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An ontology driven matchmaking process

An ontology driven matchmaking process

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Intelligent Automation and Control Trends, Principles, and Applications - International Symposium on Intelligent Automation and Control, ISIAC - Sixth Biannual World Automation Congress, WAC 2004

作者： Mohaghegh, Shahrouz Razzazi, Mohammad Reza Software Research and Development Laboratory IT and Computer Engineering Department Amirkabir University of Technology

ISBN: (纸本)1889335223

This paper presents a novel approach to deal with online recruitment problem. We propose a multi-agent matchmaking approach which focuses on the ontology as a pivotal component to drive the entire process of matchmaking. A special kind of skill ontology is created which enables the conceptual similarity detection between different kinds of skills. This ontology consists of soft skills, hard skills, and semantic weighted relationships among these skills. We also propose an ontology-based matchmaking algorithm which achieves the advantage of locality and efficiency.

关键词： Computer science

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An ontology driven matchmaking process

An ontology driven matchmaking process

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Proceedings of the Biannual World Automation Congress

作者： S. Hohaghegh M. Reza Razzazi Software Research & Development Laboratory IT & Computer Engineering Department Amirkabir University of Technology IT & Computer Engineering Department Amirkabir University of Technology Iran

关键词： Ontologies Recruitment Resumes Learning automata Quality of service Resource management Intelligent agent Multidimensional systems Throughput Data models

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Pair-programming effect on developers productivity

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4th International Conference on Extreme Programming and Agile Processes in software engineering, XP 2003

作者： Heiberg, Sven Puus, Uuno Salumaa, Priit Seeba, Asko University of Tartu Research Engineer Cybernetica Estonia University of Tartu Head of Laboratory Cybernetica Estonia University of Tartu Software Engineering Specialist University of Tartu Estonia Helsinki University of Technology Software Development Manager Cybernetica Estonia

ISBN: (纸本)3540402152

This paper gives an overview of a pair-programming experiment designed to verify how pair-programming affects programmer’s technical productivity. The experiment took place at the Institute of Computer Science, University of Tartu (UT), Estonia. The paper includes the problem statement, description of the experimental design, the experiment results, and a discussion about the validity of the results. During the experiment pair-programming worked well in getting early testable programming results, pair-programmers and non-pair-programmers performed with similar final results. © Springer-Verlag Berlin Heidelberg 2003.

关键词： Productivity

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A new and practical approach to secure mobile agent server development

A new and practical approach to secure mobile agent server d...

引用

IEEE Conference on Wireless Communications and Networking

作者： M.R. Razzazi J. Chamanara Software System Research and Development Laboratory Computer Engineering Department Amirkabir University of Technology슠 Tehran Iran

This paper presents a secure agent server named J-SAS. J-SAS is a secure and distributed execution environment for mobile agents. The core of the J-SAS is an agent virtual machine fulfilling the same functions as a traditional host machine. J-SAS considers the agent as an autonomous entity with execution code, state, specification and certification parts. J-SAS provides mobility, state dependency, run time code altering, and communications facilities. J-SAS consists of two main parts: agent gateway (AgG) and agent server (AgS). AgG is responsible for receiving agent through HTTP, authentication and delivering it with a passport to AgS. On the other side, AgS gets the agent, checks its passport, translates its code to safe code, initializes its state and runs it in a secure environment. Using resource allocation algorithms, ACL and authentication, J-SAS shows a good defensive mood against unauthorized read/write, denial of service and masquerading attacks.

关键词： Mobile agents Network servers Java software systems research and development Virtual machining Authentication Certification Mobile communication Web server

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A method for validating frequently revised specifications having open parts

A method for validating frequently revised specifications ha...

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IEEE Region 10 International Conference TENCON

作者： R. Yamamoto S. Tsuruta T. Onoyama K. Oyanagi Systems Development Laboratory Hitachi and Limited Kawasaki Japan Research & Development Department Hitachi Software Engineering Company Limited Yokohama Japan

SET (Secure Electronic Transactions) is a credit payment protocol on the Internet. The SET specification has open parts in order to flexibly cope with various users' business requirements. Security requirements are also a kind of business requirements. Due to such open parts of the SET specification, the currently provided "compliance test" is not sufficient for assuring interoperability, though this test can verify whether the implementation of products complies with the SET specification. However, the ideal "interoperability test" is not practical. Thus, an informal but practical validation method, called a "step-wise prototyping method", is proposed to solve these problems through prototyping for various business applications. This method can validate the interoperability of products complying with the SET specification, or it can validate the SET specification itself, through a supplementary "compliance test". As a conclusion, the validation of business protocols on the Internet, such as SET, whose specification is frequently revised and has a large degree of open parts, has a serious problem which needs to be solved. Our proposed method can give a solution to that problem.

关键词： Testing Protocols Internet Prototypes Credit cards Joining processes Laboratories Security Strontium Marketing and sales

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GA applied method for interactively optimizing a large-scale distribution network

GA applied method for interactively optimizing a large-scale...

引用

IEEE Region 10 International Conference TENCON

作者： T. Onoyama K. Oyanagi S. Kubota S. Tsuruta Research & Development Department Hitachi Software Engineering Company Limited Yokohama Japan Systems Development Laboratory Hitachi and Limited Kawasaki Japan

Based on experimental comparison, this paper discusses approximate solution methods of the medium-scale traveling salesman problem (TSP) that suit repetitive use in interactive simulation for globally optimizing a large-scale distribution network. For example, such a nationwide distribution network consists of approximate 1000 trucks. So, the optimization of such a distribution network needs repetitive interactive simulations, in each of which about 1000 TSPs are automatically solved after changing such conditions as the area division and the truck allocation and a human user waits and checks the results totally. Therefore, our proposed method applied genetic algorithms (GA), guarantees interactive responsiveness and realizes experts' level accuracy, through enabling to solve 1000 middle scale TSPs for a distribution network within 30 seconds within 3% errors. Experimental results proved that the proposed method enables to optimize a large-scale distribution network.

关键词： Optimization methods Large-scale systems Humans Delay software engineering Production facilities Cities and towns Traveling salesman problems Genetic algorithms Job shop scheduling

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Concept of validation and its tool for intelligent systems

Concept of validation and its tool for intelligent systems

引用

IEEE Region 10 International Conference TENCON

One problem in applying intelligent methods to real applications is to validate their expertise. Turing test approaches are useful in validating intelligent systems. Nevertheless, validation burdens experts with a heavy task. A concept called the "bi-directional, many-sided explanation typed multi-step validation method", which enables the sharing of validation tasks among experts, knowledge engineers and computers, is proposed to diminish this load. The principal characteristics of the validation tool are as follows: 1) effective and anonymous bidirectional interactive functions by way of a virtual anonymous ID, which enables the protection of the experts' social position; 2) a response accelerator that greatly improves the responsiveness of many-sided explanations by providing an experts' validation server to fetch and store large volumes of information in advance; and 3) a validation process management function that detects delays in busy expert validation processes.

关键词： Intelligent systems Delay Scheduling software engineering Application software System testing Knowledge engineering Logistics Product liability Protection

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A method for solving nested combinatorial optimization problems - a case of optimizing a large-scale distribution network

A method for solving nested combinatorial optimization probl...

引用

IEEE International Conference on Systems, Man and Cybernetics

作者： T. Onoyama S. Kubota K. Oyanagi S. Tsuruta Research & Development Department Hitachi Software Engineering Company Limited Yokohama Japan Systems Development Laboratory Hitachi and Limited Kawasaki Japan

The optimization of a large-scale distribution network is considered to be a nested combinatorial problem consisting of the following steps: (1) the decision about part delivery volume per part manufacturer; (2) the decision about depots and trucks for the transportation of parts; and (3) the generation of delivery routes for each truck. In such a nested combinatorial problem, a high-level and mathematically strict optimization is desirable as the first step. In addition, at each step, human multi-sided inspection is desired, which requires interactive simulation. Thus, for the first step, a method using linear programming (LP) is proposed. For the second and third steps, a method using a genetic algorithm (GA) is proposed. The latter guarantees interactive responsiveness and realizes expert-level accuracy, through enabling the solution of 1000 mid-scale traveling salesman problems (TSPs) for a distribution network within 30 seconds and within a 3% error. Experimental results proved that the proposed method enables the optimization of a nationwide large-scale distribution network.

关键词： Optimization methods Large-scale systems Manufacturing Transportation Humans Inspection Linear programming Genetic algorithms Delay Traveling salesman problems

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Delivery route scheduling method combining knowledge-base with general algorithms

Delivery route scheduling method combining knowledge-base wi...

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IEEE International Conference on Systems, Man and Cybernetics

作者： S. Tsuruta E. Ohsugi H. Naoe T. Onoyama Public Systems Department Systems Engineering Division Hitachi and Limited Chiyoda Tokyo Japan 1st Research Department Systems Development Laboratory Hitachi and Limited Kawasaki Japan Research & Development Department Hitachi Software Engineering Company Limited Yokohama Japan

To overcome the difficulties in acquiring experts' know-how as well as to realize more efficient deliveries, a delivery route scheduling method that combines a knowledge base with general algorithms is proposed. This method combines the knowledge base and the general algorithms by means of a "conceptual map" of experts' knowledge integrated into the map data, and they are combined using a goal-oriented knowledge architecture with a user interface, where the goal and its achievement strategies are selectable. Due to such a combination of flexible and selectable knowledge, this method can automatically generate efficient delivery routes, which are also safe, considerate of the residents and their environment, and/or respect the precedented routes. This method basically interfaces between the AI part and the general algorithm part only by way of the above-mentioned "conceptual map" data. The general algorithm part does not need to be modified if expertise, areas and times change. As a result, the system using this method can be easily extended and/or modified to be used, for example, in various areas from over-populated super-cities to countryside conservation. The proposed method can be generally applied to delivery route generation for parcels, mail, packages and parts necessary for production or maintenance.

关键词： Scheduling algorithm Job shop scheduling Costs Artificial intelligence Packaging Laboratories Postal services Operations research Manufacturing Environmental factors

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Hybrid method for a postal delivery route generation

Hybrid method for a postal delivery route generation

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IEEE Region 10 International Conference TENCON

作者： S. Tsuruta K. Ohsugi Y. Toyama T. Onoyama Public Systems Department Systems Engineering Division Hitachi and Limited Chiyoda Tokyo Japan 1st Research Department Systems Development Laboratory Hitachi and Limited Kawasaki Japan Research & Development Department Hitachi Software Engineering Company Limited Yokohama Japan

To overcome the difficulties in the successful expertise of postal delivery and to make postal delivery more efficient and safe, a hybrid method for postal delivery route generation, integrating expertise with general algorithms, was proposed. Owing to this method, our system is able to automatically generate efficient delivery routes, which are also safe, considerate of the residents and their environment, and/or respect precedents or previous routes. Thus, this system can be used in various areas, from over-populated super-cities to conventional countryside areas. Furthermore, in the proposed method, the knowledge processing part and the general algorithm part are connected only by data called a "conceptual map", and the latter part is independent of domain knowledge that differs depending on experts, areas and time. Therefore, only the AI part needs modification in order to use this system in the various areas of offices or companies, and to use it for a long time.

关键词： Hybrid power systems Costs Systems engineering and theory Artificial intelligence Postal services Environmental factors Optimization methods Inference algorithms Laboratories Cities and towns

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