27.06.2013 Views

Information and Knowledge Management using ArcGIS ModelBuilder

Information and Knowledge Management using ArcGIS ModelBuilder

Information and Knowledge Management using ArcGIS ModelBuilder

SHOW MORE
SHOW LESS

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

Cuneyt Gurcan Akcora, Barbara Carminati <strong>and</strong> Elena Ferrari<br />

(a) Social network at the time of central node<br />

creation<br />

(b) Created membership <strong>and</strong> user to user links<br />

Figure 1: Establishing organizational links on a social network<br />

The organization aims connecting to all users who share values of the organization. Furthermore, the<br />

organization increases inbreeding homophily by helping users connect to each other. Similarly, the<br />

organization works in advancing its values by gaining new users to the cause. Figure 1(b) shows the<br />

newly created membership <strong>and</strong> user to user links. In the ideal case, the organization can connect to<br />

all users who share its values <strong>and</strong> recruit new members for the cause.<br />

5.2 Operations <strong>and</strong> evolution<br />

As members are the main asset of a virtual organization, we will first discuss definitions <strong>and</strong><br />

evolutions of member roles.<br />

Member roles. A value homophily based virtual organization consists of regular members,<br />

administrative members that are chosen from members, <strong>and</strong> organization administrators. Organization<br />

administrators are paid workers or owners of an organization which wants to create a virtual<br />

organization on social networks. In creation of regular member roles, we define two major factors:<br />

location <strong>and</strong> user attributes. Depending on the count of members in locations, the organization can<br />

establish local groups for each geographic location.<br />

Differing from location, user attributes offer more semantic variety for group creation. For example,<br />

education history can be used to group users according to their education levels. Similarly, work<br />

history can be used to create groups of users who share the same profession, such as engineer,<br />

medical doctor or teacher.<br />

Each location <strong>and</strong> attribute group is governed by a selected member who acts as an administrator. In<br />

administrative member selection, a reputation score can be computed for each member <strong>and</strong> the most<br />

reputed member can be selected for administrative tasks. In this paper, we will not discuss this<br />

process. Instead, we refer the reader to a widely used reputation system in social networks (Sabater<br />

<strong>and</strong> Sierra 2002).<br />

In user to group relations, each user can be a member of multiple groups based on profile attributes,<br />

location or a combination of both. For example, members can be divided into groups based on their<br />

home countries, <strong>and</strong> each one of these groups can be further divided into attribute groups. For<br />

example, in this scenario, the organization can select German medical doctors.<br />

Interactions. Member interactions on a virtual organization (Ardichvili 2008) serves the purpose of<br />

increasing the inbreeding homophily. In simpler terms, it involves getting members together to create<br />

friendship links among them. For this purpose, the VHO provides an information pool to automatically<br />

share member generated content. On Facebook, this content includes links to articles, videos <strong>and</strong><br />

such. This content is received by the Facebook application from member profiles. Additionally, this pool<br />

can be used to publicize organization related information. For example, administrators can share a link<br />

to the latest budget proposal of the organization.<br />

Search. For timely deployment of human resources (Xu et al. 2008), filtering is used to locate groups of<br />

members <strong>and</strong> assign tasks to them under supervision of administrators. Through an organization<br />

policy, members can also be allowed to use attribute <strong>and</strong> location based filtering to locate other groups<br />

<strong>and</strong> members. However, in such a scenario user privacy should not be violated.<br />

24

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!