• Title/Summary/Keyword: model semantics

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PC-SAN: Pretraining-Based Contextual Self-Attention Model for Topic Essay Generation

  • Lin, Fuqiang;Ma, Xingkong;Chen, Yaofeng;Zhou, Jiajun;Liu, Bo
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.14 no.8
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    • pp.3168-3186
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    • 2020
  • Automatic topic essay generation (TEG) is a controllable text generation task that aims to generate informative, diverse, and topic-consistent essays based on multiple topics. To make the generated essays of high quality, a reasonable method should consider both diversity and topic-consistency. Another essential issue is the intrinsic link of the topics, which contributes to making the essays closely surround the semantics of provided topics. However, it remains challenging for TEG to fill the semantic gap between source topic words and target output, and a more powerful model is needed to capture the semantics of given topics. To this end, we propose a pretraining-based contextual self-attention (PC-SAN) model that is built upon the seq2seq framework. For the encoder of our model, we employ a dynamic weight sum of layers from BERT to fully utilize the semantics of topics, which is of great help to fill the gap and improve the quality of the generated essays. In the decoding phase, we also transform the target-side contextual history information into the query layers to alleviate the lack of context in typical self-attention networks (SANs). Experimental results on large-scale paragraph-level Chinese corpora verify that our model is capable of generating diverse, topic-consistent text and essentially makes improvements as compare to strong baselines. Furthermore, extensive analysis validates the effectiveness of contextual embeddings from BERT and contextual history information in SANs.

Ontology Design for Solver Reuse in Web Services Based Model Management Systems

  • Lee, Keun-Woo;Huh, Soon-Young
    • Proceedings of the KAIS Fall Conference
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    • 2003.11a
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    • pp.65-69
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    • 2003
  • As complex mathematical models are increasingly adopted for business decision-making, difficulties arise in reusing solvers (i.e., model solving algorithms) against diverse models and data sets and thus the collaboration among users (model/solver builders and decision makers) in multiple departments becomes very difficult. To facilitate the solver reuse, this paper adopts the Web services technologies as the base technologies for linking the solvers to the models, both of which are created on different modeling paradigms and different system platforms, in unified system architecture. Specifically, this paper focuses on designing an ontology that represents the interfacing semantics of the model-solver interactions in a general and standardized form. By referring to the ontology, a model management system (MMS) can autonomously suggest a set of compatible solvers and apply them to individual models even though the decision makers are not knowledgeable enough about all the details of the models and the solvers. Thus, this Web services based MMS would improve the reusability of the solvers by relieving the decision makers from the risk of erroneous application of a solver to syntactically and semantically incompatible models and the burden of considerable understanding of model and solver semantics.

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Conceptual Data Modeling: Entity-Relationship Models as Thinging Machines

  • Al-Fedaghi, Sabah
    • International Journal of Computer Science & Network Security
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    • v.21 no.9
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    • pp.247-260
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    • 2021
  • Data modeling is a process of developing a model to design and develop a data system that supports an organization's various business processes. A conceptual data model represents a technology-independent specification of structure of data to be stored within a database. The model aims to provide richer expressiveness and incorporate a set of semantics to (a) support the design, control, and integrity parts of the data stored in data management structures and (b) coordinate the viewing of connections and ideas on a database. The described structure of the data is often represented in an entity–relationship (ER) model, which was one of the first data-modeling techniques and is likely to continue to be a popular way of characterizing entity classes, attributes, and relationships. This paper attempts to examine the basic ER modeling notions in order to analyze the concepts to which they refer as well as ways to represent them. In such a mission, we apply a new modeling methodology (thinging machine; TM) to ER in terms of its fundamental building constructs, representation entities, relationships, and attributes. The goal of this venture is to further the understanding of data models and enrich their semantics. Three specific contributions to modeling in this context are incorporated: (a) using the TM model's five generic actions to inject processing in the ER structure; (b) relating the single ontological element of TM modeling (i.e., a thing/machine or thimac) to ER entities and relationships; and (c) proposing a high-level integrated, extended ER model that includes structural and time-oriented notions (e.g., events or behavior).

Extending Semantic Image Annotation using User- Defined Rules and Inference in Mobile Environments (모바일 환경에서 사용자 정의 규칙과 추론을 이용한 의미 기반 이미지 어노테이션의 확장)

  • Seo, Kwang-won;Im, Dong-Hyuk
    • Journal of Korea Multimedia Society
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    • v.21 no.2
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    • pp.158-165
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    • 2018
  • Since a large amount of multimedia image has dramatically increased, it is important to search semantically relevant image. Thus, several semantic image annotation methods using RDF(Resource Description Framework) model in mobile environment are introduced. Earlier studies on annotating image semantically focused on both the image tag and the context-aware information such as temporal and spatial data. However, in order to fully express their semantics of image, we need more annotations which are described in RDF model. In this paper, we propose an annotation method inferencing with RDFS entailment rules and user defined rules. Our approach implemented in Moment system shows that it can more fully represent the semantics of image with more annotation triples.

Web Service-based Enactment Architecture for the Efficient Process Execution (효율적인 프로세스 실행을 위한 웹서비스 기반의 실행 아키텍처)

  • Yun, Ho-Seong;Jeong, Ji-Su;Choe, In-Jun
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2004.05a
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    • pp.710-713
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    • 2004
  • There have been numerous research and development efforts to automate business processes or execute business processes automatically. Especially, Web service is considered to be one of the most promising technologies. Existing Web service composition languages such as BPEL (Business Process Execution Language) and BPML (Business Process Modeling Language) do not provide full semantic support for business processes. This paper proposes a 3-layer model that consists of business process layer and service layer which can seamlessly integrates business process semantics with service semantics. The proposed model and architecture will enable effective management of business processes as well-defined corporate assets, services that execute tasks to achieve goals of business processes, and software components that comprise services.

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Object-Oriented Simulation of Container Terminal using a DEVS Formalism (DEVS 형식론을 이용한 컨테이너터미널의 객체지향 시뮬레이션에 관한 연구)

  • 성경빈;정희균;박용욱;이철영
    • Journal of Korean Port Research
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    • v.14 no.1
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    • pp.47-55
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    • 2000
  • In order to cope with the changes of container terminal situation in these days, many simulation studies for container terminal have been accomplished. But previous simulation studies using simulation language have limitations in model representation and difficulties in modeling of large scaled container terminal system. To make these problems better, this paper addresses an object-oriented simulation of container terminal system using a DEVS formalism. The DEVS(Discrete Event System Specification) formalism, developed by Zeigler, supports specification of discrete event system in a hierarchical and modular manner. The formalism provides a mathematical basis for studying discrete event systems with better understood and sounder semantics. In a step of system modeling, a DEVS formalism aims at the exact system modeling that has a basis of semantics and utilizing the object-oriented manner can flexibly cope with the changes of system environment. In this study a model is developed and verified through the simulation of some alternatives.

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A Study on Ontology Architecture for FRSAD Model (온톨로지 구조로 표현된 FRSAD 모형에 관한 연구)

  • Lee, Hye-Won
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.23 no.1
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    • pp.5-26
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    • 2012
  • Mapping FRSAD and other ontology models intends to suggest a higher knowledge level that is independent of any information implementation system or specific context, and to endeavor to focus on the semantics, knowledge structures, subject access, and interoperability. Providing an application of FRSAD model to information environment and representing and sharing the information within the library sector and beyond, there needs encoding scheme for knowledge representation. This study suggested an OWL based ontology architecture for FRSAD model and demonstrated the pilot FRSAD ontology model using Prot$\acute{e}$g$\acute{e}$ software.

A Formal Specification and Accuracy Checking of 2+1 View Integrated Metamodel Using Z and Object-Z (Z/Object-Z 사용한 2+1 View 통합 메타모델의 정형 명세와 명확성 검사)

  • Song, Chee-Yang
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.15 no.1
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    • pp.449-459
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    • 2014
  • The proposed 2+1 view integrated metamodel defined formerly with a graphical class model can not be guaranteed the syntactic clarity and accuracy precisely for the metamodel due to the informal specification. This paper specifies the syntactic semantics formally for the 2+1 view integrated metamodel using Z and Object-Z and checks the accuracy of the metamodel with Z/Eves tool. The formal specification is expressed in Z and Object-Z schema separately for syntax and statics semantics of the 2+1 view integrated metamodel, which applying the converting rule between class model and Z/Object-Z. The accuracy of the Z specification for the metamodel is verified using Z/Eves tool, which can check the syntax, type, and domain of the Z specification. The transformation specification and checking of the 2+1 view integrated metamodel can help establish more accurate the syntactic semantics of its construct and check the accuracy of the metamodel.

Automatic Translations for Model Checking of LD Programs (LD 프로그램의 모델 체킹을 위한 자동변환)

  • Kwon, Min-Hyuk;Shin, Seung-Cheol
    • Journal of KIISE:Computing Practices and Letters
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    • v.16 no.2
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    • pp.201-206
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    • 2010
  • PLCs are special purpose microcontrollers used in most automatic control systems such as plants, embedded systems, and intelligent buildings. LD is one of the most popular languages among PLC languages. For now LD programs are mainly verified by simulation and testing which has a lot of limitation. This paper describes how to translate a given LD program into an input of a model checker so that LD program is verified by model checking. We define formal semantics of LD programs and SMV models and specify a formal definition of the translation function which preserves semantics between LD programs and SMV models.

A Study on the application of ergonomic information within the thought of design semantics (디자인 의미론적 사고에서의 인간 공학적 정보 적용에 관한 연구)

  • Yoon, Yeong
    • Archives of design research
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    • v.21
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    • pp.123-136
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    • 1997
  • The work of design needs not only a lot of scientific information, but also a artistic sensitivity. Designers require abundant imagination to translate the information of the design, into the Gestaltung. Particularly, the translation of ergonomic information into the elements and grammar of the Gestaltung needs an interface. In order to consider the theoretical possibility for this, a view of fundamental notions, the function of design semantics and ergonomic problems in the design process were analyzed. The purpose of this study is the exploration and relevance of the theoretical model for human factors and design semantics, to see if they could be harmonized as a system of a new design method.

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