<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=Windows-1252">
<style type="text/css" style="display:none;"> P {margin-top:0;margin-bottom:0;} </style>
</head>
<body dir="ltr">
<div style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<span style="font-size: 12pt;">Dear all,</span><br>
</div>
<div dir="ltr">
<div style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<br>
</div>
<div style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<span style="font-size:12pt">Hope everyone is having a nice week.</span></div>
<div style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<br>
</div>
<div dir="ltr">
<div dir="ltr" style="margin: 0px; font-size: 15px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<div style="margin: 0px; font-size: 12pt; font-family: Calibri, Arial, Helvetica, sans-serif; background-color: rgb(255, 255, 255); color: rgb(0, 0, 0);">
<div style="margin: 0px; color: black; background-color: white;"><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">Today </span><span style="font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white;">at 2 pm,
we have an S3RI seminar, where </span><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">Prof Herwig Friedl (Graz University of Technology) is giving a talk on</span><br>
</div>
<div style="margin: 0px; color: black; background-color: white;">
<div style="margin: 0px; font-size: 15px; background-color: white; color: black;">
<div style="margin:0px">
<div style="margin:0px">
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: "Times New Roman", serif; color: black;"></span></p>
</div>
<div style="margin:0px">
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; color: black;"> </span></p>
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; color: black;">"</span><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; color: black;"><span style="margin:0px; box-sizing:border-box"><span style="box-sizing:border-box; font-family:Calibri,Helvetica,sans-serif; font-size:12pt">Mixture
Models in Practice</span></span><span style="margin:0px; box-sizing:border-box; font-size:12pt; font-family:Calibri,Helvetica,sans-serif">.</span></span><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; color: black;">"</span><span style="margin: 0px; font-size: 12pt; font-family: "Times New Roman", serif; color: black;"></span></p>
</div>
<div style="margin:0px">
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; color: black;"> </span><span style="margin: 0px; font-size: 12pt; font-family: "Times New Roman", serif; color: black;"></span></p>
</div>
<div style="margin:0px">
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; color: black;">Please see below for the details of the talk and how to
join the seminar online.</span><span style="margin: 0px; font-size: 12pt; font-family: "Times New Roman", serif; color: black;"></span></p>
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="font-family: Calibri, Helvetica, sans-serif; font-size: 12pt;"><br>
Hope to see you at the seminar today!</span><br>
</p>
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: "Times New Roman", serif; color: black;"></span></p>
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; color: black;"> </span><span style="margin: 0px; font-size: 12pt; font-family: "Times New Roman", serif; color: black;"></span></p>
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; color: black;">Kind regards,</span><span style="margin: 0px; font-size: 12pt; font-family: "Times New Roman", serif; color: black;"></span></p>
<div style="margin:0px">
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 11.5pt; color: rgb(32, 31, 30); background-color: white;"><br>
</span><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; color: black;">Jessie</span></p>
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; color: black;"><br>
</span></p>
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; color: black;"><br>
</span></p>
<p style="margin-top: 0px; margin-bottom: 0px; background-color: white;"><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; color: black;"></span></p>
<div style="box-sizing:border-box; font-family:"Segoe UI",system-ui,"Apple Color Emoji","Segoe UI Emoji",sans-serif; font-size:14px">
<span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif"><b><i></i></b></span><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif"><b><i>Mixture Models in Practice</i></b></span>
<div><span style="color: rgb(0, 0, 0); font-family: Calibri, Helvetica, sans-serif; font-size: 12pt; background-color: rgb(255, 255, 255); display: inline !important;">Herwig Friedl (Graz University of Technology)</span></div>
<div><br>
</div>
<div><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">On the basis of two rather convincing applications of Mixture Models we will introduce into this model class. In a first study we deal with black and white C-SAM images of wafer structures.
The statistical analysis is based on the corresponding multi-modal histograms of the greyscales. The objective is to draw conclusions on both, the quality of the wafers as also on the contrast of the images. A heterogeneous mixture of gamma densities together
with a uniform component has been applied to enable such a two-fold failure analysis.</span></div>
<div><br>
</div>
<div><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">Another application deals with a homogeneous mixture of Generalized Non-Linear Models to estimate the daily maximum gas consumption depending on the outside temperature. For this purpose,
we implemented flexmixNL as an extension of the well-known R package flexmix. This now allows for the analysis of such a mixture of linear exponential families in which the means are non-linearly modeled, here by a family of sigmoid functions.</span></div>
<div><br>
</div>
<span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">(Joint work with Peter Scheibelhofer and Sanela Omerovic)</span><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif"></span></div>
<br>
<p style="margin-top: 0px; margin-bottom: 0px;margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px">
</p>
</div>
<div style="margin:0px"><br>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div style="background-color: rgb(255, 255, 255); color: rgb(0, 0, 0);"><font face="Segoe UI, Helvetica Neue, Helvetica, Arial, sans-serif"><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif"><Details for Joining the Seminar></span></font>
<div style="font-family: "Segoe UI", "Helvetica Neue", Helvetica, Arial, sans-serif; font-size: 15px; margin: 0px 0px 20px; color: rgb(37, 36, 36); background-color: rgb(255, 255, 255);">
<div class="x_me-email-text" style="color: rgb(37, 36, 36); font-family: "Segoe UI", "Helvetica Neue", Helvetica, Arial, sans-serif;">
<div style="margin-bottom:20px">
<div style="font-weight:bold; margin-bottom:0px; margin-top:0px"><span style="font-size:12pt">Join on your computer or mobile app</span></div>
<a href="https://teams.microsoft.com/l/meetup-join/19%3a71f0ed99e3ce45219eef73b9cbd1b0f3%40thread.tacv2/1618418874520?context=%7b%22Tid%22%3a%224a5378f9-29f4-4d3e-be89-669d03ada9d8%22%2c%22Oid%22%3a%22e8a58481-ba8c-4921-b869-4a905d652ae7%22%7d" target="_blank" rel="noreferrer noopener" class="x_me-email-headline" style="font-size: 14px; font-family: "Segoe UI Semibold", "Segoe UI", "Helvetica Neue", Helvetica, Arial, sans-serif; text-decoration: underline; color: rgb(98, 100, 167);"><span style="font-size:12pt">Click
here to join the meeting</span></a></div>
<div style="margin-bottom:4px">
<div style="margin-bottom:4px"><span style="font-size:12pt; font-weight:bold">Or call in (audio only)</span></div>
<div style="margin-bottom:4px"><a href="tel:+442037940272,,496295140# " style="font-size: 14px; text-decoration: underline; color: rgb(98, 100, 167);"><span style="font-size:12pt">+44 20 3794 0272,,496295140#</span></a><span style="font-size:12pt">
</span><span style="font-size:12pt"> United Kingdom, London </span></div>
</div>
<span style="font-size:12pt">Phone Conference ID: </span><span style="font-size:12pt">496 295 140#
</span>
<div style="margin-bottom:20px"><a target="_blank" href="https://dialin.teams.microsoft.com/06db52e8-d478-428c-ac92-018e3ba44e01?id=496295140" rel="noreferrer noopener" class="x_me-email-link" style="font-size: 14px; text-decoration: underline; color: rgb(98, 100, 167);"><span style="font-size:12pt">Find
a local number</span></a><span style="font-size:12pt"> | </span><a target="_blank" href="https://eur03.safelinks.protection.outlook.com/?url=https%3A%2F%2Fmysettings.lync.com%2Fpstnconferencing&data=04%7C01%7CTuring-Southampton%40ecs.soton.ac.uk%7C335fd18be9984188ab4508d9056c38fd%7C4a5378f929f44d3ebe89669d03ada9d8%7C0%7C0%7C637546784626422222%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=HNu%2BYmUHCPRPbQP5H93gGg7X%2FUnPLctQca0L%2BYkBRr4%3D&reserved=0" originalsrc="https://mysettings.lync.com/pstnconferencing" shash="Y2mkNnyzzqCP66tYdRSlrwtj6gYu84JfojQh850fiatIqIOrV33B2Kb7TNRaM1+q41mln+tp2+3uGhVrJ/xKzAamXLCHVeJlNoGNuLNyVIFDUmllyv3PcQev/mhai50r6nbZ6PcZScHsXD89Qn412AxiZj1yG9wZ5dfW4U3eiZo=" rel="noreferrer noopener" class="x_me-email-link" style="font-size: 14px; text-decoration: underline; color: rgb(98, 100, 167);"><span style="font-size:12pt">Reset
PIN</span></a></div>
<div style="margin-bottom:24px; margin-top:20px"><a target="_blank" href="https://eur03.safelinks.protection.outlook.com/?url=https%3A%2F%2Faka.ms%2FJoinTeamsMeeting&data=04%7C01%7CTuring-Southampton%40ecs.soton.ac.uk%7C335fd18be9984188ab4508d9056c38fd%7C4a5378f929f44d3ebe89669d03ada9d8%7C0%7C0%7C637546784626422222%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=PLjPIPrcj0B9J0Num%2F4zGWY21jGFJPwtKcuPXqqh8ao%3D&reserved=0" originalsrc="https://aka.ms/JoinTeamsMeeting" shash="Oh0w2RqTYUYDVFxYIDFtNrZJPeAC0DYCxfBUqzqxeBPIkR1NN0baOFtRg/7/Qh+Jfx930AOTRm8Rq5GkBKWhHxdRGrOk3qzHieUHbsb1xM1sjDy6cAftSlmwuRkyxCEWi/QbuGL4MTnUdEkc8Pea5Ddnf6CQJQG4gOxZM+Upom8=" rel="noreferrer noopener" class="x_me-email-link" style="font-size: 14px; text-decoration: underline; color: rgb(98, 100, 167);"><span style="font-size:12pt">Learn
more</span></a><span style="font-size:12pt"> | </span><a target="_blank" href="https://teams.microsoft.com/meetingOptions/?organizerId=e8a58481-ba8c-4921-b869-4a905d652ae7&tenantId=4a5378f9-29f4-4d3e-be89-669d03ada9d8&threadId=19_71f0ed99e3ce45219eef73b9cbd1b0f3@thread.tacv2&messageId=1618418874520&language=en-GB" rel="noreferrer noopener" class="x_me-email-link" style="font-size: 14px; text-decoration: underline; color: rgb(98, 100, 167);"><span style="font-size:12pt">Meeting
options</span></a></div>
</div>
</div>
</div>
<div>
<div style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);">
<p style="color: black; font-family: "Times New Roman", serif; background-color: white; margin: 0px;">
<span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; letter-spacing: 0.15pt; color: black;"><br>
</span><span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; letter-spacing: 0.15pt; color: black;"><Details for jointing S3RI team on Microsoft Teams></span></p>
<p style="color: black; font-family: "Times New Roman", serif; background-color: white; margin: 0px;">
<span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; background-color: white; letter-spacing: 0.15pt; color: black;">If you would like to join the S3RI team on Microsoft Teams, please use the link below:</span><span style="margin: 0px; font-size: 10.5pt; font-family: Arial, sans-serif; color: rgb(60, 64, 67); background-color: white; letter-spacing: 0.15pt;"><br>
<br>
<span style="margin: 0px; font-size: 12pt; font-family: Calibri, Helvetica, sans-serif; color: black;"><span style="margin:0px"><a href="https://eur03.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.google.com%2Furl%3Fq%3Dhttps%3A%2F%2Fteams.microsoft.com%2Fl%2Fteam%2F19%25253a71f0ed99e3ce45219eef73b9cbd1b0f3%252540thread.tacv2%2Fconversations%3FgroupId%253D260706f2-7819-4bfe-920a-3d55825d8e9c%2526tenantId%253D4a5378f9-29f4-4d3e-be89-669d03ada9d8%26sa%3DD%26source%3Dcalendar%26usd%3D2%26usg%3DAOvVaw2XvLgdTxMOK_D8EYzydQd6&data=04%7C01%7CTuring-Southampton%40ecs.soton.ac.uk%7C335fd18be9984188ab4508d9056c38fd%7C4a5378f929f44d3ebe89669d03ada9d8%7C0%7C0%7C637546784626432185%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=H91FV8zCOAYdd2jNqOx3Xnq0c%2FGSc8zJh0YU1qvj5H8%3D&reserved=0" originalsrc="https://www.google.com/url?q=https://teams.microsoft.com/l/team/19%253a71f0ed99e3ce45219eef73b9cbd1b0f3%2540thread.tacv2/conversations?groupId%3D260706f2-7819-4bfe-920a-3d55825d8e9c%26tenantId%3D4a5378f9-29f4-4d3e-be89-669d03ada9d8&sa=D&source=calendar&usd=2&usg=AOvVaw2XvLgdTxMOK_D8EYzydQd6" shash="PO0PWcxaLWDT4BgZjJxAn0EatBlqz5hwX6r6INu774jTLh4ut9J978wNUyfh2jts1z9c3EucZX0yG5F0jXMEcjP7a/cOAEOXETfopCEm3fetqMM/Orm8xzHSZ4dM4+HcuUn9YiZiTUuN03HuZw0FMqsJKWDFkoOIyZJIFTfvPp0=" target="_blank" rel="noopener noreferrer" originalsrc="https://www.google.com/url?q=https://teams.microsoft.com/l/team/19%253a71f0ed99e3ce45219eef73b9cbd1b0f3%2540thread.tacv2/conversations?groupId%3D260706f2-7819-4bfe-920a-3d55825d8e9c%26tenantId%3D4a5378f9-29f4-4d3e-be89-669d03ada9d8&sa=D&source=calendar&usd=2&usg=AOvVaw2XvLgdTxMOK_D8EYzydQd6" shash="NGA7ggaomgyt5vmR/ERRKyTIU8a2Ihws/dXaa+5VWyFjVCj3ngUBvCeEGq4l7a9yBnhxE/quwfw/3/0dqE/JzhHZGZuMwIdVQ4dhVvrvTlaKnCiDgDNQasGd/Rlu8nO4MQ1ZW3VIAhVEHTpFb0yUwRcQPTbzA1D06d4UWtVuY9Q=" title="" style="margin:0px"><span style="margin:0px; font-size:12pt; font-family:Calibri,Helvetica,sans-serif">https://teams.microsoft.com/l/team/19%3a71f0ed99e3ce45219eef73b9cbd1b0f3%40thread.tacv2/conversations?groupId=260706f2-7819-4bfe-920a-3d55825d8e9c&tenantId=4a5378f9-29f4-4d3e-be89-669d03ada9d8</span></a></span></span></span></p>
<br>
</div>
<div id="x_x_Signature">
<div>
<div></div>
<div></div>
<p style="font: 400 small Arial; text-align: start; background-color: rgb(255, 255, 255); margin: 0px; color: rgb(35, 35, 35);">
<span style="color: rgb(117, 123, 128); font-size: 12pt;">---</span><br>
</p>
<p style="font: 400 small Arial; text-align: start; background-color: rgb(255, 255, 255); margin: 0px; color: rgb(35, 35, 35);">
<span style="margin: 0px; color: rgb(117, 123, 128);"></span></p>
<p style="color: rgb(35, 35, 35); font-size: small; background-color: white; margin: 0px;">
<br>
</p>
<p style="font: 400 small Arial; text-align: start; background-color: rgb(255, 255, 255); margin: 0px; color: rgb(35, 35, 35);">
<span style="margin: 0px; color: rgb(117, 123, 128); font-size: 10pt;">Chieh-Hsi (Jessie) Wu, PhD</span></p>
<p style="font: 400 small Arial; text-align: start; background-color: rgb(255, 255, 255); margin: 0px; color: rgb(35, 35, 35);">
<span style="margin: 0px; color: rgb(117, 123, 128); font-size: 10pt;">Lecturer in Statistics</span></p>
<p style="font: 400 small Arial; text-align: start; background-color: rgb(255, 255, 255); margin: 0px;">
<span style="color: rgb(117, 123, 128); font-size: 10pt;">School of Mathematics</span></p>
<p style="font: 400 small Arial; text-align: start; background-color: rgb(255, 255, 255); margin: 0px; color: rgb(35, 35, 35);">
<span style="margin: 0px; color: rgb(117, 123, 128); font-size: 10pt;">University of Southampton</span></p>
</div>
</div>
</div>
<div dir="ltr">
<div dir="ltr">
<div style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<div dir="ltr" style="margin: 0px; font-size: 15px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<div dir="ltr" style="margin:0px">
<div style="margin: 0px; font-size: 12pt; font-family: Calibri, Arial, Helvetica, sans-serif; color: black;">
</div>
</div>
</div>
</div>
<div dir="ltr">
<div dir="ltr">
<div dir="ltr">
<div dir="ltr">
<div dir="ltr">
<div dir="ltr">
<div dir="ltr">
<div style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);">
<div style="margin: 0px; font-size: 14px; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<div dir="ltr" style="margin:0px"><br>
</div>
</div>
</div>
<div dir="ltr">
<div dir="ltr">
<div>
<div dir="ltr">
<div dir="ltr">
<div dir="ltr">
<div dir="ltr">
<div dir="ltr">
<div dir="ltr">
<div style="background-color: rgb(255, 255, 255);">
<p style="margin-top: 0px; margin-bottom: 0px;margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px; margin-top:0px; margin-bottom:0px">
<span class="x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_event-where"><span class="x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_event-description"><span><span class="x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_x_event-description"></span></span></span></span></p>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</body>
</html>