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	<title>Walk the talk, talk the walk...</title>
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		<title>Walk the talk, talk the walk...</title>
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		<title>VMware Server 2 + Windows XP = headache</title>
		<link>http://rschubotz.wordpress.com/2009/08/19/vmware-server-2-windows-xp-headache/</link>
		<comments>http://rschubotz.wordpress.com/2009/08/19/vmware-server-2-windows-xp-headache/#comments</comments>
		<pubDate>Wed, 19 Aug 2009 11:26:49 +0000</pubDate>
		<dc:creator>rschubotz</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://rschubotz.wordpress.com/?p=155</guid>
		<description><![CDATA[If you run into &#8220;The System Administrator has set policies to prevent this installation“ during your installation of VMware Server 2, you should try the following workaround (via jason): Click Start Click Run gpedit.msc &#60;enter&#62; Drill down to Computer configuration Windows Settings Security Settings Software Restriction Policies Right click Software Restriction Policies Choose Create New [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=rschubotz.wordpress.com&amp;blog=4775728&amp;post=155&amp;subd=rschubotz&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p>If you run into &#8220;<strong>The System Administrator has set policies to prevent this installation</strong>“ during your installation of VMware Server 2, you should try the following workaround (via <a href="http://www.boche.net/blog/index.php/2008/11/15/vmware-server-20-installation-error/">jason</a>):</p>
<ol>
<li>Click Start</li>
<li>Click Run</li>
<li>gpedit.msc &lt;enter&gt;</li>
<li>Drill down to Computer configuration
<ol>
<li>Windows Settings
<ol>
<li>Security Settings
<ol>
<li>Software Restriction Policies</li>
</ol>
</li>
</ol>
</li>
</ol>
</li>
<li>Right click Software Restriction Policies</li>
<li>Choose Create New Policies</li>
<li>On the right hand side, right click Enforcement</li>
<li>Choose Properties</li>
<li>Down below, choose All users except local administrators</li>
<li>Click OK</li>
<li>Close Group Policy</li>
<li>Open a Command Prompt</li>
<li>Run the command <strong>gpupdate /force</strong> &lt;enter&gt;</li>
<li>When local group policy is finished updating, re-run the VMware Server 2.0 setup</li>
</ol>
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		<title>Papers on spatial energy balancing</title>
		<link>http://rschubotz.wordpress.com/2009/01/14/papers-on-spatial-energy-balancing/</link>
		<comments>http://rschubotz.wordpress.com/2009/01/14/papers-on-spatial-energy-balancing/#comments</comments>
		<pubDate>Wed, 14 Jan 2009 15:27:51 +0000</pubDate>
		<dc:creator>rschubotz</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://rschubotz.wordpress.com/?p=147</guid>
		<description><![CDATA[Baek et al. propose proximity-based multi-paths and investigate the impact of spatial route spreading on the moments of load density functions. For a given source-sink pair, they identified a fundamental trade-off between mean and variance of energy burden (both depending on spatial spreading and length of routes). An optimal (continuous) energy balancing strategy has been [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=rschubotz.wordpress.com&amp;blog=4775728&amp;post=147&amp;subd=rschubotz&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><a href="http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=4100706" target="_blank">Baek et al.</a> propose proximity-based multi-paths and investigate the impact of spatial route spreading on the moments of load density functions. For a given source-sink pair, they identified a fundamental trade-off between mean and variance of energy burden (both depending on spatial spreading and length of routes). An optimal (continuous) energy balancing strategy has been identified: it&#8217;s equivalent to the electrostatic problem. For regular grid topologies (based on their multi-path algorithm), they propose an approximate equi-flow minimum variance strategy.</p>
<p><a href="http://portal.acm.org/citation.cfm?id=570738.570741" target="_blank">Servetto et al.</a> formulate multi-path routing as packet-level random walks between a source and a sink. Local parameters of the random walks are derived analytically for regular grids, grids with random pertubations, and grids with dynamic pertubations. Resulting load distributions resemble <a href="http://upload.wikimedia.org/wikipedia/commons/e/e2/Gaussian_Copula_PDF.png" target="_blank">gaussian copulae</a>.</p>
<p>An interesting question (at least for me) is how to constrain random walks around a predefined trajectory, e.g. a Bézier curve, or an electrostatic field line. There might be a centralized approach with cubic complexity (<a href="http://mathworld.wolfram.com/CholeskyDecomposition.html">Cholesky</a>)&#8230;</p>
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		<item>
		<title>From Machine Learning Summer School 2007, Tuebingen</title>
		<link>http://rschubotz.wordpress.com/2008/12/03/from-machine-learning-summer-school-2007-tuebingen/</link>
		<comments>http://rschubotz.wordpress.com/2008/12/03/from-machine-learning-summer-school-2007-tuebingen/#comments</comments>
		<pubDate>Wed, 03 Dec 2008 17:18:31 +0000</pubDate>
		<dc:creator>rschubotz</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://rschubotz.wordpress.com/?p=144</guid>
		<description><![CDATA[Bayesian inference and Gaussian processes Carl Edward Rasmussen<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=rschubotz.wordpress.com&amp;blog=4775728&amp;post=144&amp;subd=rschubotz&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><a href="http://videolectures.net/mlss07_rasmussen_bigp/"><br />
<img src="http://videolectures.net/mlss07_rasmussen_bigp/thumb.jpg" border="0" alt="" /></p>
<p>Bayesian inference and Gaussian processes</a></p>
<p>Carl Edward Rasmussen</p>
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			<media:title type="html">rschubotz</media:title>
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		<item>
		<title>A Simulator and Integrated Development Platform for Sensor Networks Applications</title>
		<link>http://rschubotz.wordpress.com/2008/11/11/a-simulator-and-integrated-development-platform-for-sensor-networks-applications/</link>
		<comments>http://rschubotz.wordpress.com/2008/11/11/a-simulator-and-integrated-development-platform-for-sensor-networks-applications/#comments</comments>
		<pubDate>Tue, 11 Nov 2008 09:20:37 +0000</pubDate>
		<dc:creator>rschubotz</dc:creator>
				<category><![CDATA[Toys]]></category>

		<guid isPermaLink="false">http://rschubotz.wordpress.com/?p=118</guid>
		<description><![CDATA[SIDnet-SWANS is a discrete event simulator for wireless sensor network applications. I&#8217;ll try to use it for some simulations in multipole routing &#8211; stay tuned for some hand-on reviews. Oh, you might be interested in cranes as well.<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=rschubotz.wordpress.com&amp;blog=4775728&amp;post=118&amp;subd=rschubotz&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><img class="alignnone" title="SIDnet-SWANS" src="http://www.ece.northwestern.edu/~ocg474/Images/routing_phenomena.jpg" alt="" width="450" height="331" /></p>
<p><a href="http://www.ece.northwestern.edu/~ocg474/SIDnet.html">SIDnet-SWANS</a> is a discrete event simulator for wireless sensor network applications. I&#8217;ll try to use it for some simulations in multipole routing &#8211; stay tuned for some hand-on reviews. Oh, you might be interested in <a href="http://code.google.com/p/cranes/">cranes</a> as well.</p>
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			<media:title type="html">SIDnet-SWANS</media:title>
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	</item>
		<item>
		<title>Is maths running out of names?</title>
		<link>http://rschubotz.wordpress.com/2008/11/04/is-maths-running-out-of-names/</link>
		<comments>http://rschubotz.wordpress.com/2008/11/04/is-maths-running-out-of-names/#comments</comments>
		<pubDate>Tue, 04 Nov 2008 14:47:55 +0000</pubDate>
		<dc:creator>rschubotz</dc:creator>
				<category><![CDATA[Reading List]]></category>

		<guid isPermaLink="false">http://rschubotz.wordpress.com/?p=131</guid>
		<description><![CDATA[David MacKay &#8211; Gaussian Process Basics<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=rschubotz.wordpress.com&amp;blog=4775728&amp;post=131&amp;subd=rschubotz&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p style="text-align:left;"><a href="http://videolectures.net/gpip06_mackay_gpb/"><img src="http://videolectures.net/gpip06_mackay_gpb/thumb.jpg" border="0" alt="" /></a></p>
<p style="text-align:left;"><a href="http://videolectures.net/gpip06_mackay_gpb/">David MacKay &#8211; Gaussian Process Basics</a></p>
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		<item>
		<title>Preliminary results</title>
		<link>http://rschubotz.wordpress.com/2008/10/11/preliminary-results/</link>
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		<pubDate>Sat, 11 Oct 2008 10:23:31 +0000</pubDate>
		<dc:creator>rschubotz</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://rschubotz.wordpress.com/?p=136</guid>
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			<content:encoded><![CDATA[<p><a href="http://farm4.static.flickr.com/3006/3021152651_ea27c0d993_b.jpg" target="_self"><img class="alignnone" title="Scilab" src="http://farm4.static.flickr.com/3006/3021152651_ea27c0d993_m.jpg" alt="" width="240" height="169" /></a></p>
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		<title>Today&#8217;s per-capita paper consumption</title>
		<link>http://rschubotz.wordpress.com/2008/09/29/todays-per-capita-paper-consumption/</link>
		<comments>http://rschubotz.wordpress.com/2008/09/29/todays-per-capita-paper-consumption/#comments</comments>
		<pubDate>Mon, 29 Sep 2008 16:58:52 +0000</pubDate>
		<dc:creator>rschubotz</dc:creator>
				<category><![CDATA[Reading List]]></category>

		<guid isPermaLink="false">http://rschubotz.wordpress.com/?p=108</guid>
		<description><![CDATA[Adaptive query processing: why, how, when, what next? Type Conference Paper Author Amol Deshpande Author Zachary Ives Author Vijayshankar Raman Abstract Adaptive query processing has been the subject of a great deal of recent work, particularly in emerging data management environments such as data integration and data streams. We provide an overview of the work [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=rschubotz.wordpress.com&amp;blog=4775728&amp;post=108&amp;subd=rschubotz&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><img class="alignnone" src="http://upload.wikimedia.org/wikipedia/commons/thumb/f/fc/Headbang_dans_la_cuisine.jpeg/400px-Headbang_dans_la_cuisine.jpeg" alt="" width="400" height="600" /></p>
<p><span id="more-108"></span><strong>Adaptive query processing: why, how, when, what next?</strong></p>
<table border="0">
<tbody>
<tr>
<th>Type</th>
<td>Conference Paper</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Amol Deshpande</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Zachary Ives</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Vijayshankar Raman</td>
</tr>
<tr>
<th>Abstract</th>
<td>Adaptive query processing has been the subject of a great deal of recent work, particularly in emerging data management environments such as data integration and data streams. We provide an overview of the work in this area, identifying its common themes, laying out the space of query plans, and discussing open research problems. We discuss why adaptive query processing is needed, how it is being implemented, where it is most appropriately used, and finally, what next, i.e., open research problems.</td>
</tr>
<tr>
<th>Date</th>
<td>2007</td>
</tr>
<tr>
<th>Proceedings Title</th>
<td>Proceedings of the 33rd international conference on Very large data bases</td>
</tr>
<tr>
<th>Place</th>
<td>Vienna, Austria</td>
</tr>
<tr>
<th>Publisher</th>
<td>VLDB Endowment</td>
</tr>
<tr>
<th>Pages</th>
<td>1426-1427</td>
</tr>
<tr>
<th>ISBN</th>
<td>978-1-59593-649-3</td>
</tr>
<tr>
<th>Short Title</th>
<td>Adaptive query processing</td>
</tr>
<tr>
<th>URL</th>
<td><a href="http://portal.acm.org/citation.cfm?id=1325851.1326033&amp;coll=&amp;dl=">http://portal.acm.org/citation.cfm?<br />
id=1325851.1326033&amp;…</a></td>
</tr>
<tr>
<th>Accessed</th>
<td>Mon 29 Sep 2008 15:47:33 GMT</td>
</tr>
<tr>
<th>Repository</th>
<td>ACM</td>
</tr>
</tbody>
</table>
<p><strong>Optimizing Energy-Efficient Query Processing in Wireless Sensor Networks</strong></p>
<table border="0">
<tbody>
<tr>
<th>Type</th>
<td>Conference Paper</td>
</tr>
<tr>
<th class="author">Author</th>
<td>R. Rosemark</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Wang-Chien Lee</td>
</tr>
<tr>
<th class="author">Author</th>
<td>B. Urgaonkar</td>
</tr>
<tr>
<th>Abstract</th>
<td>This paper studies the issues of energy-efficient query optimization for wireless sensor networks. Different from existing query optimization techniques that consider only query plans for extracting data from sensors at individual nodes, our approach takes into account both of the sensing and communication cost in query plans. Central to our study is a cost-based analysis, based on which the energy cost of candidate plans for a given query are estimated to determine a query plan that is likely to consume the least energy for execution. Simulation results show that the query plan chosen in our approach consumes significantly less energy than an approach that optimizes on sensing cost only.</td>
</tr>
<tr>
<th>Date</th>
<td>2007</td>
</tr>
<tr>
<th>Proceedings Title</th>
<td>Mobile Data Management, 2007 International Conference on</td>
</tr>
<tr>
<th>Conference Name</th>
<td>Mobile Data Management, 2007 International Conference on</td>
</tr>
<tr>
<th>Pages</th>
<td>24-29</td>
</tr>
<tr>
<th>DOI</th>
<td>10.1109/MDM.2007.13</td>
</tr>
<tr>
<th>Repository</th>
<td>IEEE Xplore</td>
</tr>
</tbody>
</table>
<p><strong>Routing and processing multiple aggregate queries in sensor networks</strong></p>
<table border="0">
<tbody>
<tr>
<th>Type</th>
<td>Conference Paper</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Niki Trigoni</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Alexandre Guitton</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Antonios Skordylis</td>
</tr>
<tr>
<th>Abstract</th>
<td>We present a novel approach to processing continuous aggregate queries in sensor networks, which lifts the assumption of tree-based routing. Given a query workload and a special-purpose gateway node where results are expected, the query optimizer exploits query correlations in order to generate an energy-efficient distributed evaluation plan. The proposed algorithms, named STG and STS, identify common query sub-aggregates, and propose common routing structures to share the sub-aggregates at an early stage. Moreover, they avoid routing sub-aggregates of the same query through long-disjoint paths, thus further reducing the communication cost of result propagation. In this poster, we provide examples to illustrate the functionality and the communication savings of STG and STS compared to the existing tree-based approach.</td>
</tr>
<tr>
<th>Date</th>
<td>2006</td>
</tr>
<tr>
<th>Proceedings Title</th>
<td>Proceedings of the 4th international conference on Embedded networked sensor systems</td>
</tr>
<tr>
<th>Place</th>
<td>Boulder, Colorado, USA</td>
</tr>
<tr>
<th>Publisher</th>
<td>ACM</td>
</tr>
<tr>
<th>Pages</th>
<td>391-392</td>
</tr>
<tr>
<th>DOI</th>
<td>10.1145/1182807.1182871</td>
</tr>
<tr>
<th>ISBN</th>
<td>1-59593-343-3</td>
</tr>
<tr>
<th>URL</th>
<td><a href="http://portal.acm.org/citation.cfm?id=1182871">http://portal.acm.org/citation.cfm?<br />
id=1182871</a></td>
</tr>
<tr>
<th>Accessed</th>
<td>Mon 29 Sep 2008 17:49:01 GMT</td>
</tr>
<tr>
<th>Repository</th>
<td>ACM</td>
</tr>
</tbody>
</table>
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	</item>
		<item>
		<title>Spread some excellence</title>
		<link>http://rschubotz.wordpress.com/2008/09/26/spread-some-excellence/</link>
		<comments>http://rschubotz.wordpress.com/2008/09/26/spread-some-excellence/#comments</comments>
		<pubDate>Fri, 26 Sep 2008 09:38:07 +0000</pubDate>
		<dc:creator>rschubotz</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://rschubotz.wordpress.com/?p=122</guid>
		<description><![CDATA[I&#8217;m dabbling in CONET&#8216;s research cluster &#8220;Scalable Data Processing&#8220;. Read more for some relevant papers (I really like Zotero) Workload-Aware Query Routing Trees in Wireless Sensor Networks Type Conference Paper Author Panayiotis Andreou Author Demetrios Zeinalipour-Yazti Author Panos K. Chrysanthis Author George Samaras Abstract Continuous queries in wireless sensor networks are established on the premise [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=rschubotz.wordpress.com&amp;blog=4775728&amp;post=122&amp;subd=rschubotz&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><img class="alignnone" title="conet" src="http://www.cooperating-objects.eu/fileadmin/img/logo_conet.jpg" alt="" width="415" height="100" /></p>
<p>I&#8217;m dabbling in <a href="http://www.cooperating-objects.eu/">CONET</a>&#8216;s research cluster &#8220;<a href="http://www.cooperating-objects.eu/research-clusters/scalable-data-processing/">Scalable Data Processing</a>&#8220;. Read more for some relevant papers (I really like <a href="http://www.zotero.org" target="_blank">Zotero</a>)</p>
<p><span id="more-122"></span></p>
<p><strong>Workload-Aware Query Routing Trees in Wireless Sensor Networks</strong></p>
<table border="0">
<tbody>
<tr>
<th>Type</th>
<td>Conference Paper</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Panayiotis Andreou</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Demetrios Zeinalipour-Yazti</td>
</tr>
<tr>
<th class="author">Author</th>
<td>Panos K. Chrysanthis</td>
</tr>
<tr>
<th class="author">Author</th>
<td>George Samaras</td>
</tr>
<tr>
<th>Abstract</th>
<td>Continuous queries in wireless sensor networks are established on the premise of a routing tree that provides each sensor with a path over which answers can be transmitted to the query processor. We found that these structures are sub-optimality constructed in predominant data acquisition systems leading to an enormous waste of energy. In this paper we present MicroPulse, a workload-aware optimization algorithm for query routing trees in wireless sensor networks. Our algorithm is established on profiling recent data acquisition activity and on identifying the bottlenecks using an in-network execution of the critical path method. A node S utilizes this information in order to locally derive the time instance during which it should wake up, the interval during which it should deliver its workload and the workload increase tolerance of its parent node. We additionally provide an elaborate description of energy-conscious algorithms for disseminating and maintaining the critical path cost in a distributed manner. Our trace-driven experimentation with real sensor traces from Intel Research Berkeley shows that MicroPulse can reduce the data acquisition costs by many orders.</td>
</tr>
<tr>
<th>Date</th>
<td>2008</td>
</tr>
<tr>
<th>Proceedings Title</th>
<td>Proceedings of the The Ninth International Conference on Mobile Data Management (mdm 2008) &#8211; Volume 00</td>
</tr>
<tr>
<th>Publisher</th>
<td>IEEE Computer Society</td>
</tr>
<tr>
<th>Pages</th>
<td>189-196</td>
</tr>
<tr>
<th>ISBN</th>
<td>978-0-7695-3154-0</td>
</tr>
<tr>
<th>URL</th>
<td><a href="http://portal.acm.org/citation.cfm?id=1397755.1397810&amp;coll=&amp;dl=">http://portal.acm.org/citation.cfm?<br />
id=1397755.1397810&amp;…</a></td>
</tr>
<tr>
<th>Accessed</th>
<td>Tue 11 Nov 2008 09:30:46 IST</td>
</tr>
<tr>
<th>Repository</th>
<td>ACM</td>
</tr>
</tbody>
</table>
<p><strong>A Scalable and Efficient Approach for Obtaining Measurements in CAN-Based Control Systems</strong></p>
<table border="0">
<tbody>
<tr>
<th>Type</th>
<td>Journal Article</td>
</tr>
<tr>
<th class="author">Author</th>
<td>B. Andersson</td>
</tr>
<tr>
<th class="author">Author</th>
<td>N. Pereira</td>
</tr>
<tr>
<th class="author">Author</th>
<td>W. Elmenreich</td>
</tr>
<tr>
<th class="author">Author</th>
<td>E. Tovar</td>
</tr>
<tr>
<th class="author">Author</th>
<td>F. Pacheco</td>
</tr>
<tr>
<th class="author">Author</th>
<td>N. Cruz</td>
</tr>
<tr>
<th>Abstract</th>
<td>The availability of small inexpensive sensor elements enables the employment of large wired or wireless sensor networks for feeding control systems. Unfortunately, the need to transmit a large number of sensor measurements over a network negatively affects the timing parameters of the control loop. This paper presents a solution to this problem by representing sensor measurements with an approximate representation-an interpolation of sensor measurements as a function of space coordinates. A priority-based medium access control (MAC) protocol is used to select the sensor messages with high information content. Thus, the information from a large number of sensor measurements is conveyed within a few messages. This approach greatly reduces the time for obtaining a snapshot of the environment state and therefore supports the real-time requirements of feedback control loops.</td>
</tr>
<tr>
<th>Publication</th>
<td>Industrial Informatics, IEEE Transactions on</td>
</tr>
<tr>
<th>Volume</th>
<td>4</td>
</tr>
<tr>
<th>Issue</th>
<td>2</td>
</tr>
<tr>
<th>Pages</th>
<td>80-91</td>
</tr>
<tr>
<th>Date</th>
<td>2008</td>
</tr>
<tr>
<th>Journal Abbr</th>
<td>Industrial Informatics, IEEE Transactions on</td>
</tr>
<tr>
<th>DOI</th>
<td>10.1109/TII.2008.919709</td>
</tr>
<tr>
<th>ISSN</th>
<td>1551-3203</td>
</tr>
<tr>
<th>Repository</th>
<td>IEEE Xplore</td>
</tr>
</tbody>
</table>
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		<title>Google Tech Talk on Google Health</title>
		<link>http://rschubotz.wordpress.com/2008/09/17/google-tech-talk-on-google-health/</link>
		<comments>http://rschubotz.wordpress.com/2008/09/17/google-tech-talk-on-google-health/#comments</comments>
		<pubDate>Wed, 17 Sep 2008 18:01:03 +0000</pubDate>
		<dc:creator>rschubotz</dc:creator>
				<category><![CDATA[Uncategorized]]></category>

		<guid isPermaLink="false">http://rschubotz.wordpress.com/?p=100</guid>
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		<title>Emergence in Organic Computing Systems: Discussion of a Controversial Approach</title>
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		<pubDate>Sun, 14 Sep 2008 15:53:48 +0000</pubDate>
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		<description><![CDATA[Future information processing systems will exhibit challenging complexity and massive scale. It will be infeasible to monitor and control these systems from observations; instead they must monitor, control, and adapt themselves. To perform actions and services required, these systems must be self-aware, situated, and capable of communication and self-organization. Organic Computing aims at the utilization [...]<img alt="" border="0" src="http://stats.wordpress.com/b.gif?host=rschubotz.wordpress.com&amp;blog=4775728&amp;post=69&amp;subd=rschubotz&amp;ref=&amp;feed=1" width="1" height="1" />]]></description>
			<content:encoded><![CDATA[<p><img class="alignleft" src="http://upload.wikimedia.org/wikipedia/commons/thumb/3/37/Emergence.jpg/180px-Emergence.jpg" alt="" width="180" height="144" />Future information processing systems will exhibit challenging complexity and massive scale. It will be infeasible to monitor and control these systems from observations; instead they must monitor, control, and adapt themselves. To perform actions and services required, these systems must be self-aware, <a href="http://en.wikipedia.org/wiki/Situated" target="_self">situated</a>, and capable of communication and <a href="http://en.wikipedia.org/wiki/Self-organization" target="_self">self-organization</a>.</p>
<p><span id="more-69"></span></p>
<p><a href="http://www.organic-computing.org/index.html" target="_self"><em>Organic Computing</em></a> aims at the utilization of concepts such as <a href="http://en.wikipedia.org/wiki/Emergence" target="_self">emergence</a> and self-organization, and studies the mechanisms of self-organized emergence in technical systems. In order to measure, to control, and design emergence, a definition of emergence applicable to intelligent technical systems is needed [1].</p>
<p><strong>Emergence in Philosophy of Mind</strong><br />
In <a href="http://en.wikipedia.org/wiki/Philosophy_of_mind" target="_self">philosophy of mind</a>, the notion of emergence has been investigated as a a form of <a href="http://plato.stanford.edu/entries/physicalism/#8" target="_self">non-reductive physicalism</a> involving a layered view of nature, with layers arranged in terms of increasing complexity, and higher-order properties <a href="http://en.wikipedia.org/wiki/Supervenience#Computational_properties" target="_self">supervene</a> over lower levels without direct causal interaction.</p>
<ol>
<li><strong>Weak Emergence</strong> describes a type of emergence in which the emergent property is reducible to its individual constituents. Weak emergence is based on three theses:
<ol>
<li><em>thesis of physical monism</em> restricting the type of components of complex systems with emergent properties to physical entities, i.e. ruling out supernatural influences</li>
<li><em>thesis of systemic properties</em> characterizing the type of potential emergent properties as collective properties, i.e. the system as a whole has a property of type <img src='http://s0.wp.com/latex.php?latex=P&amp;bg=ffffff&amp;fg=565654&amp;s=0' alt='P' title='P' class='latex' /> but single components do not possess properties of type <img src='http://s0.wp.com/latex.php?latex=P&amp;bg=ffffff&amp;fg=565654&amp;s=0' alt='P' title='P' class='latex' /></li>
<li><em>thesis of synchronous determinism</em> specifying the relation between the system&#8217;s micro-structure and its emergent properties, i.e. emergent properties of a system are reducible to structure and properties of its individual components.</li>
</ol>
</li>
<li><strong>Strong </strong><strong>Emergence</strong> describes a type of emergence in which the emergent property is irreducible to the system&#8217;s components. Strong emergence is based on three theses:
<ol>
<li><em>thesis of physical monism</em></li>
<li><em>thesis of systemic properties</em></li>
<li><em>thesis of irreducibility</em>, i.e. systemic, emergent properties don&#8217;t arise from the behavior, properties, and structure of individual components</li>
</ol>
</li>
</ol>
<p><strong>Novel Definitions of Emergence</strong></p>
<ol>
<li>A. Stephan<strong> </strong>suggests [2] <strong>alternative definitions of emergence</strong> that add stronger requirements to the definition of weak emergence:
<ol>
<li><strong>Emergence as a consequence of collective self-organization</strong>: interesting systemic properties are realized by interactions of identical or similar system components, e.g. ant colonies.</li>
<li><strong>Emergence as a consequence of non-programmed functionality</strong>: systems, which interact with their environment, show a certain goal-oriented, adaptive behavior that is not a result of dedicated control or explicit programming.</li>
<li><strong>Emergence as a consequence of interactive complexity</strong>: systemic properties are the result of complex interactions of components.</li>
<li><strong>Emergence as incompressible development</strong>: a system is called emergent if a systemic macro-state can be derived from the system&#8217;s micro-dynamics and the external conditions only by simulation.</li>
<li><strong>Emergence as structure-unpredictability</strong>: formation of new properties, patterns, or structures follows the laws of <a href="http://monet.unibas.ch/~elmer/pendulum/chaos.htm" target="_self">deterministic chaos</a> and is unpredictable in this sense.</li>
</ol>
</li>
<p><strong></strong></p>
<li>J. Fromm<strong> </strong>provides [3] a <strong>comprehensive classification and universal taxonomy</strong> of the key types and forms of emergence in multi-agent systems. Fromm starts with a clear definition of emergent properties, i.e. a systemic property is emergent if it is not a property of any fundamental component, and emergence is the appearance of the emergent properties and structures on a higher level of organization or complexity. Fromm&#8217;s taxonomy is based on different feedback types and the structure of causality or cause-and-effect relationships. The different types of emergence are roughly classified through four types:
<ol>
<li><strong>Nominal emergence without top-down feedback</strong>
<ol type="a">
<li><em>Simple Intentional Emergence</em>, e.g. planned function of a machine as an emergent property of its components</li>
<li><em>Simple Unintentional Emergence</em>, e.g. statistical quantities and properties of identical particles (pressure, volume, temperature, <a href="http://www.iop.org/EJ/abstract/0264-9381/11/12/007" target="_self">time</a>)</li>
</ol>
</li>
<li><strong>Weak emergence including top-down feedback</strong> (two basic forms of interaction: direct interaction, e.g. flocking trick, and indirect interaction through environment, e.g. pheromone trick)
<ol type="a">
<li><em>Weak Emergence (stable)</em>, usually negative feedback that imposes constraints on possible actions of components, balance between bottom-up influences and top-down feedback from the group or environment. Typical examples are foraging behavior of ants, flocking behavior of fish and birds, optimal pricing of goods in an economy</li>
<li><em>Weak Emergence (in-stable)</em>, usually positive feedback leading to, e.g. cluster formation in economic and social migrations, drug addiction, economic inflation, abrupt collective opinion shifts, celebrity effect</li>
</ol>
</li>
<li><strong>Multiple emergence with many feedbacks</strong>
<ol type="a">
<li><em>Emergence with multiple feedback</em>, many emergent properties or processes are combinations of long-range inhibition (negative feedback) and short-range activation (positive feedback). These systems are known as activator-inhibitor systems and belong to <a href="http://en.wikipedia.org/wiki/Reaction-diffusion" target="_self">reaction-diffusion systems</a>. Typical examples are stripes and spots in animals coat patterns, chaotic and unpredictable behavior of real financial or stock markets.</li>
<li><em>Adaptive Emergence with multiple feedback</em>, different levels of complexity and organization in life forms are associated with evolutionary transitions that characterize the crossing of fitness gaps and fitness barriers. Abrupt, unsteady changes and jumps in complexity are the consequence of unsteady fitness landscapes and barriers. Catastrophes catalyze the transition to higher forms of complexity through a sudden, dramatic increase of challenges in the environment. Tunneling through fitness barriers is possible through the borrowing of complexity. Unpredictable catastrophic events or fluctuations can enhance evolution and accelerate adaption. Therefore this form of emergence is named adaptive emergence and it is associated to the appearance of new or the dramatic change of existing ecological niches. The same argument applies to scientific revolutions that overcome a mental barrier with a new scientific paradigm.</li>
</ol>
</li>
<li><strong>Strong emergence</strong> is often related to very large jumps in complexity and evolutionary transitions, e.g. genetic and memetic evolution. In a strongly emergent system, it proves completely impracticable to account for the macroscopic behavior by applying the laws at the level of its constituents. Due to the problem of combinatoric explosion with respect to the <a href="http://arxiv.org/abs/astro-ph/0408014" target="_self">Landauer-Wheeler-Lloyd limit</a>, any deterministic algorithm, rule or law renders infeasible.</li>
</ol>
</li>
<li><strong>Tom De Wolf&#8217;s Relationship of Emergence and Self-Organization [4]<br />
</strong></li>
<li><strong>Russ Abbott&#8217;s Explanation of Emergence [5]<br />
</strong></li>
<li><strong>Christian Mueller-Schloer&#8217;s Quantitative View of Emergence [6]<br />
</strong></li>
</ol>
<p><strong>References</strong></p>
<ol>
<li>C. Müller-Schloer and B. Sick, &#8220;Emergence in Organic Computing Systems: Discussion of a Controversial Concept&#8221;, Autonomic and Trusted Computing, 2006, pp. 1-16; http://dx.doi.org/10.1007/11839569_1.</li>
<li>A. Stephan, &#8220;Zur Rolle des Emergenzbegriffes in der Philosophie des Geistes und in der Kognitionswissenschaft&#8221;, Philosophie und Neurowissenschaften, 1770, Taschenbuch Wissenschaft, Suhrkamp, 2006</li>
<li>J. Fromm, “Types and Forms of Emergence,” nlin/0506028, Jun. 2005; http://arxiv.org/abs/nlin/0506028</li>
<li>T. De Wolf and T. Holvoet, “Emergence Versus Self-Organisation: Different Concepts but Promising When Combined,” Engineering Self-Organising Systems, 2005, pp. 1-15; http://dx.doi.org/10.1007/11494676_1</li>
<li>R. Abbott, “Emergence explained: Abstractions: Getting epiphenomena to do real work,” Complexity,  vol. 12, 2006, pp. 13-26.</li>
<li>M. Mnif and C. Muller-Schloer, “Quantitative Emergence,” Adaptive and Learning Systems, 2006 IEEE Mountain Workshop on, 2006, pp. 78-84</li>
</ol>
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