<?xml version="1.0" encoding="UTF-8"?>
<itemContainer xmlns="http://omeka.org/schemas/omeka-xml/v5" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xsi:schemaLocation="http://omeka.org/schemas/omeka-xml/v5 http://omeka.org/schemas/omeka-xml/v5/omeka-xml-5-0.xsd" uri="https://linen-dog.lnx.warwick.ac.uk/items/browse?output=omeka-xml&amp;page=84&amp;sort_field=added" accessDate="2026-04-11T02:42:53+01:00">
  <miscellaneousContainer>
    <pagination>
      <pageNumber>84</pageNumber>
      <perPage>10</perPage>
      <totalResults>900</totalResults>
    </pagination>
  </miscellaneousContainer>
  <item itemId="969" public="1" featured="0">
    <fileContainer>
      <file fileId="975">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/8de4c4db9b618253fd55f486fd6c551c.pdf</src>
        <authentication>03d62336fe211e31dad0594a2e122d89</authentication>
      </file>
    </fileContainer>
    <collection collectionId="1">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="1">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="49">
              <name>Subject</name>
              <description>The topic of the resource</description>
              <elementTextContainer>
                <elementText elementTextId="2">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4630">
                <text>Aaron Joseph</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4631">
                <text>Salimeh Pour Mohammad</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4632">
                <text>Time Series Analysis of US Air Pollution</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4633">
                <text>Warwick Business School </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4634">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="970" public="1" featured="0">
    <fileContainer>
      <file fileId="976">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/b90164a99b52ad7f6d3c02b050966da5.pdf</src>
        <authentication>f8157df827eb3fedcd84bc762db55164</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="4648">
              <text>Modeling Opinion Dynamic using SDEs, different network topology, weight dynamics and different interaction functions, whilst measuring the Network Statistics of the system via methods of Statistical Physics.</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4652">
              <text>opinion dynamics, stochastic processes, monte carlo simulations, network topologies, network statistics, applied statistical physics</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4649">
                <text>Carmen Calatayud Fernández</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4650">
                <text>Dr Susana Gomes, Andrew Nugent</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4651">
                <text>Physics </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4676">
                <text>Opinion Dynamics </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4677">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="971" public="1" featured="0">
    <fileContainer>
      <file fileId="977">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/c572f29e51d611aeee42c3153a770f45.pdf</src>
        <authentication>1a040e89222f110af2fccd95af382d78</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="4653">
              <text>Targeting potential cerebellar nuclei reponsible for respiratory long term facilitation. </text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4654">
                <text>Liberty Burrows</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4655">
                <text>Robert Huckstepp, Xintao Zhang</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4656">
                <text>Warwick Medical School</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4678">
                <text>Targeting potential cerebellar nuclei responsible for respiratory long term facilitation</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4679">
                <text>Neuroscience </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4680">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="972" public="1" featured="0">
    <fileContainer>
      <file fileId="978">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/7660828ad470728ca2969112b57bf5af.pdf</src>
        <authentication>cbcac90609db20b07d09eebab250b53d</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="4657">
              <text>Extra-embryonic tissues assist development but aren’t part of the embryo body, for example zebrafish YSL and mammalian placentas. Zebrafish YSLs form during early cell divisions when membranes of marginal blastomeres retract, forming a multinucleated layer. YSLs can grow abnormally, associated with specific gene defects. Studying what causes these defects to arise during YSL development can aid understanding of healthy embryonic development, and could be used as a model organism to better understand mammalian development. </text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4661">
              <text>zebrafish, YSL, foxj1a, micall2a, immunostaining, WISH, biology, embryo</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4658">
                <text>Abigail Wimshurst</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4659">
                <text>Karuna Sampath</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4660">
                <text>Life Sciences</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4681">
                <text>Investigating the formation of the extra-embryonic yolk syncytial layer (YSL) in zebrafish embryos</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4682">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="973" public="1" featured="0">
    <fileContainer>
      <file fileId="979">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/ff05609bdfeaa95af408524d16db2cd2.pdf</src>
        <authentication>3a512cf2c78ac10d494e998a08eb966e</authentication>
      </file>
    </fileContainer>
    <collection collectionId="3">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="4">
                  <text>Mathematics</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="4662">
              <text>Once a porous material becomes contaminated with a chemical agent the typical solution is to introduce a cleansing fluid to the surface of the material, allowing the cleanser to react with the agent and creating a less harmful product which neutralises the solution and decontaminates the material. Usually the cleanser and the agent are insoluble, so a flat boundary between the two solutions develops where the decontamination reaction occurs, which moves down through the material over time. We introduce a decay reaction between the cleansing fluid and the porous material to an existing model, and investigate the impact this has on the decontamination process. We shall show for systems with sufficiently large decay that the decontamination efficiency loses its dependence on cleanser strength, meaning that unlike low decay systems there is no drawback to using a weaker cleanser.</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4666">
              <text>Maths, Mathematics, Mathematical Modelling, Modelling, Decontamination, Asymptotics, Numerics, PDEs, PDE, chemicals, porous, materials, concrete</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4663">
                <text>Ellis J. Speight</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4664">
                <text>Ellen K. Luckins</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4665">
                <text>Mathematics </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4674">
                <text>Modelling structural decay during chemical decontamination of porous media</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4675">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="974" public="1" featured="0">
    <collection collectionId="4">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="5">
                  <text>Arts</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="11">
      <name>Hyperlink</name>
      <description>A link, or reference, to another resource on the Internet.</description>
      <elementContainer>
        <element elementId="28">
          <name>URL</name>
          <description/>
          <elementTextContainer>
            <elementText elementTextId="4670">
              <text>https://open.spotify.com/episode/2fmTD2Vu2Ldm0gBhhDxkmS?si=jv3stWcYSuS1fvJg-nY1mQ</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4671">
              <text>History, Sociology, Migration</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4667">
                <text>A research project in Los Angeles: A migration history of Iranian-Americans</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4668">
                <text>The podcast showcases and details the history of Iranian migration to Los Angeles, their impact to the region and the consequences of their migration. </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4669">
                <text>Soroosh Ghodrat</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4672">
                <text>History </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4673">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="976" public="1" featured="0">
    <fileContainer>
      <file fileId="981">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/6df29ca41b79dc6d73135c7558a7a59c.pdf</src>
        <authentication>f0fb510ad8361814547a0965757caf43</authentication>
      </file>
    </fileContainer>
    <collection collectionId="3">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="4">
                  <text>Mathematics</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="4688">
              <text>The project builds on Leung and Turrini (AAMAS 2024) and further studies learning-based partner selection and opt-out strategies under defection bias in social dilemmas. Agents learn whom to engage and when to exit in defector-heavy environments. Our findings demonstrate that cooperation breaks down nonlinearly once defection bias exceeds a critical threshold.</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4692">
              <text>Reinforcement learning, Prisoner’s Dilemma, Partner selection,Q-learning, Boltzmann exploration, multi-agents</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4689">
                <text>Rachel Zhang &amp; Hannah Wu</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4690">
                <text>Paolo Turrini and Chin-wing Leung</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4691">
                <text>Computational social science</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4711">
                <text>Learning Partner Selection and Opt-Out Strategies under Defection                                                                 Bias in Social Dilemmas</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4712">
                <text>Mathematics and Statistics </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4713">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="978" public="1" featured="0">
    <fileContainer>
      <file fileId="983">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/b105b61404833d2ea581709a5c582691.pdf</src>
        <authentication>d3add854f69f767fa95f49287db4723f</authentication>
      </file>
    </fileContainer>
    <collection collectionId="1">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="1">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
            <element elementId="49">
              <name>Subject</name>
              <description>The topic of the resource</description>
              <elementTextContainer>
                <elementText elementTextId="2">
                  <text>Social Sciences</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="20">
      <name>Academic Paper</name>
      <description>An academic paper</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="4698">
              <text>For portfolio managers seeking implementable portfolio optimization approaches, it is essential to evaluate the models and select the one that delivers the highest after-cost and risk-adjusted performance. This study compares traditional portfolio optimization models (Mean-Variance Optimization and the Black-Litterman model) with machine learning approaches (Random Forest and XGBoost) using the same dataset. The 30 S&amp;P 500 stocks are randomly selected, and their price data from 2015 to 2024, obtained at a monthly frequency from Yahoo Finance, are split into a training window (2015-2021), a validating window (2022), and a testing window (2023-2024). All investment strategies are long-only, fully invested, and rebalanced monthly. An equally weighted portfolio consisting of all 30 selected stocks, applying a buy-and-hold strategy, serves as the benchmark model. The model comparison involves evaluating risk-adjusted portfolio performance and predictive accuracy. The empirical test results from the testing period show that machine learning models, particularly Random Forest, can add significant value to portfolios and achieve good predictive accuracy, but they are cost-sensitive and unstable. In contrast, traditional models perform relatively poorly but are stable under different cost settings.</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4702">
              <text>Portfolio Optimization, Investment Management, Machine Learning, Random Forest, XGBoost, Black-Litterman, Mean-Variance Optimization</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4699">
                <text>Warwick Business School</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4700">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4709">
                <text>Comparative Analysis of Traditional and Machine Learning Portfolio Optimization Models Using Public Financial Data</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4710">
                <text>Yingqi Wang</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="979" public="1" featured="0">
    <fileContainer>
      <file fileId="984">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/133044ddea411377f6d1dc91151bf566.ppt</src>
        <authentication>adc0a95e01b5da90d7b032fcf64a09bd</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="21">
      <name>Presentation</name>
      <description/>
      <elementContainer>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4706">
              <text>Science, Neuroscience, Biology</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4703">
                <text>The Role of Mast Cells and Ion Channels in Chronic Arthritis</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="41">
            <name>Description</name>
            <description>An account of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4704">
                <text>A study into the role of mast cells and ion channels and how they can impact chronic arthritis</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4705">
                <text>Teagan Barrett</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4707">
                <text>Warwick Medical School </text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4708">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
  <item itemId="980" public="1" featured="0">
    <fileContainer>
      <file fileId="985">
        <src>https://linen-dog.lnx.warwick.ac.uk/files/original/133152c072f64ac6e84df6b8796fa849.pdf</src>
        <authentication>01774b3157efed9e2f0f6ec1ffc210c8</authentication>
      </file>
    </fileContainer>
    <collection collectionId="2">
      <elementSetContainer>
        <elementSet elementSetId="1">
          <name>Dublin Core</name>
          <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
          <elementContainer>
            <element elementId="50">
              <name>Title</name>
              <description>A name given to the resource</description>
              <elementTextContainer>
                <elementText elementTextId="3">
                  <text>Science, Engineering and Medicine</text>
                </elementText>
              </elementTextContainer>
            </element>
          </elementContainer>
        </elementSet>
      </elementSetContainer>
    </collection>
    <itemType itemTypeId="19">
      <name>Academic Poster</name>
      <description>An academic poster</description>
      <elementContainer>
        <element elementId="53">
          <name>Abstract</name>
          <description>The abstract of the paper</description>
          <elementTextContainer>
            <elementText elementTextId="4714">
              <text>Improving Cosmic Ray Tagging Using Energy Deposition in Pandora</text>
            </elementText>
          </elementTextContainer>
        </element>
        <element elementId="55">
          <name>Meta Tags</name>
          <description>Meta tags</description>
          <elementTextContainer>
            <elementText elementTextId="4718">
              <text>Physics, particles, neutrinos, pandora, DUNE, SBND, EPP, software, coding, C++, python</text>
            </elementText>
          </elementTextContainer>
        </element>
      </elementContainer>
    </itemType>
    <elementSetContainer>
      <elementSet elementSetId="1">
        <name>Dublin Core</name>
        <description>The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/.</description>
        <elementContainer>
          <element elementId="39">
            <name>Creator</name>
            <description>An entity primarily responsible for making the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4715">
                <text>James Kimmins</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="37">
            <name>Contributor</name>
            <description>An entity responsible for making contributions to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4716">
                <text>John Marshall, Andy Chappell, Alex Wilkinson</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="49">
            <name>Subject</name>
            <description>The topic of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4717">
                <text>Neutrino Physics</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="50">
            <name>Title</name>
            <description>A name given to the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4719">
                <text>Improving Cosmic Ray Tagging Using Energy Deposition in Pandora</text>
              </elementText>
            </elementTextContainer>
          </element>
          <element elementId="40">
            <name>Date</name>
            <description>A point or period of time associated with an event in the lifecycle of the resource</description>
            <elementTextContainer>
              <elementText elementTextId="4720">
                <text>2025</text>
              </elementText>
            </elementTextContainer>
          </element>
        </elementContainer>
      </elementSet>
    </elementSetContainer>
  </item>
</itemContainer>
