<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Online Banking Customization via Tag-based Interaction</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Rajinesh Ravendran</string-name>
          <email>r.ravendran@qut.edu.au</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ian MacColl</string-name>
          <email>i.maccoll@qut.edu.au</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Michael Docherty</string-name>
          <email>m.docherty@qut.edu.au</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Queensland University of Technology (QUT) 2</institution>
          <addr-line>George Street, Brisbane, QLD 4000</addr-line>
        </aff>
      </contrib-group>
      <fpage>19</fpage>
      <lpage>30</lpage>
      <abstract>
        <p>In this paper, we describe ongoing work on online banking customization with a particular focus on interaction. The scope of the study is confined to the Australian banking context where the lack of customization is apparent. This paper puts forward the notion of using tags to facilitate personalized interactions in online banking. We argue that tags can afford simple and intuitive interactions unique to every individual in both online and mobile environments. Firstly, through a review of related literature, we frame our work in the customization domain. Secondly, we define our main idea and identify a range of taggable resources in online banking. Thirdly, we describe our preliminary prototype implementation with respect to interaction customization types. Lastly, we conclude with a discussion on future work.</p>
      </abstract>
      <kwd-group>
        <kwd>website customization</kwd>
        <kwd>online banking</kwd>
        <kwd>tags</kwd>
        <kwd>interaction</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>The workshop theme is centered on data-centric interaction on the Web. The
everincreasing amount of data available online has lead to a growing interest in exploring
its potential use to enhance Web-based interaction. This paper discusses the use of
user-contributed data in particular user tags in the online banking space with the aim
of delivering a personalized interaction.</p>
      <p>
        This paper is specifically aimed at customization in the online banking context
because it is an imperative dimension of user satisfaction, particularly among the
younger generation in Australia [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. This is particularly true as customization allows
online banking to be more responsive to the individual needs of each user. According
to a survey conducted by Nielsen Australia1, online banking is the preferred channel
of banking over ATM, phone and branch. However, customization of online banking
is still poorly addressed [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. This paper aims to address this gap.
      </p>
      <p>The rest of this paper is structured as follows. In section 2, the related work on
customization is presented and background on the proposed technology is offered. In
section 3, the proposed approach is outlined along with results of a background study
to identify user taggable resources in online banking. In section 4, the preliminary
prototype implementation is detailed with reference to interaction customization
types. In section 5, the paper is concluded with discussion on future work.</p>
      <sec id="sec-1-1">
        <title>1 http://au.nielsen.com/news/20070426.shtml</title>
        <p>2
2.1</p>
      </sec>
    </sec>
    <sec id="sec-2">
      <title>Related work</title>
      <sec id="sec-2-1">
        <title>Customization overview</title>
        <p>
          Based on the literature, a customization framework has been derived, which offers an
overview of the customization domain, and position of the work described in this
paper (highlighted). For the purpose of literature review, a broad understanding of
customization was adopted defined as “the ability for a website to be shaped in a way
that better fulfils the wants of individual users” [
          <xref ref-type="bibr" rid="ref1">1</xref>
          ].
        </p>
        <p>Customization
Category
Interaction</p>
        <p>Process</p>
        <p>User
Interface</p>
        <p>Content &amp;</p>
        <p>Features
Layout</p>
        <p>Remembering</p>
        <p>Information
Look &amp; Feel</p>
        <p>Comprehension</p>
        <p>Link
Navigation</p>
        <p>Associative</p>
        <p>Source</p>
        <p>Action
Explicit
Implicit</p>
        <p>User
System
application of customization, while system initiated and executed customization is
commonly described as dynamic application of customization. However, in some
instances customization may be initiated by the user and carried out by the system or
vice-versa. Arguably, these entities are inseparable and equally important hence their
inclusion in some stage of the customization process is advantageous for an inclusive
result.</p>
        <p>
          The three types of customization outlined by Fung [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ] as part of interaction process
customization are used as a basis to explore potential customizations via tags. This
customization category will be referred to as interaction customization hereon.
2.2
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>Tags / Tagging</title>
        <p>
          Tags, also known as user-defined metadata are a popular Web 2.0 technology,
enabling users to assign keywords to Web resources (e.g., photo, video, people, etc)
primarily for the purpose of personal information management (PIM). Tags are
largely personal and contextual [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ], and considered as a potential source of knowledge
[
          <xref ref-type="bibr" rid="ref7">7</xref>
          ]. Recognized as an easy-to-use, dynamic and engaging technology, tags aid users
to recall and retrieve information content and when represented as tag clouds they
facilitate visual information retrieval [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ]. Also, the underlying meanings of tags may
be discovered through semantic analysis to form associations between like-minded
individuals [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ].
        </p>
        <p>In the financial services space, tags are widely used to assist personal financial
management via third party tools such as Mint2 and Yodlee3, where a user can assign
tags to annotate transactional data for purposes such as budgeting, expense tracking,
etc. However, these tools, allow tags to be assigned to financial transactions at a high
level as category or description, but not at a lower level for details such as bank
account, biller, description, etc. There may be compelling advantages in doing so in
the online banking environment, opening doors to tag-based interactions alongside
personal financial management. Although the ability to tag financial data has existed
for a while now primarily through third party tools, this trend is likely to change with
banks considering the inclusion of personal financial management features. This view
is particularly evident among Australian banks who have began to do so as part of
their offerings with Australia and New Zealand Bank (ANZ) pioneering the initiative
through its ANZ-MoneyManager4 service. The inclusion of tags as part of online
banking adds to the relevance and practicality of the proposed approach to customize
online banking interaction.</p>
        <sec id="sec-2-2-1">
          <title>2 http://www.mint.com 3 http://www.yodlee.com 4 http://www.anz.com/ANZ-moneymanager/default.asp</title>
          <p>3
3.1</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>Proposed approach</title>
      <sec id="sec-3-1">
        <title>Main idea</title>
        <p>The main idea of our approach is to use user-defined tags and tag-based visualization
(tag cloud) to facilitate customization in online banking. Tags and tag clouds can offer
a more intuitive and interactive online banking website. Since tags represent resources
in a personal manner, tags can be used to facilitate comprehension of user intentions.
Possible actions may be inferred from tags based on the resources they represent and
the relationships between those resources. Also, relevant tags can be recommended to
users and based on semantic relations of tags across the network, related services can
be aggregated and recommended, which banking users may find useful.
3.2</p>
      </sec>
      <sec id="sec-3-2">
        <title>Taggable resources</title>
        <p>In order to define the range of taggable resources in online banking, a piece of
information not readily available from the literature, a background case study was
conducted. The study involved manual examination of personal banking websites of
two leading banks in Australia: Commonwealth Bank5 and Suncorp Bank6. Personal
banking was preferred over other types of banking because it appeals to a wider base
of users. Both online and mobile banking environments were considered in this study.</p>
        <p>To identify taggable resources we observed both aforementioned online banking
websites, focusing on services offered and the different information required for the
services including fund transfer, bill payment, product application and internal
messaging. The results of the study are presented in Table 1. A total of seven
resources were identified, grouped into five categories: account, description, biller,
application and message.</p>
      </sec>
      <sec id="sec-3-3">
        <title>Category</title>
      </sec>
      <sec id="sec-3-4">
        <title>Type / Description</title>
        <sec id="sec-3-4-1">
          <title>Personal account which are user</title>
          <p>owned accounts such as every day,
savings, cheque, credit card, etc
Payee account which are either linked
accounts such as personal accounts
or other third party accounts that are
internal, external or overseas
Personal description of a transaction
as self-reference. Transaction types
include offline such as EFTPOS,
direct debit, etc; and online such as
bill pay, fund transfer, shopping, etc</p>
        </sec>
      </sec>
      <sec id="sec-3-5">
        <title>Environment</title>
        <sec id="sec-3-5-1">
          <title>Online and Mobile</title>
        </sec>
        <sec id="sec-3-5-2">
          <title>Online and Mobile</title>
        </sec>
        <sec id="sec-3-5-3">
          <title>Online and Mobile</title>
        </sec>
      </sec>
      <sec id="sec-3-6">
        <title>Resource Id</title>
        <p>R1
R2
R3
Account</p>
        <sec id="sec-3-6-1">
          <title>Description</title>
        </sec>
        <sec id="sec-3-6-2">
          <title>5 http://www.commbank.com.au/ 6 http://www.suncorp.com.au/</title>
          <p>R4
R5
R6
R7
Biller</p>
        </sec>
        <sec id="sec-3-6-3">
          <title>Application</title>
        </sec>
        <sec id="sec-3-6-4">
          <title>Message</title>
        </sec>
        <sec id="sec-3-6-5">
          <title>Payee description of transaction for recipient’s reference All types of registered and unregistered billers</title>
          <p>All types of financial products such
as account, credit card, loans, etc
Personal communication between
customer and bank</p>
        </sec>
        <sec id="sec-3-6-6">
          <title>Online only</title>
        </sec>
        <sec id="sec-3-6-7">
          <title>Online and Mobile Online and Mobile</title>
        </sec>
        <sec id="sec-3-6-8">
          <title>Online only</title>
          <p>The findings of the study show that the resources identified are typically available
in both environments which suggest that tag-based interaction is applicable to
different contexts. However, it is noteworthy that mobile banking to a large extent
only supports the use of pre-existing resources rather than new resources. For
example, a fund transfer can only be carried out to a saved payee but not to a new
payee in which case the payee information has to be added through the online
environment. This is possibly due to the inconvenience of entering information
through a mobile device or to security and privacy concerns related to the use of
mobile banking.
4</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Prototype implementation</title>
      <p>An early prototype implementation with tag integration for a few key resources
namely account, description and biller has been developed. The prototype is
softwarebased, intended to demonstrate the mechanics of each customization particularly in
the desktop environment for two main activities: bill payment and fund transfer.
Although the prototype is still in its early days, it extends support to the proposed
approach especially in terms of feasibility and practicality.</p>
      <p>The following sub-sections elaborate the different types of interaction
customization and the proposed use of tags to address them. The examples largely
depict scenarios of day to day online banking activities.
4.1</p>
      <sec id="sec-4-1">
        <title>Remembrance-based customization</title>
        <p>
          This customization type is defined as the ability to provide customization through
simple remembering of a user’s information based on the recurrence rate of a
particular action on a website [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ].
        </p>
        <p>Remembering-type customization can be fulfilled through tags assigned to
resources that are presented as tag clouds. This provides a visual retrieval interface
that can simplify and ease the execution of past or recurring transactions. Simply by
clicking on a tag, related information about a transaction that the tag is associated
with can be retrieved and displayed. If a selected tag is associated with two or more
tags then the tag cloud can be filtered to show tags which are co-occurring with the
selected tag. This removes the need to navigate to a different page or perform a
manual search query. This also means for carrying out a past or recurring transaction,
users will only need to update necessary information such as amount (if different) and
possibly retain other details such as bank accounts and description.</p>
        <p>Based on user’s tagged resources namely transaction description,
remembrancebased customization is introduced. The following example assumes a user pays a
monthly mobile bill and tagged the transaction as “mobile” in the first month, and the
following month the user returns to carry out the same activity.</p>
        <p>Scenario 1: Mobile bill payment. User clicks on “mobile” tag (1) from the tag cloud.
As a result, the bill payment form is automatically completed.
*The selected tag (“mobile”) from the tag cloud is highlighted (underline) and the
transaction details are loaded and the account and biller tags (“Everyday” &amp;
“Vodafone”) are automatically selected (tick icon).
4.2</p>
      </sec>
      <sec id="sec-4-2">
        <title>Comprehension-based customization</title>
        <p>
          This customization type is defined as the ability to recognize user’s behaviors and
provide assistance towards fulfilling the user’s needs [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ].
        </p>
        <p>
          Comprehension-type customization can be fulfilled by inferring banking actions
like fund transfer based only on tags selected by the user. Such inference is possible
particularly for tags with certain types of relations such as two bank accounts. These
relations when combined with simple pre-defined rules can aid in populating relevant
actions. A sample pre-defined rule is the ability to transfer funds from savings
account to credit card account but not the other way around due to nature of the
accounts. However, it would be possible to transfer two-ways between a savings
account and a current account. The default choice for the suggested actions can be
made based on past user actions to closely reflect user's needs. However, as a key
HCI design rule, it is important not to automatically carry out an action to ensure the
locus of control remains with the user [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ].
        </p>
        <p>Based on user’s tagged resources namely accounts and billers, the
comprehensionbased customization is detailed. This customization is realized through user selection
of tags, where a set of actions are inferred by analyzing the relations between tags
selected. This allows users to carry out their banking activities with minimal effort.
This is achieved by examining the tripartite structure of tags comprising of user, tag
and resource and subsequently, applying pre-defined rules to the underlying
resources. Rules are defined for a particular resource owned by a user such as bank
account based on account type. For example, a savings account would have three
rules: transfer_from, transfer_to and view, which denotes that the account can be used
to send or receive money, and be viewed. Meanwhile a credit card account (e.g.,
“Visa”) would only have two rules: transfer_to and view, which denotes that the
account can only receive money and be viewed. Similarly, a payee account (e.g.,
“Dad”) would also have the same set of rules as the credit card account. The account
with ‘transfer_from’ action will always act as the sender/primary account while the
account with ‘transfer_to’ action will act as the recipient/secondary account. In the
event tags of two accounts with ‘transfer_from’ action are selected, it would be
possible to have identical actions of transferring and receiving funds between both
accounts. In order to reduce the overall complexity involving multiple accounts, a
limit for the number of selectable tags particularly for personal accounts is desirable
(refer to Table 1 for account types).</p>
        <p>The following examples show the ability of conducting an internal and external
fund transfers just by selecting tags. Although the examples only illustrate fund
transfers to a single account, it is possible to carry out fund transfers to multiple
accounts at once.</p>
        <p>
          Scenario 2: Internal fund transfer from Savings to Everyday account. User clicks on
“Savings” (1) and “Everyday” (2) tags, a set of possible actions for these accounts
are populated. The suggested actions are 1) ‘Transfer from Savings to Everyday’, 2)
‘Transfer from Everyday to Savings’ and 3) ‘View transaction history of Savings and
Everyday’.
Scenario 3: External fund transfer from Everyday to John’s account. User clicks on
“Everyday” (1) and “John” (2) tags, a set of possible actions for these accounts are
populated. The suggested actions are 1) ‘Transfer from Everyday to John’ and 2)
‘View transaction history of Everyday and John’
This customization type is defined as the ability to provide customization through
association of user’s behavior with other individuals who share similar interests or
needs[
          <xref ref-type="bibr" rid="ref4">4</xref>
          ].
        </p>
        <p>
          Associative-type customization can be fulfilled through tag recommendation to
users primarily as suggestions in the form of dropdown box or visually through the
use of tag clouds to display related tags. The semantics of tags can be used to find
closer association between tags across the network and to select/rank the most
relevant sets of tags based on similarity score [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ]. Based on the derived tags,
information about related services may also be aggregated. This information can
possibly aid the discovery of services which otherwise may not been known to users.
This is particularly appropriate in light of an integrated online banking bill payment
service such as BPay7 in Australia, participated by merchants and service providers
throughout the country. However, aggregation of services based on tag-relatedness is
more likely to be useful for services that can be easily abandoned.
        </p>
        <p>
          Based on user’s tagged resources namely biller and description, association-based
customization is explicated. The associations are divided into tag suggestions and
tagbased service aggregation. Both these associations are based on two sets of tags:
personal and public (cross-network). For tag suggestions, personal tags take
precedence over public tags, and the most relevant public tags can be suggested based
on number of associations to a resource. To improve the relevance of tags suggested
to an individual, analysis of semantic relatedness is useful [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ]. Additionally, by
analyzing the semantics relatedness of tags, similar services may be discovered and
aggregated. This is based on the notion that tags with high semantic relatedness are
likely to represent a similar type of biller. In order to ascertain the similarity of
discovered billers, further validation can be carried out based on attributes such as
industry type, nature of business, etc. For this purpose, semantic databases like
Freebase8 and local business directories can be used. Although semantic analysis of
tags can aid in personalizing tag recommendation [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ], it is subject to good levels of
semantics in tag sets. The outcome of semantic analysis can be undermined by the
presence of idiosyncratic tags that carry strong personal connotations. One possible
solution is tag reuse through tag suggestions [10], which can potentially reduce the
use of idiosyncratic tags over time. Also, the utility of tag-based service aggregation
may entail reciprocal action from users to tag with a reduced personal sense.
        </p>
        <p>The following examples illustrate this customization by assuming a user carries out
two select bill payments to two billers: Vodafone (mobile) and OzForex (foreign
currency exchange).</p>
        <p>Scenario 4: Tag recommendation for multiple bill payment (mobile and money
transfer). User clicks on “Vodafone” (1) and then “OzForex” (2) biller tags, and
clicks to enter a description tag (3). As a result, a set of related tags are
recommended that are used in the context of the selected billers.
Scenario 5: Tag-based services recommendation. User clicks on “forex” (1) tag,
related services are populated with aggregated information on service usage.
This paper firstly provides a conceptual understanding of interaction-focused
customization in the larger customization domain. Secondly, it defines the range of
user taggable resources in both online and mobile banking environments. Thirdly, a
practical view of the proposed tag-based interaction is offered via a preliminary
prototype implementation. The main point of interest of the research lies in the
potential use of tags to facilitate personalized banking interactions. The preliminary
prototype highlights this specifically in the desktop environment. The ability to
employ a light-weight user-driven technology such as tags to facilitate various
interaction customization types is advantageous and useful, and may be achieved with
minimal effort for implementation and adoption. However, a drawback to using tags
is the lack of detailed information about resources which they represent that may be
needed to ensure correct use of online banking. Even though the ability to recall
information as a form of self-communication is significant with tags [11], users may
still want to view detailed information about a resource. One possible solution is to
provide detailed information about tagged resources on demand in the form of
dynamic tooltip as a simple hover effect on desktop and tap and hold action on mobile
devices. The use of dynamic tooltips also allows the most up-to-date information such
as balance amount to be shown on the fly, which is important for carrying out a
transaction.</p>
        <p>
          From here, we envisage further exploration of tags and tag clouds in the mobile
environment, particularly addressing the spatial constraint present. This can highlight
other form of interaction techniques which may help to better achieve the different
customization types. Also, we will focus on evaluating the prototype with the aim of
assessing its utility and usability in both online and mobile environments as they are
key factors of user performance, satisfaction and acceptance [12]. This will allow us
to explore ways in which the prototype can be improved. The proposed method of
evaluation is experimentation using a pretest-posttest control group design. This
design would provide strong internal validity, suitable to measure cause-effect
relationships [13]. Each customization type will be evaluated separately in a similar
fashion to Fung’s study [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ] and experiential feedback from participants will be
gathered using a posttest questionnaire. The feedback will be used to improve the
prototype incrementally for the upcoming experiments. The results of the experiments
are expected to indicate the suitability of the customizations in the online banking
context and also inform a set of guidelines for the design and implementation of
tagbased customizations.
6
        </p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>Acknowledgement</title>
      <p>This research work is sponsored by the Smart Services Cooperative Research Centre
(CRC) of Australia (http://www.smartservicescrc.com.au) as part of the financial
services project. We would like to thank our fellow colleague Ms Claudia Murillo for
her feedback and also the reviewers of this paper for all their comments and
suggestions.
7</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          1.
          <string-name>
            <surname>Rahim</surname>
            ,
            <given-names>M.M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>JieYing</surname>
          </string-name>
          , L.:
          <article-title>An empirical assessment of customer satisfaction with Internet Banking applications: An Australian experience</article-title>
          .
          <source>12th International Conference on Computers and Information Technology (ICCIT)</source>
          , pp.
          <fpage>314</fpage>
          -
          <lpage>320</lpage>
          (
          <year>2009</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          2.
          <string-name>
            <surname>Riemer</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Totz</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          :
          <article-title>The many faces of personalization-An integrative economic overview of mass customization and personalization. The customer centric enterprises: Advances in mass customization and personalization</article-title>
          , New York, Berlin 35-
          <fpage>30</fpage>
          (
          <year>2003</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          3.
          <string-name>
            <surname>Bunt</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Conati</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>McGrenere</surname>
            ,
            <given-names>J.:</given-names>
          </string-name>
          <article-title>Supporting interface customization using a mixedinitiative approach</article-title>
          .
          <source>12th International Conference on Intelligent User Interfaces (IUI)</source>
          , pp.
          <fpage>92</fpage>
          -
          <lpage>101</lpage>
          . ACM (
          <year>2007</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          4.
          <string-name>
            <surname>Fung</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          :
          <article-title>Banking with a personalized touch: Examining the impact of website customization on commitment</article-title>
          .
          <source>Electronic Commerce Research</source>
          <volume>9</volume>
          ,
          <fpage>296</fpage>
          -
          <lpage>309</lpage>
          (
          <year>2008</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          5.
          <string-name>
            <surname>Wu</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Im</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Tremaine</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Instone</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Turoff</surname>
            ,
            <given-names>M.:</given-names>
          </string-name>
          <article-title>A framework for classifying personalization scheme used on e-commerce websites</article-title>
          .
          <source>36th International Conference on System Sciences</source>
          , pp.
          <fpage>12</fpage>
          . IEEE,
          <string-name>
            <surname>Hawaii</surname>
          </string-name>
          (
          <year>2003</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          6.
          <string-name>
            <surname>Marlow</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Naaman</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Boyd</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Davis</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          : HT06, tagging paper, taxonomy, Flickr, academic article, to read.
          <source>17th Conference on Hypertext and Hypermedia</source>
          , pp.
          <fpage>31</fpage>
          -
          <lpage>40</lpage>
          . ACM, Odense, Denmark (
          <year>2006</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          7.
          <string-name>
            <surname>Durao</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Dolog</surname>
            ,
            <given-names>P.:</given-names>
          </string-name>
          <article-title>A personalized tag-based recommendation in social web systems</article-title>
          .
          <source>International Workshop on Adaptation and Personalization for Web 2.0</source>
          , pp.
          <fpage>40</fpage>
          .
          <string-name>
            <surname>Citeseer</surname>
          </string-name>
          (
          <year>2009</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          8.
          <string-name>
            <surname>Hassan-Montero</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Herrero-Solana</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          :
          <article-title>Improving tag-clouds as visual information retrieval interfaces</article-title>
          .
          <source>International Conference on Multidisciplinary Information Sciences and Technologies, InSciT2006</source>
          , pp.
          <fpage>25</fpage>
          -
          <lpage>28</lpage>
          . Citeseer, Mérida, Spain (
          <year>2006</year>
          )
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          9.
          <string-name>
            <surname>Shneiderman</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Plaisant</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          :
          <article-title>Designing the User Interface: Strategies for Effective HumanComputer Interaction</article-title>
          . Pearson Addison Wesley (
          <year>2004</year>
          )
          <fpage>10</fpage>
          .
          <string-name>
            <surname>Sood</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Owsley</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hammond</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Birnbaum</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          :
          <article-title>Tagassist: Automatic tag suggestion for blog posts</article-title>
          .
          <source>In: International Conference on Weblogs and Social Media. Citeseer</source>
          , (
          <year>Year</year>
          )
          <fpage>11</fpage>
          .
          <string-name>
            <surname>Panke</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Gaiser</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          :
          <article-title>With my head up in the clouds: using social tagging to organize knowledge</article-title>
          .
          <source>Journal of Business and Technical Communication</source>
          <volume>23</volume>
          ,
          <fpage>318</fpage>
          -
          <lpage>349</lpage>
          (
          <year>2009</year>
          )
          <fpage>12</fpage>
          .
          <string-name>
            <surname>Höök</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          :
          <article-title>Evaluating the utility and usability of an adaptive hypermedia system</article-title>
          .
          <source>Knowledge-Based Systems 10</source>
          ,
          <fpage>311</fpage>
          -
          <lpage>319</lpage>
          (
          <year>1998</year>
          )
          <fpage>13</fpage>
          .
          <string-name>
            <surname>Marathe</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sundar</surname>
            ,
            <given-names>S.S.:</given-names>
          </string-name>
          <article-title>What drives customization?: control or identity? 28th</article-title>
          <source>International Conference on Human Factors in Computing Systems (CHI'11)</source>
          , pp.
          <fpage>781</fpage>
          -
          <lpage>790</lpage>
          . ACM, Vancouver, BC, Canada (
          <year>2011</year>
          )
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>