CFP: ACM TiiS special issue on Human Decision Making and Recommender Systems

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Subject: ACM TiiS special issue on Human Decision Making and Recommender
Systems



Call for Papers



Special Issue of the

ACM Transactions on Interactive Intelligent Systems on HUMAN DECISION
MAKING AND RECOMMENDER SYSTEMS



Main submission deadline: February 29th, 2012



http://tiis.acm.org/special-issues.html



AIMS AND SCOPE



A primary function of recommender systems is to help people make good
choices and decisions. But in research on recommender systems, surprisingly
little attention has been devoted to the decision making processes of
users. Instead, it has focused mainly on (a) ways of eliciting and modeling
users' preferences and (b) algorithms for identifying items that a user is
likely to evaluate positively. Even systems that do explicitly aim to
support the decision making process could benefit from greater use of
knowledge about human decision making. And the growing amount of research
on users' interaction with recommender systems, which aims to enhance their
usability and acceptance, can be expanded to consider support for specific
aspects of decision making.



This special issue will highlight research that explicitly considers ways
in which an understanding of human choice and decision making can benefit
research and practice on recommender systems. The dimensions listed below
indicate the range of work that is relevant to the special issue. In case
of doubt about the relevance of your topic, please contact the special
issue associate editors.



TOPIC DIMENSIONS



Types of Decision Made by Users of Recommender Systems

- Decisions about items in some domain (e.g., products,

  documents, ...)

- Decisions about actions performed as part of the domain-level

  decision making process (e.g., what information to divulge or

  to acquire)



Aspects of the Recommendation Process

- Acquiring information about users' preferences

- Modeling users' preferences

- Provision of decision-relevant information

- Presentation and explanation of recommendations

- Adaptation to the interaction context

- Special characteristics of recommendation to groups

- ...



Aspects of Human Choice and Decision Making

- What people desire in a decision making process

- Roles of justification and argumentation in decision making

- Descriptive models of choice

- Heuristics and biases

- The nature of preferences

- Temporal aspects of decision making

- Forms of social influence

- Roles of emotion and mood

- Effects of learning from experience

- Negotiation in decision making

- Factors that influence decision making (e.g., culture, mood,

  time pressure ...)

- ...



Evaluation Criteria for Recommender Systems

- Decision quality

- Minimization of effort and stress

- Trust and confidence

- ...



Nature of the Research Contribution

- Novel functionality inspired by an understanding of human

  decision making

- Empirical results concerning decision making with recommender

  systems

- Innovation in research methodology (e.g., concerning ways of

  evaluating recommender systems or observing users' decision

  making processes)

- ...



SPECIAL ISSUE ASSOCIATE EDITORS



- Alexander Felfernig, Graz University of Technology, Austria

  (afelfern[at]ist[dot]tugraz[dot]at)

- Francesco Ricci, Free University of Bozen-Bolzano, Italy

  (francesco[dot]ricci[at]unibz[dot]it)

- Li Chen, Hong Kong Baptist University, China

- Giovanni Semeraro, Marco de Gemmis, and Pasquale Lops,

  University of Bari Aldo Moro, Italy



IMPORTANT DATES



- By February 29th, 2012: Submission of manuscripts

- By May 29th, 2012: Notification about decisions on initial

  submissions

- By August 27th, 2012: Submission of revised manuscripts

- By October 26th, 2012: Notification about decisions on revised

  manuscripts

- By November 26th, 2012: Submission of manuscripts with final

  minor changes

- Starting December, 2012: Publication of the special issue on

  the TiiS website, in the ACM Digital Library, and (shortly

  afterward) as a printed issue



HOW TO SUBMIT



Please see the instructions for authors on the TiiS website (tiis.acm.org).



ABOUT ACM TiiS



TiiS (pronounced "T double-eye S") is a recently founded ACM journal for
research about intelligent systems that people interact with.  The
journal's procedures and infrastructure have been designed to combine the
traditional quality and depth of ACM journals with the efficiency and
predictability of the best-run conferences.

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<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Subject: ACM TiiS special issue on Human Decision Making an=
d Recommender Systems</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Call for Papers</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Special Issue of the</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">ACM Transactions on Interactive Intelligent Systems on HUMA=
N DECISION MAKING AND RECOMMENDER SYSTEMS</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Main submission deadline: February 29th, 2012</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><span style=3D"mso-=
ansi-language: IT" lang=3D"IT"><a href=3D"http://tiis.acm.org/special-issue=
s.html"><span style=3D"mso-ansi-language: EN-US" lang=3D"EN-US"><font color=
=3D"#800080" size=3D"3" face=3D"Consolas">http://tiis.acm.org/special-issue=
s.html</font></span></a></span></p>

<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">AIMS AND SCOPE</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">A primary function of recommender systems is to help people=
 make good choices and decisions. But in research on recommender systems, s=
urprisingly little attention has been devoted to the decision making proces=
ses of users. Instead, it has focused mainly on (a) ways of eliciting and m=
odeling users&#39; preferences and (b) algorithms for identifying items tha=
t a user is likely to evaluate positively. Even systems that do explicitly =
aim to support the decision making process could benefit from greater use o=
f knowledge about human decision making. And the growing amount of research=
 on users&#39; interaction with recommender systems, which aims to enhance =
their usability and acceptance, can be expanded to consider support for spe=
cific aspects of decision making.</font></p>

<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">This special issue will highlight research that explicitly =
considers ways in which an understanding of human choice and decision makin=
g can benefit research and practice on recommender systems. The dimensions =
listed below indicate the range of work that is relevant to the special iss=
ue. In case of doubt about the relevance of your topic, please contact the =
special issue associate editors.</font></p>

<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">TOPIC DIMENSIONS</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Types of Decision Made by Users of Recommender Systems</fon=
t></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Decisions about items in some domain (e.g., products,</fo=
nt></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 documents, ...)</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Decisions about actions performed as part of the domain-l=
evel</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 decision making process (e.g., what information to divu=
lge or</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 to acquire)</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Aspects of the Recommendation Process</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Acquiring information about users&#39; preferences</font>=
</p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Modeling users&#39; preferences</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Provision of decision-relevant information</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Presentation and explanation of recommendations</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Adaptation to the interaction context</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Special characteristics of recommendation to groups</font=
></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- ...</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Aspects of Human Choice and Decision Making</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- What people desire in a decision making process</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Roles of justification and argumentation in decision maki=
ng</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Descriptive models of choice</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Heuristics and biases</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- The nature of preferences</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Temporal aspects of decision making</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Forms of social influence</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Roles of emotion and mood</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Effects of learning from experience</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Negotiation in decision making</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Factors that influence decision making (e.g., culture, mo=
od,</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 time pressure ...)</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- ...</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Evaluation Criteria for Recommender Systems</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Decision quality</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Minimization of effort and stress</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Trust and confidence</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- ...</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Nature of the Research Contribution</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Novel functionality inspired by an understanding of human=
</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 decision making</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Empirical results concerning decision making with recomme=
nder</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 systems</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Innovation in research methodology (e.g., concerning ways=
 of</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 evaluating recommender systems or observing users&#39; =
decision</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 making processes)</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- ...</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">SPECIAL ISSUE ASSOCIATE EDITORS</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Alexander Felfernig, Graz University of Technology, Austr=
ia</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 (afelfern[at]ist[dot]tugraz[dot]at)</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Francesco Ricci, Free University of Bozen-Bolzano, Italy<=
/font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 (francesco[dot]ricci[at]unibz[dot]it)</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Li Chen, Hong Kong Baptist University, China</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><span style=3D"mso-=
ansi-language: IT" lang=3D"IT"><font face=3D"Consolas"><font size=3D"3">- G=
iovanni Semeraro, Marco de Gemmis, and Pasquale Lops,</font></font></span><=
/p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font face=3D"Conso=
las"><font size=3D"3"><span style=3D"mso-ansi-language: IT" lang=3D"IT">=A0=
 </span>University of Bari Aldo Moro, Italy</font></font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">IMPORTANT DATES</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- By February 29th, 2012: Submission of manuscripts</font><=
/p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- By May 29th, 2012: Notification about decisions on initia=
l</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 submissions</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- By August 27th, 2012: Submission of revised manuscripts</=
font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- By October 26th, 2012: Notification about decisions on re=
vised</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 manuscripts</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- By November 26th, 2012: Submission of manuscripts with fi=
nal</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 minor changes</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">- Starting December, 2012: Publication of the special issue=
 on</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 the TiiS website, in the ACM Digital Library, and (shor=
tly</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0 afterward) as a printed issue</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">HOW TO SUBMIT</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">Please see the instructions for authors on the TiiS website=
 (<a href=3D"http://tiis.acm.org">tiis.acm.org</a>).</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">ABOUT ACM TiiS</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">=A0</font></p>
<p style=3D"MARGIN: 0in 0in 0pt" class=3D"MsoPlainText"><font size=3D"3" fa=
ce=3D"Consolas">TiiS (pronounced &quot;T double-eye S&quot;) is a recently =
founded ACM journal for research about intelligent systems that people inte=
ract with.=A0 The journal&#39;s procedures and infrastructure have been des=
igned to combine the traditional quality and depth of ACM journals with the=
 efficiency and predictability of the best-run conferences.</font></p>

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