<html>
<head>
<meta http-equiv="Content-Type" content="text/html; charset=iso-8859-1">
<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-family: Calibri, Helvetica, sans-serif; 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);">
<div style="margin: 0px; font-size: 12pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<br>
</div>
<div style="margin: 0px; font-size: 12pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<span style="margin:0px; font-size:12pt; font-family:Calibri,Helvetica,sans-serif">Hope everyone is having a good week!</span></div>
<div style="margin: 0px; font-size: 12pt; color: rgb(0, 0, 0); background-color: rgb(255, 255, 255);">
<br>
</div>
<div dir="ltr" style="margin:0px">
<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; background-color: rgb(255, 255, 255); color: rgb(0, 0, 0);">
<div style="margin: 0px; color: black; background-color: white;"><span style="margin:0px; font-family:Calibri,Helvetica,sans-serif; font-size:12pt">We have an S3RI seminar today (</span><span style="margin: 0px; font-family: Calibri, Helvetica, sans-serif; background-color: white; font-size: 12pt;">at
2 pm), where</span><span style="margin: 0px; font-family: Calibri, Helvetica, sans-serif; background-color: white;"><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif"> Dr Sara Wade </span></span><span style="margin:0px; font-family:Calibri,Helvetica,sans-serif; font-size:12pt">(University
of Edinburgh) is speaking to us 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;">MCMC
for variationally sparse Gaussian processes: A pseudo-marginal approach</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></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="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;">Hope to see you at the seminar later today!</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;"> </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; color: rgb(0, 0, 0); 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; color: black; background-color: white;">Jessie</span></p>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<br>
</div>
<div>
<div style="font-family: Calibri, Arial, Helvetica, sans-serif; font-size: 12pt; color: rgb(0, 0, 0);">
<br>
</div>
<div style="font-family: Calibri, Arial, Helvetica, sans-serif; color: rgb(0, 0, 0);">
<div style="font-size:14px; box-sizing:border-box; font-family:"Segoe UI",system-ui,"Apple Color Emoji","Segoe UI Emoji",sans-serif">
<span style="font-size:12pt"><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif"><em><strong>On MCMC for variationally sparse Gaussian processes: A pseudo-marginal approach</strong></em></span></span></div>
<div style="box-sizing:border-box; font-family:"Segoe UI",system-ui,"Apple Color Emoji","Segoe UI Emoji",sans-serif">
<span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">Sara Wade (University of Edinburgh)</span><br>
</div>
<div style="box-sizing:border-box; font-family:"Segoe UI",system-ui,"Apple Color Emoji","Segoe UI Emoji",sans-serif">
<b><i><br>
</i></b>
<div style="font-size:12pt"><span></span></div>
<span style="font-size:12pt"><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">Abstract: Gaussian processes (GPs) are frequently used in machine learning and statistics to construct powerful models. However, when employing GPs in practice,
important considerations must be made, regarding the high computational burden, approximation of the posterior, choice of the covariance function and inference of its hyperparmeters. To address these issues, Hensman et al. (2015) combine variationally sparse
GPs with Markov chain Monte Carlo (MCMC) to derive a scalable, flexible and general framework for GP models. Nevertheless, the resulting approach requires intractable likelihood evaluations for many observation models. To bypass this problem, we propose a
pseudo-marginal (PM) scheme that offers asymptotically exact inference as well as computational gains through doubly stochastic estimators for the intractable likelihood and large datasets. In complex models, the advantages of the PM scheme are particularly
evident, and we demonstrate this on a two-level GP regression model with a nonparametric covariance function to capture non-stationarity.</span></span></div>
</div>
</div>
<div dir="ltr">
<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;">
<div style="margin: 0px; font-size: 15px; background-color: white; color: black;">
<div style="margin:0px">
<div style="margin:0px">
<div style="margin:0px"><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; 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"></span></font><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif"><Details
for Joining the Seminar></span><br>
<span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif"><b>Join on your computer or mobile app</b></span>
<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_x_me-email-text" style="color: rgb(37, 36, 36); font-family: "Segoe UI", "Helvetica Neue", Helvetica, Arial, sans-serif;">
<div style="margin-bottom:24px; margin-top:20px">
<div style="margin-bottom:20px"><a href="https://teams.microsoft.com/l/meetup-join/19%3a71f0ed99e3ce45219eef73b9cbd1b0f3%40thread.tacv2/1618929812150?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; font-family:Calibri,Helvetica,sans-serif">Click
here to join the meeting</span></a></div>
<div style="margin-bottom:4px">
<div style="margin-bottom:4px"><span style="font-size: 12pt; color: rgb(37, 36, 36); font-weight: bold; font-family: Calibri, Helvetica, sans-serif;">Or call in (audio only)</span></div>
<div style="margin-bottom:4px"><a href="tel:+442037940272,,960466002# " style="font-size: 14px; text-decoration: underline; color: rgb(98, 100, 167);"><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">+44 20 3794 0272,,960466002#</span></a><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">
</span><span style="font-size: 12pt; color: rgb(37, 36, 36); font-family: Calibri, Helvetica, sans-serif;"> United Kingdom, London
</span></div>
</div>
<span style="font-size: 12pt; color: rgb(37, 36, 36); font-family: Calibri, Helvetica, sans-serif;">Phone Conference ID:
</span><span style="color: rgb(37, 36, 36); font-size: 12pt; font-family: Calibri, Helvetica, sans-serif;">960 466 002#
</span>
<div style="margin-bottom:20px"><a target="_blank" href="https://dialin.teams.microsoft.com/06db52e8-d478-428c-ac92-018e3ba44e01?id=960466002" rel="noreferrer noopener" class="x_me-email-link" style="font-size: 14px; text-decoration: underline; color: rgb(98, 100, 167); font-family: "Segoe UI", "Helvetica Neue", Helvetica, Arial, sans-serif;"><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">Find
a local number</span></a><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif"> |
</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%7Cad7cdfff44c44c63a96f08d90ae31a95%7C4a5378f929f44d3ebe89669d03ada9d8%7C0%7C0%7C637552792790743963%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=OuhXdrnpVHLCXz7gnP%2FLsew%2BnSPn%2Bpo1mHktK35IVoM%3D&reserved=0" originalsrc="https://mysettings.lync.com/pstnconferencing" shash="U+IwO8Et52T4W2cWJJvTPnXv3jppciXADCFjJfUp3eqrwpO61ml/yVrkMAjZcJ59XAOZw9C+fyhx64fVu5HvzNOXha+oc6X6GnW1ukSg4jrA902N5uGOWOLOqkvOaF2QNWfCGzqrWmQBte4STrsxMCU9vr1JUy7F3hMIC+XK2uc=" 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; font-family:Calibri,Helvetica,sans-serif">Reset
PIN</span></a></div>
<span 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%7Cad7cdfff44c44c63a96f08d90ae31a95%7C4a5378f929f44d3ebe89669d03ada9d8%7C0%7C0%7C637552792790753927%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=px3vjA71Z%2FJUPJJRB%2B4ETSObGmUkpqrBdJCwBXlGk5c%3D&reserved=0" originalsrc="https://aka.ms/JoinTeamsMeeting" shash="C5Jn1xTJYFus4lfKpy2rYJjiFJ32qPsje/3cnh9lQeQEhqeGtrEfSCxNymz2wqc/EYAjSij23K8H+0IyjHNfwVd/qe2Hx+31XsrgnSEisqdPrcdIhiL1EtlD95pKNLv7S7Szu7dGzQJTZMPrRz1rMSpUJZMWx2L63C+hV1/SmkQ=" rel="noreferrer noopener" class="x_me-email-link" style="font-size: 14px; text-decoration: underline; color: rgb(98, 100, 167); font-family: "Segoe UI", "Helvetica Neue", Helvetica, Arial, sans-serif;"><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">Learn
more</span></a></span><span style="margin-bottom:24px; margin-top:20px; font-size:12pt; font-family:Calibri,Helvetica,sans-serif"> |
</span><span style="margin-bottom:24px; margin-top:20px"><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=1618929812150&language=en-GB" rel="noreferrer noopener" class="x_me-email-link" style="font-size: 14px; text-decoration: underline; color: rgb(98, 100, 167); font-family: "Segoe UI", "Helvetica Neue", Helvetica, Arial, sans-serif;"><span style="font-size:12pt; font-family:Calibri,Helvetica,sans-serif">Meeting
options</span></a></span></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%7Cad7cdfff44c44c63a96f08d90ae31a95%7C4a5378f929f44d3ebe89669d03ada9d8%7C0%7C0%7C637552792790753927%7CUnknown%7CTWFpbGZsb3d8eyJWIjoiMC4wLjAwMDAiLCJQIjoiV2luMzIiLCJBTiI6Ik1haWwiLCJXVCI6Mn0%3D%7C1000&sdata=KOiwRA3MA%2FbUT3zuyaYMUPVU%2B5KuOGfGkG0UxBhVhb0%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="yzNE1eFbUD6sjRcii0msfI0XNKv/Vs2MjyUm6fgxpbFrUIy1oPhEqB6HH+hvaWE39i+R+4KS2/TYpih1kyc6CMK/go2+BYF3wLfsoitKZPWB/4FMEkzWPv0Dcf9uVWALqzUYykxYV2q3/UsGEFhvZtS3mq7dQj4ALjxpHYcEiYM=" 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_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; font-family: Calibri, Helvetica, sans-serif;">---</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; font-family: Calibri, Helvetica, sans-serif;">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; font-family: Calibri, Helvetica, sans-serif;">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; font-family: Calibri, Helvetica, sans-serif;">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; font-family: Calibri, Helvetica, sans-serif;">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; 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_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_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_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>
</div>
</body>
</html>