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    <p>Hi everyone,</p>
    <p>this is a brief reminder for the talk by <b>Vanina Martinez</b>
      in our next NMR Online Seminar on <b>this Wednesday</b>. </p>
    <p>See you there!</p>
    <p>Kind regards,<br>
      Jonas</p>
    <div class="moz-cite-prefix">Am 02.10.25 um 14:17 schrieb Jonas
      Haldimann:<br>
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      cite="mid:074210f3-4abb-40d0-ac4e-0e5327ed6758@haldimann.de">
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            <h3>NMR Online Seminar</h3>
            <p><br>
              <font face="monospace"><font size="4">-- Summary:
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                  <br>
                  What?    Next talk in the NMR online talk series by
                  Vanina Martinez<br>
                  When?    Wednesday, 22. October 2025, 16:00 CEST
                  (UCT+2)<br>
                  Where?   Online (Zoom):
                  <a class="moz-txt-link-freetext"
href="https://uct-za.zoom.us/j/92600685092?pwd=ErqWWWKrljbjxLi0CNsgEZr4WR7ZHN.1"
                    moz-do-not-send="true">https://uct-za.zoom.us/j/92600685092?pwd=ErqWWWKrljbjxLi0CNsgEZr4WR7ZHN.1</a><br>
                  <br>
                  <a class="moz-txt-link-freetext"
                    href="https://nmrseminar.krportal.org/"
                    moz-do-not-send="true">https://nmrseminar.krportal.org/</a><br>
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              We are happy to announce that the NMR online talk series
              restarts after the summer break with a talk given by<br>
                 <b>Vanina Martinez</b> (<span><span>IIIA-CSIC</span></span>,
              Spain)<br>
                 on <b>Wednesday, 22. October 2025</b>, 16:00 CEST:</p>
            <p><span><span style="font-weight: bold;">Making Sense of
                  Messy Graphs: Addressing Uncertainty in Data-Graphs<br>
                </span></span><font size="2">Graph databases are
                becoming widely successful as data models that allow for
                effective representation and processing of complex
                relationships among various types of data. Data graphs
                are a particular type of graph database whose
                representation enables both data to values in the paths
                and in the nodes to be treated as first-class citizens
                by the query language. As with any other type of data
                repository, data graphs may suffer from errors and
                discrepancies with respect to the real-world data they
                intend to represent.<br>
                In this talk, I will present part of the work we have
                been doing exploring the notion of probabilistic unclean
                data-graphs, to capture the idea that the observed
                (unclean) data-graph is actually the noisy version of a
                clean one that correctly models the world, but that we
                know only partially. As the factors that lead to such a
                state of affairs may be many, e.g., all different types
                of clerical errors or unintended transformations of the
                data, and depend heavily on the application domain, we
                assume an epistemic probabilistic model that describes
                the distribution over all possible ways in which the
                clean (uncertain) data-graph could have been polluted.
                Based on this model, we define two computational
                problems: data cleaning and probabilistic query
                answering, and study their computational complexity and
                limitations. </font><br>
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            <p>The talk will be given via Zoom.</p>
            <p>The plan of this series to have a talk roughly once per
              month. If you are interested in learning the next
              speakers, please visit the website at<br>
                 <a class="moz-txt-link-freetext"
                href="https://nmrseminar.krportal.org/"
                moz-do-not-send="true">https://nmrseminar.krportal.org/</a></p>
            <p>We are still looking for speakers for future talks. If
              there is something you would like to present in this
              seminar series, please do not hesitate to contact us.</p>
            Kind regards,<br>
            Jonas and Giovanni<br>
            <br>
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