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    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Agent-Oriented Engineering of Trust Management Systems???</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Eva Zupancic</string-name>
          <email>eva.zupancic@fri.uni-lj.si</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Denis Trcek</string-name>
          <email>denis.trcek@fri.uni-lj.si</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Kuldar Taveter</string-name>
          <email>kuldar.taveter@ttu.ee</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Informatics, Tallinn University of Technology Raja 15</institution>
          ,
          <addr-line>12618 Tallinn</addr-line>
          ,
          <country country="EE">Estonia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Faculty of Computer and Information Science, University of Ljubljana Trzaska 25</institution>
          ,
          <addr-line>1000 Ljubljana</addr-line>
          ,
          <country country="SI">Slovenia</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>This article is concerned with the engineering of societal information systems where technical components of a system - software agents - support the social network around which the system is centered. By software agent, we mean an autonomous software entity that can act in the system, perceive events and reason [1]. In information systems, software agents work on behalf of their owners in order to achieve the goals set for the societal information system, such as \ nd a store with a minimal overall price for my shopping basket" [2]. As opposed to multiagent systems consisting of just software agents, we focus on sociotechnical systems, where each software agent is paired with it principal participating in a social network. For achieving the goals set for a sociotechnical system, agents interact and exchange knowledge. As socio-technical systems are generally large open distributed systems, the interactions may be performed between agents that are not known to each other. The agents make decisions based on information provided by other agents. Moreover, their success may depend on actions performed by other agents. The question arising here is as follows: (To what extent) should an agent representing its principal in a social network trust another agent representing another person? To answer this question, we propose to extend a socio-technical systems with a trust management subsystem. Because of the limited scope of this paper, we hereby provide an overview of a general model of a trust management subsystem using agent-oriented modeling (AOM) [1], which is an approach for developing sociotechnical systems.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>Analyzing and designing the trust management subsystem (TMsS) by AOM
consists of developing the following set of agent-oriented models: goal model,
organization model, domain model, agent models and acquaintance model,
interaction models, knowledge model, and scenarios. The goal model is shown in
Fig. 1. As it can be seen from Fig. 1, we assumed that the overall goal of the
TMsS is \Manage trust and reputation", which is further decomposed into the
\Assess trust" sub-goal, representing aspects of the evaluation of trust towards a
speci c agent, and \Express trusted behavior" sub-goal. The latter represents a
functional requirement of the TMsS enabling agents to express trusted behavior
by selectively sharing their knowledge with each other. For achieving the goals
described, the following three roles are required: Trustor, Trustee, and Owner,
whereby Trustor and Trustee are in a peer relationship with each other and are
both controlled by the Owner role. Additionally, AOM de nes quality goals that
represent non-functional requirements of the system, which are denoted with
cloud symbols.</p>
      <p>Minimal risk</p>
      <p>Manage trust
and reputation
Assess
trust</p>
      <p>trustEedxpbreehssavior
Owner
Aneaxplyezreiesnhcaersed Analbyezheacvaioprtured Transact infPourbmlaisthion
Fig. 1. Goal model for trust management sub-system.</p>
      <p>Trustee</p>
      <sec id="sec-1-1">
        <title>Decissiuopnpmoratking</title>
        <p>coEllaffbicoireanttion</p>
      </sec>
      <sec id="sec-1-2">
        <title>Imopfrionvteerdacqtuioanlisty</title>
        <p>Incentive for
good behavior
Trustor</p>
        <p>Analyze own
experiences
3</p>
      </sec>
    </sec>
    <sec id="sec-2">
      <title>Discussion</title>
      <p>
        In this paper we described the analysis and design of trust management
subsystems of socio-technical systems. The prototyped TMsS models trust relations
between software agents representing their owners. We are currently working on
the case study in the eHealth domain, where the main goal of the
sociotechnical system to be designed is to assist a patient with drugs consumption based
on the credibility of the physician who prescribed the drug and the evaluations
and recommendations by other patients. The main purpose of the TMsS
associated with this societal information system is to assess if the experiences of drug
consumption shared by other agents are trustworthy. For assessing
trustworthiness, trust assessments will be based on Qualitative Assessment Dynamics as it
considers human-centric issues in trust modeling [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ].
      </p>
      <p>The future work includes the development of agent behavior and service
models for the eHealth case study, as well as the implementation of agents for
the case study. With the help of the resulting simulations, we will then evaluate
the added value of the prototypical TMsS.</p>
    </sec>
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