We present the design and implementation of a generic framework for cooperative multi-issue one-to-many negotiations for optimal service provisioning in collaborative disaster management information systems. The framework allows us to... more
We present the design and implementation of a generic framework for cooperative multi-issue one-to-many negotiations for optimal service provisioning in collaborative disaster management information systems. The framework allows us to define negotiation protocols, negotiation subjects, properties of negotiation subject issues, deal spaces, and utility functions of participant agents. This framework was integrated into a service oriented architecture for complex collaborative
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In this paper we present our approach and initial results for solving the Traveling Salesman Problem using Ant Colony Optimization on distributed multi-agent architectures. We introduce the framework including underlying architecture... more
In this paper we present our approach and initial results for solving the Traveling Salesman Problem using Ant Colony Optimization on distributed multi-agent architectures. We introduce the framework including underlying architecture design, algorithms and experimental setup. Then we present initial scalability results that we obtained with the implementation of the framework using JADE multi-agent platform on a high-speed cluster network.
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AbstractThis paper deals with adaptation provisioning with respect to learning styles in a Web-based educational system called WELSA. The novelty of the approach comes from using an integrative set of characteristics extracted from the... more
AbstractThis paper deals with adaptation provisioning with respect to learning styles in a Web-based educational system called WELSA. The novelty of the approach comes from using an integrative set of characteristics extracted from the main learning style models as ...
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AbstractLearning style represents an important concept in educational psychology, having a significant effect on the learning process. However, most of today's adaptive educational systems don't take into account this... more
AbstractLearning style represents an important concept in educational psychology, having a significant effect on the learning process. However, most of today's adaptive educational systems don't take into account this dimension of the student profile. Those that do, only rely on a ...
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This paper discusses a methodology for applying general-purpose first-order inductive learning to extract information from Web documents structured as unranked ordered trees. The methodology is applied to information extraction from... more
This paper discusses a methodology for applying general-purpose first-order inductive learning to extract information from Web documents structured as unranked ordered trees. The methodology is applied to information extraction from real-world HTML page sets that represent product information sheets, an important task in product data integration. The methodology addresses the problems of defining information extraction rules in the form of logic wrappers and mapping the task of learning these rules to general purpose first-order inductive learning.
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Global agent-based e-business environments have been proposed to enable dynamic trading between business partners. In particular, negotiation is a necessary and important activity to allow engagement of business parties in non-trivial... more
Global agent-based e-business environments have been proposed to enable dynamic trading between business partners. In particular, negotiation is a necessary and important activity to allow engagement of business parties in non-trivial business relationships. In this note we present our proposal for introducing a high-level declarative representation of negotiation mechanisms to facilitate creation, instantiation and use of negotiation services in such a global environment.
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For software agents to become part of e-commerce they have to be flexible—to engage in negotiations of forms which are not known in advance, and mobile—to migrate to remote locations. This note aims at combining flexibility with mobility... more
For software agents to become part of e-commerce they have to be flexible—to engage in negotiations of forms which are not known in advance, and mobile—to migrate to remote locations. This note aims at combining flexibility with mobility by joining rule-based mechanism representation with modular mobile agents. Furthermore, we focus on a more complete e-commerce scenario and address questions like: what happens before negotiations start and after they are finished, where from the purchase is actually made etc. Description of agent interactions in such a complete e-commerce scenario is presented.
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AbstractAdaptive Web-based educational systems are a continuously growing area of research. However, despite the relatively numerous approaches, adaptivity from the point of view of student learning styles is not properly addressed. We... more
AbstractAdaptive Web-based educational systems are a continuously growing area of research. However, despite the relatively numerous approaches, adaptivity from the point of view of student learning styles is not properly addressed. We therefore plan to create a ...
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In this note we present some considerations on the architecture, design and implementation of an agent-based service for automating auctions. We discuss conceptual architecture, types of agents, agent communication and design and... more
In this note we present some considerations on the architecture, design and implementation of an agent-based service for automating auctions. We discuss conceptual architecture, types of agents, agent communication and design and implementation issues. Some initial experimental results obtained using our proof-of-concept implementation are also included.
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In this note we present an intelligent way of organizing learning material in an adaptive educational hypermedia system. We describe the use of instructional metadata which facilitates both the detection of student learning style and the... more
In this note we present an intelligent way of organizing learning material in an adaptive educational hypermedia system. We describe the use of instructional metadata which facilitates both the detection of student learning style and the application of various adaptation techniques. The advantage of our approach is that it is independent of a particular learning style model. Furthermore, the author has to supply only the annotated learning content (the static description) while the adaptation logic (the dynamic description) is provided by the system.
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This paper discusses subsystem responsible for providing human resource adaptation through software-supported training in an agent-based virtual organization. Attention is focused on the requirements, functionalities and components of... more
This paper discusses subsystem responsible for providing human resource adaptation through software-supported training in an agent-based virtual organization. Attention is focused on the requirements, functionalities and components of this subsystem and its interactions with other parts of the system.
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Research Interests: Computer Architecture, Software Engineering, Information Management, Service Oriented Architecture, Engineering Management, and 12 moreAgent Based, Intelligent Agent, Information Flow, Software Agents, Ontologies, OWL, Time Management, Travel Industry, Data Transformation, Unified Modeling Language, E Commerce, and Electronic Commerce
The Web has become a major source of information that is easily accessible at low cost by individual and business consumers. Logic wrappers are a new technology that was proposed to help automate the task of data extraction from the Web.... more
The Web has become a major source of information that is easily accessible at low cost by individual and business consumers. Logic wrappers are a new technology that was proposed to help automate the task of data extraction from the Web. In this paper we present an approach for efficiently implementing logic wrappers with the help of XSLT transformation language. The approach was successfully applied in various application areas: collecting product features from product information sheets and mining travel resources as found on Web sites of online transaction brokers
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... proposal-id ?id) (submitter ?s) (role ?r) (auctionGoods ?a) (price ?p) (proposal-time ?t) ) (test (>= ?p (+ ?h ?bid-inc))) => assert (Blackboard ... Note that these facts have been currently adapted to represent English auctions... more
... proposal-id ?id) (submitter ?s) (role ?r) (auctionGoods ?a) (price ?p) (proposal-time ?t) ) (test (>= ?p (+ ?h ?bid-inc))) => assert (Blackboard ... Note that these facts have been currently adapted to represent English auctions (and will be appropriately modified to represent other ...
ECENTLY, we have proposed a model multi-agent e-commerce system that combined adaptability, mobility and intelligence [3, 4]. There, autonomous agents engaged in matchmaking, price negotiations and contracting (including actually... more
ECENTLY, we have proposed a model multi-agent e-commerce system that combined adaptability, mobility and intelligence [3, 4]. There, autonomous agents engaged in matchmaking, price negotiations and contracting (including actually purchasing ...
In this note we consider design of a learning provisioning subsystem for an agent-based virtual organization. Flexible delivery of learning content is based on matching of ontologically demarcated user profiles, domain specific knowledge... more
In this note we consider design of a learning provisioning subsystem for an agent-based virtual organization. Flexible delivery of learning content is based on matching of ontologically demarcated user profiles, domain specific knowledge and learning modules.
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The note reports on the current status of an implementation of a rule-based negotiation mechanism in a model e-commerce multi-agent system. Here, we briefly describe the conceptual architecture of the system and its initial implementation... more
The note reports on the current status of an implementation of a rule-based negotiation mechanism in a model e-commerce multi-agent system. Here, we briefly describe the conceptual architecture of the system and its initial implementation utilizing JADE and JESS. A particular negotiation scenario involving English auctions performed in parallel is also discussed.
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Agent technology is often claimed to be the most natural approach for automating e-commerce business processes. Despite these claims, up till now, the most successful e-commerce systems are still based on humans to make the most important... more
Agent technology is often claimed to be the most natural approach for automating e-commerce business processes. Despite these claims, up till now, the most successful e-commerce systems are still based on humans to make the most important decisions in various stages of an e-commerce transaction. Consequently, it is difficult to find successful actually implemented and working large-scale agent-based e-commerce applications to confirm agents superiority. Here, we discuss an abstract e-commerce environment that allows agents of different types to interact with each other and operate with an overarching goal of supporting an e-commerce transaction. A prototype system that implements this vision using JADE agent platform is also described. Finally, we report on experiments with the implemented system skeleton.