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<p class="MsoNormal"><span style="font-size:12.0pt">***apologies if you receive this more than once***<o:p></o:p></span></p>
<p class="MsoNormal"><span style="font-size:12.0pt"><o:p>&nbsp;</o:p></span></p>
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<p class="MsoNormal"><o:p>&nbsp;</o:p></p>
<p class="MsoNormal"><img width="526" height="296" style="width:5.4791in;height:3.0833in" id="Picture_x0020_1" src="cid:image001.png@01D7D161.E1B46D90" alt="A picture containing text, sky, outdoor, blue

Description automatically generated"><o:p></o:p></p>
<p class="MsoNormal"><o:p>&nbsp;</o:p></p>
<p class="MsoNormal">Thursday 18<sup>th</sup> November, 11am &#8211; 12pm<o:p></o:p></p>
<p class="MsoNormal"><a href="https://www.eventbrite.co.uk/e/203065824347">https://www.eventbrite.co.uk/e/203065824347</a><o:p></o:p></p>
<p class="MsoNormal"><o:p>&nbsp;</o:p></p>
<p class="MsoNormal"><b>Automating Data Visualization<o:p></o:p></b></p>
<p class="MsoNormal">Presenter:<a href="https://eur03.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.turing.ac.uk%2Fpeople%2Fresearchers%2Fnick-holliman&amp;data=04%7C01%7Csdd1%40soton.ac.uk%7C8a060e88643942ccd1bc08d99f784c19%7C4a5378f929f44d3ebe89669d03ada9d8%7C0%7C0%7C637716161871070718%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000&amp;sdata=vaJY%2FuqkIHROwu7LvHIATXdfv7def5biRwwyJ9BgM3Y%3D&amp;reserved=0" target="_blank">&nbsp;Professor
 Nick Holliman</a><o:p></o:p></p>
<p class="MsoNormal">We have sought to demonstrate how novel approaches to data visualization can be enabled using cloud computing at scale, how automatic metrics can be used for assessing data visualizations and latterly a key strand has become the visualization
 of uncertainty for decision makers.<o:p></o:p></p>
<p class="MsoNormal">Publicly visible outputs to date include the Terascope one trillion pixel image:
<a href="https://eur03.safelinks.protection.outlook.com/?url=http%3A%2F%2Fterapixel.wasabi.1024.s3.eu-central-1.wasabisys.com%2Fvtour%2Findex.html&amp;data=04%7C01%7Csdd1%40soton.ac.uk%7C8a060e88643942ccd1bc08d99f784c19%7C4a5378f929f44d3ebe89669d03ada9d8%7C0%7C0%7C637716161871070718%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000&amp;sdata=iQwZpIJ85%2BAQGS3KlcqPWsAkq7nnDpBXV4d6pmzp3FQ%3D&amp;reserved=0">
http://terapixel.wasabi.1024.s3.eu-central-1.wasabisys.com/vtour/index.html</a><o:p></o:p></p>
<p class="MsoNormal"><o:p>&nbsp;</o:p></p>
<p class="MsoNormal"><b>Streaming data modelling for real-time monitoring and forecasting<o:p></o:p></b></p>
<p class="MsoNormal">Presenter:&nbsp;<a href="https://eur03.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.turing.ac.uk%2Fpeople%2Fresearchers%2Fdarren-wilkinson&amp;data=04%7C01%7Csdd1%40soton.ac.uk%7C8a060e88643942ccd1bc08d99f784c19%7C4a5378f929f44d3ebe89669d03ada9d8%7C0%7C0%7C637716161871080712%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C3000&amp;sdata=T1BdtLScsuoJQ99rsv%2FLHKWtGVSdwD6glr76%2BZVPdqk%3D&amp;reserved=0" target="_blank">Professor
 Darren Wilkinson</a><o:p></o:p></p>
<p class="MsoNormal">We seek to address a key challenge of modern data science: the development of scalable algorithms for extracting useful information from large, complex, heterogeneous and ever-growing data sets in (near) real-time.<o:p></o:p></p>
<p class="MsoNormal">The project combines sequential statistical modelling with computational frameworks for streaming data processing, making significant use of functional programming approaches.<o:p></o:p></p>
<p class="MsoNormal">The techniques will be illustrated using live streaming data from Newcastle&#8217;s Urban Observatory &#8211; one of the largest public sources of smart-city data in the world. Data from environmental sensors which are both multivariate and spatially
 distributed provide a challenging use case for on-line statistical modelling.<o:p></o:p></p>
<p class="MsoNormal"><o:p>&nbsp;</o:p></p>
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