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<p>(Please distribute to interested candidates:)</p>
<p>PhD student in Computing Science with focus on responsible
machine learning at Umeå University, Sweden</p>
<p>Is this interesting for you? Welcome with your application before
October 17, 2022.</p>
<p>More information and application: <a
class="moz-txt-link-freetext"
href="https://umu.varbi.com/en/what:job/jobID:544187/"
moz-do-not-send="true">https://umu.varbi.com/en/what:job/jobID:544187/</a><br>
</p>
<p><br>
</p>
<p>Project description<br>
<br>
Learning with multiple representation (LMR) refers to machine
learning methods that leverage several representations of the data
and models or several formalizations of the learning task
simultaneously, orchestrate them in a coordinated fashion, and use
them in a synergistic way to solve a single problem. Multiple
representations can interact in different ways and exchange
information at various levels (e.g., data, model, prediction) and
stages of the learning process. For example, an LMR system may
have a parallel architecture, meaning that learning is essentially
carried out in parallel (independently of each other), and
predictions are only fused in the very end. However, these methods
lack integration of responsible AI in terms of traceability of
socio-ethical requirements, constraints, bias, fairness,
transparency, and interoperability in designing and deploying
frameworks in real-time AI systems.<br>
<br>
This project aims to investigate, develop and integrate
responsible AI framework with learning from multiple
representations by taking advantage of the complementarity, the
redundancy, and specific characteristics of different
representations. LMR seeks to improve performance as well as
ensure responsible learning from multiple representations in
comparison to methods operating on a single representation only.
Typical examples of LMR include the combination of numerical and
symbolic formalisms, the representation of data and models on
different levels of abstraction, and the combination of different
types of supervision of the learner. Hence, this project plans to
design, develop and evaluate novel methods and metrics that
evaluate the trade-offs between computational and ethical
requirements, and further analyses the bias, inclusion,
transparency, and interpretability of LMR algorithms when
deploying in real-time AI systems.<br>
<br>
The successful candidate will contribute to the Social and Ethical
Artificial Intelligence group and Autonomous Distributed Systems
group at the Department of Computing Science within, collaborating
with researchers in, e.g., machine learning, mathematical
statistics, optimization, responsible AI or social AI.<br>
<br>
This position is a part the European project LEMUR (Learning with
Multiple Representations) funded by Horizon-MSCA-DN (MARIE
Skłodowska-CURIE ACTIONS). The objective of MSCA Doctoral Networks
is to implement doctoral programmes by partnerships of
organisations from different sectors across Europe and beyond to
train highly skilled doctoral candidates, stimulate their
creativity, enhance their innovation capacities and boost their
employability in the long-term. <br>
</p>
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<p class="MsoNormal"
style="mso-margin-top-alt:auto;margin-bottom:0in;margin-bottom:
.0001pt;line-height:normal"><span
style="font-size:10.0pt;font-family:
"Tahoma",sans-serif;mso-fareast-font-family:"Times New
Roman";mso-ansi-language: SV;mso-fareast-language:SV"
lang="SV">Best <span class="SpellE"><span class="GramE">regards</span></span><span
class="GramE"> / Med</span> vänlig hälsning,</span><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif;mso-fareast-font-family: "Times New
Roman";mso-ansi-language:SV;mso-fareast-language:SV"
lang="SV"><o:p></o:p></span></p>
<p class="MsoNormal"
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.0001pt;line-height:normal"><b><span style="font-size:10.0pt;
font-family:"Tahoma",sans-serif;mso-fareast-font-family:"Times
New Roman";
mso-ansi-language:SV;mso-fareast-language:SV" lang="SV">Prof.
Dr. </span></b><b><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;mso-fareast-font-family:"Times
New
Roman";mso-ansi-language:#1000;mso-fareast-language:SV">Virginia
Dignum</span></b><span
style="font-size:12.0pt;font-family:"Times New
Roman",serif; mso-fareast-font-family:"Times New
Roman";mso-ansi-language:EN-US;mso-fareast-language:
SV" lang="EN-US"><o:p></o:p></span></p>
<p class="MsoNormal"
style="margin-bottom:0in;margin-bottom:.0001pt;line-height:
normal"><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;
mso-fareast-font-family:"Times New
Roman";mso-ansi-language:EN-US;mso-fareast-language:
SV" lang="EN-US">Wallenberg Chair, Professor Responsible
Artificial Intelligence<o:p></o:p></span></p>
<p class="MsoNormal"
style="margin-bottom:0in;margin-bottom:.0001pt;line-height:
normal"><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;
mso-fareast-font-family:"Times New
Roman";mso-ansi-language:EN-US;mso-fareast-language:
SV" lang="EN-US">Program Director <a href="wasp-hs.org"
moz-do-not-send="true">WASP-HS</a></span><span
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Roman",serif;mso-fareast-font-family: "Times New
Roman";mso-ansi-language:EN-US;mso-fareast-language:SV"
lang="EN-US"><o:p></o:p></span></p>
<p class="MsoNormal"
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0in;margin-left:0in;margin-bottom:.0001pt;line-height:normal"><span
class="SpellE"><b><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;
mso-fareast-font-family:"Times New
Roman";mso-fareast-language:SV">Umeå</span></b></span><b><span
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"Times New Roman";mso-fareast-language:SV">
University – Department of Computing Science</span></b><span
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Roman",serif;mso-fareast-font-family:"Times New
Roman";
mso-ansi-language:EN-US;mso-fareast-language:SV"
lang="EN-US"><o:p></o:p></span></p>
<p class="MsoNormal"
style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;
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style="font-size:10.0pt;font-family:"Tahoma",sans-serif;
mso-fareast-font-family:"Times New
Roman";mso-ansi-language:DE;mso-fareast-language: SV"
lang="DE">Tel:</span></b><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;
mso-fareast-font-family:"Times New
Roman";mso-ansi-language:DE;mso-fareast-language:
EN-GB" lang="DE"> (work) +46 90 786 6308; (mobile) </span><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;mso-fareast-font-family:
"Times New
Roman";mso-ansi-language:EN-US;mso-fareast-language:SV"
lang="EN-US">+46</span><span
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New
Roman";mso-ansi-language:DE;mso-fareast-language:EN-GB"
lang="DE"> 720 850 890<b><br>
Email:</b> </span><span
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mso-fareast-font-family:"Times New
Roman";mso-ansi-language:NL;mso-fareast-language: SV"
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moz-do-not-send="true"><span style="mso-ansi-language:
EN-GB" lang="EN-GB">virginia@cs.umu.se</span></a></span><span
style="font-size:10.0pt;
font-family:"Tahoma",sans-serif;mso-fareast-font-family:"Times
New Roman"; mso-fareast-language:SV"> / </span><span
style="font-size:10.0pt;
font-family:"Tahoma",sans-serif;mso-fareast-font-family:"Times
New Roman";
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lang="EN-US"><a
href="https://www.umu.se/en/staff/virginia-dignum/"
class="moz-txt-link-freetext" moz-do-not-send="true">https://www.umu.se/en/staff/virginia-dignum/</a></span><span
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mso-fareast-font-family:"Times New
Roman";mso-ansi-language:DE;mso-fareast-language: SV"
lang="DE">Twitter: </span></b><span
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"Tahoma",sans-serif;mso-fareast-font-family:"Times New
Roman";mso-ansi-language: NL;mso-fareast-language:SV"
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mso-fareast-font-family:"Times New
Roman";mso-ansi-language:DE;mso-fareast-language: SV"
lang="DE"> </span><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;
mso-fareast-font-family:"Times New
Roman";mso-ansi-language:DE;mso-fareast-language:
EN-GB" lang="DE"><a
href="https://www.linkedin.com/in/vdignum/"
target="_blank" class="moz-txt-link-freetext"
moz-do-not-send="true">https://www.linkedin.com/in/vdignum/</a></span><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;mso-fareast-font-family:
"Times New
Roman";mso-ansi-language:DE;mso-fareast-language:SV"
lang="DE"> </span><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;mso-fareast-font-family:"Times
New Roman";mso-fareast-language:SV"><o:p></o:p></span></p>
<p class="MsoNormal"
style="mso-margin-top-alt:auto;mso-margin-bottom-alt:auto;
line-height:normal"><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;
mso-fareast-font-family:"Times New
Roman";mso-fareast-language:SV">Author of “Responsible
Artificial Intelligence”:<span style="mso-spacerun:yes"> </span></span><a
href="https://www.springer.com/gp/book/9783030303709"
class="moz-txt-link-freetext" moz-do-not-send="true">https://www.springer.com/gp/book/9783030303709</a><span
style="font-size:10.0pt;font-family:"Tahoma",sans-serif;mso-fareast-font-family:
"Times New Roman";mso-fareast-language:SV"><o:p></o:p></span></p>
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line-height:normal"><span
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Roman",serif; mso-fareast-font-family:"Times New
Roman";mso-fareast-language:SV"><o:p> </o:p></span></p>
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