a purist or a partisan as described by Dixon. None of them is morally superior to the other, assuming that they meet basic requirements of respect for others and for fair play. I argue that the commitment of partisan fans to particular teams is better explained by other values than the moral virtue of loyalty. A better explanation and justification of partisanship, and indeed of fan interest in sport generally, is found in the human attachment to narrative as a way of creating meaning in our lives. (shrink)

Across the world, socio-economic forces are shifting the locus of long-term care from the family to institutional settings, producing significant moral, not just financial costs. This essay explores these costs and the distortions in the role of the family they involve. These reflections offer grounds for critically questioning the extent to which moral concerns regarding long-term care in Hong Kong and in mainland China are the same as those voiced in the United States, although family resemblances surely exist. Chinese moral (...) values such as virtue and filial piety embedded in a Confucian moral and social context cannot be recast without distortion in terms of modern Western European notions. The essay concludes that the Confucian resources must be taken seriously in order to develop an authentic Chinese bioethics of long-term care and a defensible approach to long-term care policy for contemporary society in general and Chinese society in particular. (shrink)

Contingency and accident are two important notions in philosophy and philosophical logic. Their meanings are so close that they are mixed up sometimes, in both daily life and academic research. This indicates that it is necessary to study them in a unified framework. However, there has been no logical research on them together. In this paper, we propose a language of a bimodal logic with these two concepts, investigate its model-theoretical properties such as expressivity and frame definability. We axiomatize this (...) logic over various classes of frames, whose completeness proofs are shown with the help of a crucial schema. The interactions between contingency and accident can sharpen our understanding of both notions. Then we extend the logic to a dynamic case: public announcements. By finding the required reduction axioms, we obtain a complete axiomatization, which gives us a good application to Moore sentences. (shrink)

Prior studies report that the business group structure and the associated intra-group capital flows are prone to conflicts of interest between controlling shareholders and minority investors. Yet business group is a prevalent and stable structure around the globe, particularly where capital markets are underdeveloped. Using data from China, this paper empirically studies the trade-off between the negative and positive roles played by intra-group capital flows and tests the efficiency implications of such trade-off. We find that from the perspective of the (...) whole group, intra-group capital flows are most efficient when the groups are least subject to conflicts of interest between controlling shareholders and minority shareholders and when they face strong external financing constraints. (shrink)

The existence and uniqueness of a maximum point for a continuous real—valued function on a metric space are investigated constructively. In particular, it is shown, in the spirit of reverse mathematics, that a natural unique existence theorem is equivalent to the fan theorem.

This paper proposes an innovative ducted fan aerial manipulator, which is particularly suitable for the tasks in confined environment, where traditional multirotors and helicopters would be inaccessible. The dynamic model of the aerial manipulator is established by comprehensive mechanism and parametric frequency-domain identification. On this basis, a composite controller of the aerial platform is proposed. A basic static robust controller is designed via H-infinity synthesis to achieve basic performance, and an adaptive auxiliary loop is designed to estimate and compensate for (...) the effect acting on the vehicle from the manipulator. The computer simulation analyses show good stability of the aerial vehicle under the manipulator motion and good tracking performance of the manipulator end effector, which verify the feasibility of the proposed aerial manipulator design and the effectiveness of the proposed controller, indicating that the system can meet the requirements of high precision operation tasks well. (shrink)

In the water area monitoring of the traditional wireless sensor networks, the monitoring data are mostly transmitted to the base station through multihop. However, there are many problems in multihop transmission in traditional wireless sensor networks, such as energy hole, uneven energy consumption, unreliable data transmission, and so on. Based on the high maneuverability of unmanned aerial vehicles, a mobile data collection scheme is proposed, which uses UAV as a mobile sink node in WSN water monitoring and transmits data wirelessly (...) to collect monitoring node data efficiently and flexibly. In order to further reduce the energy consumption of UAV, the terminal nodes are grouped according to the dynamic clustering algorithm and the nodes with high residual energy in the cluster are selected as cluster head nodes. Then, according to the characteristics of sensor nodes with a certain range of wireless signal coverage, the angular bisection method is introduced on the basis of the traditional ant colony algorithm to plan the path of UAV, which further shortens the length of the mobile path. Finally, the effectiveness and correctness of the method are proved by simulation and experimental tests. (shrink)

The paper is a contribution to intuitionistic reverse mathematics. We introduce a formal system called Basic Intuitionistic MathematicsBIM, and then search for statements that are, over BIM, equivalent to Brouwer’s Fan Theorem or to its positive denial, Kleene’s Alternative to the Fan Theorem. The Fan Theorem is true under the intended intuitionistic interpretation and Kleene’s Alternative is true in the model of BIM consisting of the Turing-computable functions. The task of finding equivalents of Kleene’s Alternative is, intuitionistically, a nontrivial extension (...) of the task of finding equivalents of the Fan Theorem, although there is a certain symmetry in the arguments that we shall try to make transparent. We introduce closed-and-separable subsets of Baire space N\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${\mathcal{N}}$$\end{document} and of the set R\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${\mathcal{R}}$$\end{document} of the real numbers. Such sets may be compact and also positively noncompact. The Fan Theorem is the statement that Cantor space C\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${\mathcal{C}}$$\end{document}, or, equivalently, the unit interval [0, 1], is compact and Kleene’s Alternative is the statement that C\documentclass[12pt]{minimal} \usepackage{amsmath} \usepackage{wasysym} \usepackage{amsfonts} \usepackage{amssymb} \usepackage{amsbsy} \usepackage{mathrsfs} \usepackage{upgreek} \setlength{\oddsidemargin}{-69pt} \begin{document}$${\mathcal{C}}$$\end{document}, or, equivalently, [0, 1], is positively noncompact. The class of the compact closed-and-separable sets and also the class of the closed-and-separable sets that are positively noncompact are characterized in many different ways and a host of equivalents of both the Fan Theorem and Kleene’s Alternative is found. (shrink)

This essay argues that the Chinese Mental Health Act of 2013 is overly individualistic and fails to give proper moral weight to the role of Chinese families in directing the process of decision-making for hospitalizing and treating the mentally ill patients. We present three types of reactions within the medical community to the Act, each illustrated with a case and discussion. In the first two types of cases, we argue that these reactions are problematic either because they comply with the (...) law but undermine the patient’s interests by refusing the family’s request to have the patient hospitalized, or violate the law by hospitalizing patients in response to the real concerns of their families. In the third type of situation, psychiatrists inappropriately encourage families to produce evidence of the patient’s behavior that is harmful to self or others in order legally to commit the patient. Each of these problems, we conclude, should be tackled by supplementing Article 30 of the Act with the stipulation that a psychiatrist may authorize the involuntary hospitalization of a patient, who is not at risk of causing physical harm to self or others, with the consent of all major family members. Drawing on the deeply culturally embedded moral traditions of Confucian medical familism, this proposal would facilitate the proper treatment of a significant number of Chinese mentally ill patients under the care of their families. (shrink)

This article proposes the axiomatizations of contingency logics of various natural classes of neighborhood frames. In particular, by defining a suitable canonical neighborhood function, we give sound and complete axiomatizations of monotone contingency logic and regular contingency logic, thereby answering two open questions raised by Bakhtiari, van Ditmarsch, and Hansen. The canonical function is inspired by a function proposed by Kuhn in 1995. We show that Kuhn’s function is actually equal to a related function originally given by Humberstone.

Humor refers to the quality of being amusing. With the development of artificial intelligence, humor recognition is attracting a lot of research attention. Although phonetics and ambiguity have been introduced by previous studies, existing recognition methods still lack suitable feature design for neural networks. In this paper, we illustrate that phonetics structure and ambiguity associated with confusing words need to be learned for their own representations via the neural network. Then, we propose the Phonetics and Ambiguity Comprehension Gated Attention network (...) to learn phonetic structures and semantic representation for humor recognition. The PACGA model can well represent phonetic information and semantic information with ambiguous words, which is of great benefit to humor recognition. Experimental results on two public datasets demonstrate the effectiveness of our model. (shrink)