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    <title>Notebooks   </title>
    <link>http://bactra.org/notebooks</link>
    <description>Cosma's Notebooks</description>
    <language>en</language>

  <item>
    <title>Multi-Agent Systems</title>
    <link>http://bactra.org/notebooks/2009/04/10#multi-agent-systems</link>
    <description>
&lt;P&gt;Cf.
	&lt;a href=&quot;agent-based-modeling.html&quot;&gt;Agent-Based Modeling&lt;/a&gt;;
	&lt;a href=&quot;collective-cognition.html&quot;&gt;Collective Cognition&lt;/a&gt;;
	&lt;a href=&quot;complex-networks.html&quot;&gt;Complex Networks&lt;/a&gt;;
	&lt;a href=&quot;institutions.html&quot;&gt;Institutions and Organizations&lt;/a&gt;;
	&lt;a href=&quot;learning-games.html&quot;&gt;Learning in Games&lt;/a&gt;;
	the &lt;a href=&quot;minority-game.html&quot;&gt;Minority Game&lt;/a&gt;;
	&lt;a href=&quot;parallel.html&quot;&gt;Parallel and Distributed Computing&lt;/a&gt;

&lt;ul&gt;Recommended:
	&lt;li&gt;Dorigo and Colombetti, &lt;cite&gt;Robot Shaping&lt;/cite&gt;
	&lt;li&gt;Kristina Lerman, &quot;Design and Mathematical Analysis of Agent-based
Systems&quot;, technical report, Information Sciences Institute
[&lt;a href=&quot;http://www.isi.edu/~lerman/papers/fmw00_abstract.html&quot;&gt;Link&lt;/a&gt;]
	&lt;/ul&gt;

&lt;ul&gt;To read:
	&lt;li&gt;David Angeli and Pierre-Alexandre Bliman, &quot;Stability of leaderless
multi-agent systems.  Extension of a result by Moreau&quot;, &lt;a
href=&quot;http://arxiv.org/abs/math.OC/0411338&quot;&gt;math.OC/0411338&lt;/a&gt;
	&lt;li&gt;Eric Baum and Igor Durdanovic, &quot;Evolution of Cooperative Problem
Solving in an Artificial Economy,&quot; &lt;a
href=&quot;http://neco.mitpress.org/cgi/content/abstract/12/12/2743&quot;&gt;&lt;cite&gt;Neural
Computation&lt;/cite&gt; &lt;strong&gt;12&lt;/strong&gt; (2000): 2743--2775&lt;/a&gt;
	&lt;li&gt;Jacques Ferber, &lt;cite&gt;Multi-Agent Systems: An Introduction to
Distributed Artificial Intelligence&lt;/cite&gt;
	&lt;li&gt;Bryan Horling and Victor Lesser, &quot;A survey of multi-agent
organizational paradigms&quot;, &lt;a
href=&quot;http://dx.doi.org/10.1017/S0269888905000317&quot;&gt;&lt;cite&gt;The Knowledge
Engineering Review&lt;/cite&gt; &lt;strong&gt;19&lt;/strong&gt; (2004): 281--316&lt;/a&gt;
	&lt;li&gt;K. Iwata, K. Ikeada and H. Sakai, &quot;A Statistical Property of
Multiagent Learning Based on Markov Decision
Process&quot;, &lt;a href=&quot;http://dx.doi.org/10.1109/TNN.2006.875990&quot;&gt;&lt;cite&gt;IEEE
Transactions on Neural Networks&lt;/cite&gt;
&lt;strong&gt;17&lt;/strong&gt; (2006): 829--842&lt;/a&gt;
	&lt;li&gt;Paul Jefferies and Neil F. Johnson, &quot;Designing agent-based market
models,&quot; &lt;a href=&quot;http://arxiv.org/abs/cond-mat/0207523&quot;&gt;cond-mat/0207523&lt;/a&gt;
	&lt;li&gt;Kristina Lerman, Aram Galstyan and Tad Hogg, &quot;Mathematical Analysis
of Multi-Agent Systems&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cs.RO/0404002&quot;&gt;cs.RO/0404002&lt;/a&gt;
	&lt;li&gt;Sonia Martinez, Francesco Bullo, Jorge Cortes and Emilio Frazzoli,
&quot;Synchronous robotic networks and complexity of control and communication
laws&quot;, &lt;a href=&quot;http://arxiv.org/abs/math.OC/0501499&quot;&gt;math.OC/0501499&lt;/a&gt;
	&lt;li&gt;Sascha Ossowski, &lt;cite&gt;Co-Ordination in Artificial Agent Societies:
Social Structure and Its Implications for Autonomous Problem-Solving
Agents&lt;/cite&gt;
	&lt;li&gt;Julian A. Padget, &lt;cite&gt;Collaboration Between Human and Artificial
Societies: Coordination and Agent-Based Distributed Computing&lt;/cite&gt;
	&lt;li&gt;Frank Schweitzer, Joerg Zimmermann and Heinz Muehlenbein,
&quot;Coordination of Decisions in a Spatial Agent Model,&quot; &lt;a
href=&quot;http://arxiv.org/abs/cond-mat/0109121&quot;&gt;cond-mat/0109121&lt;/a&gt;
	&lt;li&gt;Giovanni Sebastiani and Giovanni Luca Torrisi, &quot;An Extended Ant
Colony Algorithm and Its Convergence Analysis&quot;, &lt;a
href=&quot;http://dx.doi.org/10.1007/s11009-005-1485-z&quot;&gt;&lt;cite&gt;Methodology and
Computing in Applied Probability&lt;/cite&gt; &lt;strong&gt;7&lt;/strong&gt; (2005): 249--263&lt;/a&gt;
[&quot;[W]e propose a stochastic algorithm for solving NP-hard combinatorial
optimization problems.&quot;  Hopefully only &lt;em&gt;approximately&lt;/em&gt; solving them...]
	&lt;li&gt;V. S. Subrahmanian, Peiro Bonatti, J&amp;uuml;rgen Dix, Thomas Eiter,
Sarit Karus, Fatma Ozcan and Robert Ross, &lt;cite&gt;Heterogeneous Agent
Systems&lt;/cite&gt;
	&lt;li&gt;Andreas L. Symeonidis and Pericles A. Mitkas, &lt;cite&gt;Agent
Intelligence through Data Mining&lt;/cite&gt; [&lt;a
href=&quot;http://www.springeronline.com/sgw/cda/frontpage/0,11855,5-153-22-46687939-detailsPage%253Dppmmedia%257CaboutThisBook%257CaboutThisBook,00.html&quot;&gt;Blurb&lt;/a&gt;]
	&lt;li&gt;J. -J. van der Vyver , M. Christen , N. Stoop , T. Ott ,
W. -H. Steeb and R. Stoop, &quot;Towards genuine machine autonomy&quot;, &lt;a
href=&quot;http://dx.doi.org/10.1016/j.robot.2004.01.002&quot;&gt;&lt;cite&gt;Robotics and
Autonomous Systems&lt;/cite&gt; &lt;strong&gt;46&lt;/strong&gt; (2004): 151--157&lt;/a&gt;
	&lt;li&gt;Gerhard Weiss et al., &lt;cite&gt;Multiagent Systems: A Modern
Approach to Distributed Artificial Intelligence&lt;/cite&gt;
	&lt;li&gt;David H. Wolpert and Stefan Bienawski, &quot;Distributed Control by
Lagrangian Steepest Descent&quot;, &lt;a
href=&quot;http://arxiv.org/abs/cs.MA/0403012&quot;&gt;cs.MA/0403012&lt;/a&gt;
	&lt;/ul&gt;
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