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	<title>Sam Clifford</title>
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	<link>http://samclifford.info</link>
	<description>Straddling the divide between aerosol science and Bayesian statistics</description>
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		<title>Sam Clifford</title>
		<link>http://samclifford.info</link>
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		<item>
		<title>Posterior samples</title>
		<link>http://samclifford.info/2013/05/15/posterior-samples-17/</link>
		<comments>http://samclifford.info/2013/05/15/posterior-samples-17/#comments</comments>
		<pubDate>Wed, 15 May 2013 05:06:13 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[blog]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[statistics]]></category>
		<category><![CDATA[ecology]]></category>
		<category><![CDATA[programming]]></category>
		<category><![CDATA[finland]]></category>
		<category><![CDATA[education]]></category>
		<category><![CDATA[bayesian statistics]]></category>
		<category><![CDATA[gaussian process]]></category>
		<category><![CDATA[mathematics]]></category>
		<category><![CDATA[posterior samples]]></category>
		<category><![CDATA[economics]]></category>

		<guid isPermaLink="false">http://samclifford.info/?p=864</guid>
		<description><![CDATA[GPStuff 4.1 has been released recently. I&#8217;d like to work with Aki Vehtari&#8217;s group. I should really learn more about different inference approaches like EM, EP, VB. Some advice for my SEB113 students who may struggle with the workload of first &#8230; <a href="http://samclifford.info/2013/05/15/posterior-samples-17/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=864&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p><a href="http://andrewgelman.com/2013/05/14/gpstuff-bayesian-modeling-with-gaussian-processes">GPStuff 4.1 has been released recently</a>. I&#8217;d like to work with Aki Vehtari&#8217;s group. I should really learn more about different inference approaches like EM, EP, VB.</p>
<p>Some advice for my SEB113 students who may struggle with the workload of first semester university comes from the sagest of equines, <a href="https://twitter.com/horse_ebooks">@horse_ebooks</a>.<a href="http://samcliffordinfo.files.wordpress.com/2013/05/tumblr_mmjxritaln1qfgro5o1_500h.jpg"><img class="aligncenter size-large wp-image-867" alt="horseebooks" src="http://samcliffordinfo.files.wordpress.com/2013/05/tumblr_mmjxritaln1qfgro5o1_500h.jpg?w=450&#038;h=135" width="450" height="135" /></a><a href="http://www.biology.uq.edu.au/staff/hugh-possingham">Hugh Possingham</a>&#8216;s <a href="http://brisscience.wordpress.com/2013/04/20/monday-20-may-2013/">talking on Monday</a> about the mathematics and economics of conservation as part of the <a href="http://brisscience.wordpress.com/">BrisScience</a> seminar series. I&#8217;ve been meaning to make it to a Possingham talk for a while.</p>
<br /> Tagged: <a href='http://samclifford.info/tag/bayesian-statistics/'>bayesian statistics</a>, <a href='http://samclifford.info/tag/blog/'>blog</a>, <a href='http://samclifford.info/tag/ecology/'>ecology</a>, <a href='http://samclifford.info/tag/economics/'>economics</a>, <a href='http://samclifford.info/tag/education/'>education</a>, <a href='http://samclifford.info/tag/finland/'>finland</a>, <a href='http://samclifford.info/tag/gaussian-process/'>gaussian process</a>, <a href='http://samclifford.info/tag/mathematics/'>mathematics</a>, <a href='http://samclifford.info/tag/posterior-samples/'>posterior samples</a>, <a href='http://samclifford.info/tag/programming/'>programming</a>, <a href='http://samclifford.info/tag/science/'>science</a>, <a href='http://samclifford.info/tag/statistics/'>statistics</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=864&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">horseebooks</media:title>
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	</item>
		<item>
		<title>Meta-analysis? Meta-regression?</title>
		<link>http://samclifford.info/2013/05/14/meta-analysis-meta-regression/</link>
		<comments>http://samclifford.info/2013/05/14/meta-analysis-meta-regression/#comments</comments>
		<pubDate>Tue, 14 May 2013 01:20:43 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[bayesian statistics]]></category>
		<category><![CDATA[ilaqh]]></category>
		<category><![CDATA[microbiology]]></category>
		<category><![CDATA[papers]]></category>
		<category><![CDATA[programming]]></category>
		<category><![CDATA[qut]]></category>
		<category><![CDATA[R]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[statistics]]></category>
		<category><![CDATA[uptech]]></category>

		<guid isPermaLink="false">http://samclifford.info/?p=862</guid>
		<description><![CDATA[Meta-analysis with a covariate feels really weird. I&#8217;m wanting to compare the relationship between the distributions of the mean concentration of endotoxin in the air and in dust samples across 50 locations. I wasn&#8217;t sure I did it the right &#8230; <a href="http://samclifford.info/2013/05/14/meta-analysis-meta-regression/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=862&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Meta-analysis with a covariate feels really weird. I&#8217;m wanting to compare the relationship between the distributions of the mean concentration of endotoxin in the air and in dust samples across 50 locations. I wasn&#8217;t sure I did it the right way but the posterior estimates are consistent with my naïve approach of regressing the means of the air and dust samples. It&#8217;s important to account for the variability when doing this sort of <em>post hoc</em> analysis because a point estimate of the mean doesn&#8217;t reflect anywhere near the full set of knowledge you have about your parameters of interest.</p>
<p>On an unrelated note, another UPTECH paper has been <a href="http://pubs.acs.org/doi/abs/10.1021/es400041r">published</a>. This one&#8217;s looking at spatial variation of particle number concentration in the school environment. Congratulations to Farhad Salimi, the first author of this paper, on the publication of his first paper. Farhad&#8217;s one of the PhD students on the UPTECH project and is due to finish his thesis later this year. I&#8217;ve worked with him on two of his papers (this one and another which has been submitted) and he&#8217;s really thrown himself into learning how to use R. This has not only made it easier for me to collaborate with him but it&#8217;s also made his analysis possible.</p>
<br /> Tagged: <a href='http://samclifford.info/tag/bayesian-statistics/'>bayesian statistics</a>, <a href='http://samclifford.info/tag/ilaqh/'>ilaqh</a>, <a href='http://samclifford.info/tag/microbiology/'>microbiology</a>, <a href='http://samclifford.info/tag/papers/'>papers</a>, <a href='http://samclifford.info/tag/programming/'>programming</a>, <a href='http://samclifford.info/tag/qut/'>qut</a>, <a href='http://samclifford.info/tag/r/'>R</a>, <a href='http://samclifford.info/tag/science/'>science</a>, <a href='http://samclifford.info/tag/statistics/'>statistics</a>, <a href='http://samclifford.info/tag/uptech/'>uptech</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=862&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">Sam Clifford</media:title>
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		<title>Posterior samples</title>
		<link>http://samclifford.info/2013/05/13/posterior-samples-16/</link>
		<comments>http://samclifford.info/2013/05/13/posterior-samples-16/#comments</comments>
		<pubDate>Mon, 13 May 2013 00:58:26 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[blog]]></category>
		<category><![CDATA[chris hadfield]]></category>
		<category><![CDATA[education]]></category>
		<category><![CDATA[harvard]]></category>
		<category><![CDATA[pedagogy]]></category>
		<category><![CDATA[posterior samples]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[space]]></category>
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		<category><![CDATA[video lecture]]></category>

		<guid isPermaLink="false">http://samclifford.info/?p=841</guid>
		<description><![CDATA[Something important to remember as a maths educator is that maths can make people feel stupid and people don&#8217;t like feeling stupid. Ever wondered what it&#8217;s like to spend two months on an ice-breaker? The lecture slides from Harvard&#8217;s Stat &#8230; <a href="http://samclifford.info/2013/05/13/posterior-samples-16/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=841&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Something important to remember as a maths educator is that <a href="http://www.slate.com/articles/health_and_science/science/2013/04/math_teacher_explains_math_anxiety_and_defensiveness_it_hurts_to_feel_stupid.single.html">maths can make people feel stupid and people don&#8217;t like feeling stupid</a>.</p>
<p><a href="http://kottke.org/13/05/riding-an-icebreaker">Ever wondered what it&#8217;s like to spend two months on an ice-breaker?</a></p>
<p>The <a href="http://harvarddatascience.com/2013/05/05/harvard-stat-221-statistical-computing-and-visualization-all-lectures-online/">lecture slides from Harvard&#8217;s Stat 221 course</a> are all online now.</p>
<p>Commander Chris Hadfield&#8217;s <a href="http://www.youtube.com/watch?v=KaOC9danxNo">farewell from the ISS</a> is, fittingly, a cover of David Bowie&#8217;s &#8220;Space Oddity&#8221;.</p>
<br /> Tagged: <a href='http://samclifford.info/tag/blog/'>blog</a>, <a href='http://samclifford.info/tag/chris-hadfield/'>chris hadfield</a>, <a href='http://samclifford.info/tag/education/'>education</a>, <a href='http://samclifford.info/tag/harvard/'>harvard</a>, <a href='http://samclifford.info/tag/pedagogy/'>pedagogy</a>, <a href='http://samclifford.info/tag/posterior-samples/'>posterior samples</a>, <a href='http://samclifford.info/tag/science/'>science</a>, <a href='http://samclifford.info/tag/space/'>space</a>, <a href='http://samclifford.info/tag/video/'>video</a>, <a href='http://samclifford.info/tag/video-lecture/'>video lecture</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=841&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">Sam Clifford</media:title>
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		<title>I know the impact factor&#8217;s not the be all and end all, but&#8230;</title>
		<link>http://samclifford.info/2013/05/09/i-know-the-impact-factors-not-the-be-all-and-end-all-but/</link>
		<comments>http://samclifford.info/2013/05/09/i-know-the-impact-factors-not-the-be-all-and-end-all-but/#comments</comments>
		<pubDate>Thu, 09 May 2013 05:32:25 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[aerosols]]></category>
		<category><![CDATA[bayesian statistics]]></category>
		<category><![CDATA[blog]]></category>
		<category><![CDATA[ilaqh]]></category>
		<category><![CDATA[journals]]></category>
		<category><![CDATA[microbiology]]></category>
		<category><![CDATA[open access]]></category>
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		<category><![CDATA[publishing]]></category>
		<category><![CDATA[qut]]></category>
		<category><![CDATA[science]]></category>
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		<guid isPermaLink="false">http://samclifford.info/?p=852</guid>
		<description><![CDATA[In Australia, at least, the impact factor of the journals you publish in plays a large role in your advance in academia. Universities are always under pressure to publish their research in more prestigious journals, conflating the impact factor of &#8230; <a href="http://samclifford.info/2013/05/09/i-know-the-impact-factors-not-the-be-all-and-end-all-but/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=852&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>In Australia, at least, the impact factor of the journals you publish in plays a large role in your advance in academia. Universities are always under pressure to publish their research in more prestigious journals, conflating the impact factor of the journal and the impact of the research published in it. There are many ways journals can game their impact factor, many ways researchers can game the indices that describe the impact of their work, etc. That said, it&#8217;s always good to aim to produce research that will be accepted in a high quality journal.</p>
<p>I&#8217;ve been excited about the PLoS journals since their launch and I believe QUT is a subscribing member, which means our publication fees are covered. It&#8217;s one of the best Open Access journal groups around and doesn&#8217;t appear to be a cash grab like some other publishers who are attempting to use Open Access as a business model to increase profits rather than because they believe in the free dissemination of research.</p>
<p>UPTECH collected fungi and endotoxin data at the 25 schools, and we&#8217;re about to submit the fungi paper (which means work must continue on the endotoxin paper). I was considering whether we should submit to <a href="http://www.plosone.org/">PLoS One</a> (IF 2011: 4.092) and then had a look at what other journals they have which may be an appropriate home. I really think once we get the clinical data from <a href="http://www.woolcock.org.au/">our Southern collaborators</a> we should aim to do the best statistical modelling we can. I&#8217;m heartened by the fact that the head of the clinical group we&#8217;re working with has a strong background in stats and a desire to learn more Bayesian statistics. I don&#8217;t know if we can pull it off, but the prospect of having something investigating the role of fungi and endotoxin on child health published in <a href="http://www.plospathogens.org/">PLoS Pathogens</a> (IF 2011: 9.172) is exhilarating.</p>
<br /> Tagged: <a href='http://samclifford.info/tag/aerosols/'>aerosols</a>, <a href='http://samclifford.info/tag/bayesian-statistics/'>bayesian statistics</a>, <a href='http://samclifford.info/tag/blog/'>blog</a>, <a href='http://samclifford.info/tag/ilaqh/'>ilaqh</a>, <a href='http://samclifford.info/tag/journals/'>journals</a>, <a href='http://samclifford.info/tag/microbiology/'>microbiology</a>, <a href='http://samclifford.info/tag/open-access/'>open access</a>, <a href='http://samclifford.info/tag/papers/'>papers</a>, <a href='http://samclifford.info/tag/publishing/'>publishing</a>, <a href='http://samclifford.info/tag/qut/'>qut</a>, <a href='http://samclifford.info/tag/science/'>science</a>, <a href='http://samclifford.info/tag/statistics/'>statistics</a>, <a href='http://samclifford.info/tag/uptech/'>uptech</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=852&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">Sam Clifford</media:title>
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		<title>There is so much I don&#8217;t know that I wish I did</title>
		<link>http://samclifford.info/2013/05/09/there-is-so-much-i-dont-know-that-i-wish-i-did/</link>
		<comments>http://samclifford.info/2013/05/09/there-is-so-much-i-dont-know-that-i-wish-i-did/#comments</comments>
		<pubDate>Thu, 09 May 2013 01:29:21 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[bayesian statistics]]></category>
		<category><![CDATA[blog]]></category>
		<category><![CDATA[brag]]></category>
		<category><![CDATA[ilaqh]]></category>
		<category><![CDATA[programming]]></category>
		<category><![CDATA[qut]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[statistics]]></category>

		<guid isPermaLink="false">http://samclifford.info/?p=843</guid>
		<description><![CDATA[There are things I&#8217;ve heard of and never followed up like Expectation Maximisation (and Variational Bayes, for that matter), Expectation Propagation and Hamiltonian Monte Carlo. Things I once learned about and forgot because I didn&#8217;t have the background at the &#8230; <a href="http://samclifford.info/2013/05/09/there-is-so-much-i-dont-know-that-i-wish-i-did/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=843&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>There are things I&#8217;ve heard of and never followed up like Expectation Maximisation (and Variational Bayes, for that matter), Expectation Propagation and Hamiltonian Monte Carlo. Things I once learned about and forgot because I didn&#8217;t have the background at the time such as Importance Sampling, Rejection Sampling, Slice Sampling. Then there&#8217;s things that are the cutting edge of statistical research that aren&#8217;t necessarily statistical methods but means of implementing them and are transforming the way we do statistics, such as CUDA.</p>
<p>I&#8217;ve managed to pick up a few little statistical novelties along the way such as nonparametric Bayes, hierarchical linear models and some of the theory behind GMRFs and Gaussian Processes but I feel like I&#8217;m lagging behind where I want to be. This could be a consequence of being based in a group with no other statisticians. Were I doing my postdoc in a statistics group I&#8217;d be more deeply immersed in a group with a culture of doing statistics research rather than doing scientific research which requires statistics I already know.</p>
<br /> Tagged: <a href='http://samclifford.info/tag/bayesian-statistics/'>bayesian statistics</a>, <a href='http://samclifford.info/tag/blog/'>blog</a>, <a href='http://samclifford.info/tag/brag/'>brag</a>, <a href='http://samclifford.info/tag/ilaqh/'>ilaqh</a>, <a href='http://samclifford.info/tag/programming/'>programming</a>, <a href='http://samclifford.info/tag/qut/'>qut</a>, <a href='http://samclifford.info/tag/science/'>science</a>, <a href='http://samclifford.info/tag/statistics/'>statistics</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=843&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">Sam Clifford</media:title>
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		<title>Posterior samples</title>
		<link>http://samclifford.info/2013/04/29/posterior-samples-15/</link>
		<comments>http://samclifford.info/2013/04/29/posterior-samples-15/#comments</comments>
		<pubDate>Mon, 29 Apr 2013 07:36:43 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[andrew gelman]]></category>
		<category><![CDATA[bayesian statistics]]></category>
		<category><![CDATA[blog]]></category>
		<category><![CDATA[comic]]></category>
		<category><![CDATA[posterior samples]]></category>
		<category><![CDATA[public health]]></category>
		<category><![CDATA[science]]></category>
		<category><![CDATA[statistics]]></category>
		<category><![CDATA[xkcd]]></category>

		<guid isPermaLink="false">http://samclifford.info/?p=801</guid>
		<description><![CDATA[Often we don&#8217;t discuss the various technical tricks that make the science easier in the methodology sections of our papers. Randall Munroe made a chart that helps you figure out whether you&#8217;re spending more time working on your time-saving technical trick than &#8230; <a href="http://samclifford.info/2013/04/29/posterior-samples-15/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=801&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Often we don&#8217;t <a href="http://dynamicecology.wordpress.com/2013/03/18/whats-your-best-technical-trick/">discuss the various technical tricks</a> that make the science easier in the methodology sections of our papers.</p>
<p>Randall Munroe made <a href="http://xkcd.com/1205/">a chart</a> that helps you figure out whether you&#8217;re spending more time working on your time-saving technical trick than you&#8217;d actually save.</p>
<p>SAMSI <a href="http://samsiatrtp.wordpress.com/2013/04/25/samsi-hosts-simons-foundation-public-lecture-the-public-health-impact-of-air-pollution-and-climate-change/">hosted a talk</a> about the public health impact of climate change. Wish I could have been there.</p>
<p>A few (somewhat) recent posts from Andrew Gelman regarding p values</p>
<ul>
<li><span style="line-height:12px;"><a href="http://andrewgelman.com/2013/04/28/plain-old-everyday-bayesianism/">reporting probabilities instead of p values</a> is very Bayesian</span></li>
<li><a href="http://andrewgelman.com/2013/02/p-values-and-statistical-practice/">p values and statistical practice</a></li>
</ul>
<p>I find myself agreeing with a lot of what Gelman says on p values. I think they put the focus of statistics on testing rather than modelling, which is part of why we end up with scientists and others with such poor statistical skills and next to no creativity in terms of the models they fit.</p>
<br /> Tagged: <a href='http://samclifford.info/tag/andrew-gelman/'>andrew gelman</a>, <a href='http://samclifford.info/tag/bayesian-statistics/'>bayesian statistics</a>, <a href='http://samclifford.info/tag/blog/'>blog</a>, <a href='http://samclifford.info/tag/comic/'>comic</a>, <a href='http://samclifford.info/tag/posterior-samples/'>posterior samples</a>, <a href='http://samclifford.info/tag/public-health/'>public health</a>, <a href='http://samclifford.info/tag/science/'>science</a>, <a href='http://samclifford.info/tag/statistics/'>statistics</a>, <a href='http://samclifford.info/tag/xkcd/'>xkcd</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=801&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">Sam Clifford</media:title>
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		<item>
		<title>CAR 2013 PhD scholarship information</title>
		<link>http://samclifford.info/2013/04/23/car-2013-phd-scholarship-information/</link>
		<comments>http://samclifford.info/2013/04/23/car-2013-phd-scholarship-information/#comments</comments>
		<pubDate>Mon, 22 Apr 2013 23:54:29 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[blog]]></category>
		<category><![CDATA[phd]]></category>
		<category><![CDATA[qut]]></category>
		<category><![CDATA[research scholarships]]></category>
		<category><![CDATA[science]]></category>

		<guid isPermaLink="false">http://samclifford.info/?p=830</guid>
		<description><![CDATA[CAR, the body who funds my postdoc, are advertising two full time PhD scholarships for students who are interested in researching air quality. There are CAR investigators who will serve as supervisors in Brisbane, Sydney, Melbourne, Wollongong and Hobart. Further &#8230; <a href="http://samclifford.info/2013/04/23/car-2013-phd-scholarship-information/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=830&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p><a href="http://www.car-cre.org.au/">CAR</a>, the body who funds my postdoc, are advertising two full time PhD scholarships for students who are interested in researching air quality. There are CAR investigators who will serve as supervisors in Brisbane, Sydney, Melbourne, Wollongong and Hobart.</p>
<p>Further information can be found in the three documents below.</p>
<ul>
<li><a style="line-height:1.5;font-style:inherit;" href="http://samcliffordinfo.files.wordpress.com/2013/04/car-2013-scholarships_information.pdf">CAR 2013 Scholarships_Information</a></li>
<li><a style="line-height:1.5;font-style:inherit;" href="http://samcliffordinfo.files.wordpress.com/2013/04/phd-scholarships-car-2013-call-for-applications.pdf">PhD Scholarships CAR 2013 Call for Applications</a></li>
<li><a style="line-height:1.5;font-style:inherit;" href="http://samcliffordinfo.files.wordpress.com/2013/04/phd-application-form-car-2013x.doc">PhD application form CAR 2013.docx</a></li>
</ul>
<br /> Tagged: <a href='http://samclifford.info/tag/blog/'>blog</a>, <a href='http://samclifford.info/tag/phd/'>phd</a>, <a href='http://samclifford.info/tag/qut/'>qut</a>, <a href='http://samclifford.info/tag/research-scholarships/'>research scholarships</a>, <a href='http://samclifford.info/tag/science/'>science</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=830&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">Sam Clifford</media:title>
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		<title>An argument for why careful coding in R is better than an Excel spreadsheet</title>
		<link>http://samclifford.info/2013/04/18/an-argument-for-why-careful-coding-in-r-is-better-than-an-excel-spreadsheet/</link>
		<comments>http://samclifford.info/2013/04/18/an-argument-for-why-careful-coding-in-r-is-better-than-an-excel-spreadsheet/#comments</comments>
		<pubDate>Thu, 18 Apr 2013 00:21:33 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[andrew gelman]]></category>
		<category><![CDATA[blog]]></category>
		<category><![CDATA[economics]]></category>
		<category><![CDATA[excel]]></category>
		<category><![CDATA[programming]]></category>
		<category><![CDATA[R]]></category>
		<category><![CDATA[statistics]]></category>

		<guid isPermaLink="false">http://samclifford.info/?p=825</guid>
		<description><![CDATA[I spend a fair amount of energy encouraging my coworkers to use R because you can write reusable code that means checking for errors is simple and you can re-run it on different data sets without having to manually copy &#8230; <a href="http://samclifford.info/2013/04/18/an-argument-for-why-careful-coding-in-r-is-better-than-an-excel-spreadsheet/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=825&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>I spend a fair amount of energy encouraging my coworkers to use R because you can write reusable code that means checking for errors is simple and you can re-run it on different data sets without having to manually copy and paste all your data and fix up any indexing if it&#8217;s the wrong length.</p>
<p>There&#8217;s been a bit of buzz recently about how two economists really dropped the ball when they published a paper showing that high levels of national debt as a percentage of GDP slows economic growth. I won&#8217;t write any more about it because it&#8217;s been done by better writers and statisticians, but I&#8217;d like to bring your attention to the following articles:</p>
<ul>
<li><span style="line-height:12px;"><a href="http://www.nber.org/papers/w15639.pdf">The original working paper</a> (National Bureau of Economic Research)</span></li>
<li><a href="http://www.peri.umass.edu/236/hash/31e2ff374b6377b2ddec04deaa6388b1/publication/566/">Replicating the results</a> (Political Economy Research Institute) <a href="http://www.nextnewdeal.net/rortybomb/researchers-finally-replicated-reinhart-rogoff-and-there-are-serious-problems">was only possible by making huge methodological and data selection mistakes</a> (Next New Deal)</li>
<li><a href="http://www.guardian.co.uk/commentisfree/2013/apr/16/unemployment-reinhart-rogoff-arithmetic-cause">This may have led to massive avoidable unemployment around the world</a> (The Guardian)</li>
<li><a href="http://andrewgelman.com/2013/04/16/memo-to-reinhart-and-rogoff-i-think-its-best-to-admit-your-errors-and-go-on-from-there/">The authors should gracefully retract, admit they were wrong and move on</a> (Andrew Gelman&#8217;s blog)</li>
<li><a href="http://andrewgelman.com/2013/04/17/data-problems-coding-errors-what-can-be-done/?utm_source=feedly">And to use R </a>(Phil at Gelman&#8217;s blog) <a href="http://andrewgelman.com/2013/04/17/excel-bashing/?utm_source=feedly">rather than Excel</a> (Andrew Gelman)</li>
<li>There are many reasons to not use Excel, such as it providing the wrong answer for <a href="http://people.stern.nyu.edu/jsimonof/classes/1305/pdf/excelreg.pdf">paired t-tests</a> and <a href="http://or.nps.edu/faculty/PaulSanchez/oa4333/handouts/Excel/excel2000.pdf">being terrible at generating Normal random numbers</a>.</li>
</ul>
<br /> Tagged: <a href='http://samclifford.info/tag/andrew-gelman/'>andrew gelman</a>, <a href='http://samclifford.info/tag/blog/'>blog</a>, <a href='http://samclifford.info/tag/economics/'>economics</a>, <a href='http://samclifford.info/tag/excel/'>excel</a>, <a href='http://samclifford.info/tag/programming/'>programming</a>, <a href='http://samclifford.info/tag/r/'>R</a>, <a href='http://samclifford.info/tag/statistics/'>statistics</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=825&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">Sam Clifford</media:title>
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		<title>A proud moment</title>
		<link>http://samclifford.info/2013/04/17/a-proud-moment/</link>
		<comments>http://samclifford.info/2013/04/17/a-proud-moment/#comments</comments>
		<pubDate>Wed, 17 Apr 2013 03:44:16 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[blog]]></category>
		<category><![CDATA[git]]></category>
		<category><![CDATA[latex]]></category>
		<category><![CDATA[papers]]></category>

		<guid isPermaLink="false">http://samclifford.info/?p=822</guid>
		<description><![CDATA[Today a collaborator of mine started the outline of a new paper in LaTeX, put it on our git repository and emailed it as a PDF file to other people who will be co-authors on this paper. The text of &#8230; <a href="http://samclifford.info/2013/04/17/a-proud-moment/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=822&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p>Today a collaborator of mine started the outline of a new paper in LaTeX, put it on our git repository and emailed it as a PDF file to other people who will be co-authors on this paper. The text of the email included:</p>
<blockquote><p>I wrote this in LaTeX, which generates pdf files. Therefore, I do not have a Word document for this. Apologies for any inconvenience this may cause.</p></blockquote>
<p>I&#8217;ve been working with this collaborator to get them using Github, R and LaTeX . There was the denial, the anger, bargaining, depression and ultimately acceptance. Watching this collaborator send this email I felt like a proud father watching their child graduate.</p>
<br /> Tagged: <a href='http://samclifford.info/tag/blog/'>blog</a>, <a href='http://samclifford.info/tag/git/'>git</a>, <a href='http://samclifford.info/tag/latex/'>latex</a>, <a href='http://samclifford.info/tag/papers/'>papers</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=822&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">Sam Clifford</media:title>
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		<title>New INLA stuff makes me happy</title>
		<link>http://samclifford.info/2013/04/16/new-inla-stuff-makes-me-happy/</link>
		<comments>http://samclifford.info/2013/04/16/new-inla-stuff-makes-me-happy/#comments</comments>
		<pubDate>Tue, 16 Apr 2013 00:44:23 +0000</pubDate>
		<dc:creator>Sam Clifford</dc:creator>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[bayesian statistics]]></category>
		<category><![CDATA[blog]]></category>
		<category><![CDATA[dan simpson]]></category>
		<category><![CDATA[håvard rue]]></category>
		<category><![CDATA[inla]]></category>
		<category><![CDATA[programming]]></category>
		<category><![CDATA[qut]]></category>
		<category><![CDATA[R]]></category>
		<category><![CDATA[statistics]]></category>
		<category><![CDATA[uptech]]></category>

		<guid isPermaLink="false">http://samclifford.info/?p=804</guid>
		<description><![CDATA[R-INLA is a really neat use of GMRFs for computing posteriors for quite complicated Bayesian Latent Gaussian Models. I used it for spatio-temporal modelling in my PhD and had to feel my way through a lot based on an old &#8230; <a href="http://samclifford.info/2013/04/16/new-inla-stuff-makes-me-happy/">Continue reading <span class="meta-nav">&#8594;</span></a><img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=804&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></description>
				<content:encoded><![CDATA[<p><a href="www.r-inla.org">R-INLA</a> is a really neat use of GMRFs for computing posteriors for quite complicated Bayesian Latent Gaussian Models. I used it for spatio-temporal modelling in my PhD and had to feel my way through a lot based on an old demo which was purely spatial.</p>
<p>As I got further and further into my PhD I saw extensions for R-INLA being written thanks to a few visits from, and email correspondence with, <a href="http://www.math.ntnu.no/~daniesi/">Dr Daniel Simpson</a>, and the help list on the R-INLA site where Dan, Håvard Rue and Finn Lindgren are very quick with a reply.</p>
<p>A few days ago I got an email from Rue telling me he&#8217;d been made aware of <a href="http://arxiv.org/abs/1206.3833">one of my thesis papers</a> and if I wouldn&#8217;t mind having a look at running it with the new testing distribution of R-INLA. It&#8217;s the first time I&#8217;ve looked at the code again since submitting the paper for publication and it seems that an awful lot of work has been put into internal optimisation. The code for running my model requires less manual tuning now and I&#8217;m excited about using it in follow-up papers where I&#8217;ll be looking at more of the UPTECH data.</p>
<p>There&#8217;s also a <a href="http://www.r-inla.org/examples/tutorials/spde-tutorial">new tutorial for spatial modelling with INLA</a>, written by <a href="http://www.leg.ufpr.br/~elias/">Elias T. Krainski</a>, which covers a number of topics such as a simple spatial regression, a spatial model with misalignment and non-stationary spatial models (which I&#8217;ve seen talked about a few times but there&#8217;s very little documentation about them).</p>
<p>I think R-INLA, particularly the spatial modelling, has really come a long way over the last few years and it&#8217;s encouraging to see it being taken up at QUT where students would probably have used WinBUGS in the past. While there are some limitations in terms of the flexibility of the classes of models that can be fit in BUGS versus R-INLA I&#8217;d much rather do any spatial, spatio-temporal or non-parametric smoothing in R-INLA.</p>
<br /> Tagged: <a href='http://samclifford.info/tag/bayesian-statistics/'>bayesian statistics</a>, <a href='http://samclifford.info/tag/blog/'>blog</a>, <a href='http://samclifford.info/tag/dan-simpson/'>dan simpson</a>, <a href='http://samclifford.info/tag/havard-rue/'>håvard rue</a>, <a href='http://samclifford.info/tag/inla/'>inla</a>, <a href='http://samclifford.info/tag/programming/'>programming</a>, <a href='http://samclifford.info/tag/qut/'>qut</a>, <a href='http://samclifford.info/tag/r/'>R</a>, <a href='http://samclifford.info/tag/statistics/'>statistics</a>, <a href='http://samclifford.info/tag/uptech/'>uptech</a> <img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=samclifford.info&#038;blog=28290562&#038;post=804&#038;subd=samcliffordinfo&#038;ref=&#038;feed=1" width="1" height="1" />]]></content:encoded>
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			<media:title type="html">Sam Clifford</media:title>
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