http:^^www.cs.hmc.edu^~keller^cs152f96.html

This data set contains WWW-pages collected from computer science departments of various universities

    <li>  Grossberg networks
    <li>  Adaptive resonance theory
      <ul>
      <li> ART1 networks
      </ul>
    </ul>

  <p>
  <li>Week 10 (read NND chapters 17 and 18)
  <p>
    <ul>
    <li> Hopfield networks
    <li> Spin-glass model and simulated annealing
    <li> Boltzman networks
    <li> Cascade correlation learning
    <li> Bi-directional associative memory (BAM)
    </ul>

  <p>
  <li>Week 11 (supplementary material)
  <p>
    <ul>
    <li> Sequential networks
      <ul>
      <li> Time series
      <li> Backpropagation through time
      <li> Finite Impulse Response (FIR) MLP
      <li> Method of temporal differences
      </ul>
    </ul>
<p>
The following additional, but related topics are assuming the previous
material hasn't expanded in time significantly.  Whether it does
remains to be seen.  If so, some of these topics may be compressed or
eliminated.
<br><br>

<p>
<li>Week 12
<P>
  <ul>
  <li> Genetic programming and connection to NNs
  <li> Other topics related to Alife (Artificial Life)
  </ul>

<p>
<li>Week 13
<P>
    <ul>
    <li> Fuzzy logic and its connection to NNs
    </ul>
<br>
</ul>
<h3><a name = "auxiliary_references">
Auxiliary References</a> (not required):</h3>

  <ul>
  <li>Simon Haykin,
  <em>Neural networks - A comprehensive foundation</em>,
  Macmillan, 1994.
  This book was used in the previous offering of the course.
  It includes topics such as radial basis function networks and temporal
  approaches which are not present in the main textbook.  However the
  mathematics is more difficult to follow.
  <p>

  <li>Mohamad H. Hassoun,
  <em>Fundamentals of artificial neural networks</em>,
  MIT Press, 1995.
  This is another fairly thorough introduction.
  <p>

  <li>James A. Anderson, 
  <em>An introduction to neural networks</em>,
  MIT Press, 1995.
  This is a more gentle introduction to the topic, by one of the pioneers in the field.
  <p>

  <li>
  Irwin B. Levitan and Leonard K. Kaczmarek,
  <em>The Neuron</em>,
  Oxford University Press, 1991.
  This book focuses on the biology and physics of neurons.
  <p>

  <li>
  Marvin L. Minsky and Seymour Papert,
  <em>Perceptrons (expanded addition)</em>,
  MIT Press, 1988.
  The historical importance of this book will be discussed in the course.
  <p>

  <li>
  Duda and Hart,
  <em>Pattern classification and scene analysis</em>,
  Wiley, 1972.
  This book gives a broad look at pattern classification problems, but is not
  on neural nets as such.
  <p>

  <li>
  Teuvo Kohonen
  <em>Self-organizing maps</em>,
  Springer-Verlag, 1995.
  This is a comprehensive reference by the originator of this concept.
  <p>

  <li>
  Bart Kosko,
  <em>Neural networks and fuzzy systems : a dynamical systems approach to machine intelligence</em>,
  Prentice Hall, 1992.
  This book compares fuzzy and neural approaches to control problems.
  <p>

  <li>
  Zbigniew Michalewicz,
  <em>Genetic Algorithms + Data Structures = Evolution Programs</em>,
  Third Edition,
  Springer Verlag, 1996.
  This book describes the evolutionary approach, which in some cases can achieve
  results similar to neural approaches.
  <p>

  <li>
  John R. Koza,
  <em>Genetic Programming</em>,
  MIT Press, 1994.
  This book focuses on the evolutionary approach to producing programs.
  <p>

  <li>
  Christopher G. Langton (ed.),
  <em>Artificial Life</em>,
  Addison-Wesley, 1989.
  This is a colllection of articles on the topic.
  </ul>

<h3><a name = "www_links">
Worldwide Web Indices:</a> </h3>
<ul>
<LI><!WA15><a href="ftp://ftp.sas.com/pub/neural/FAQ.html">NN FAQ</a>
<LI><!WA16><a href="http://wheat.uwaterloo.ca/bibliography/Neural/index.html">Index to NN Bibliographies</a>
<LI><!WA17><a href="http://www-server.cs.umr.edu/~mmoganti/neural.html">Top 500 Neural Network Sites</a>
<LI><!WA18><a href="http://search.yahoo.com/bin/search?p=neural+networks">Yahoo Search</a>
<LI><!WA19><a href="http://altavista.digital.com/cgi-bin/query?pg=q&what=web&fmt=.&q=neural+networks">Alta Vista Search</a>
<LI><!WA20><a href="http://www.lycos.com/cgi-bin/pursuit?query=neural+networks">Lycos Search</a>
<LI><!WA21><a href="http://searcher.mckinley.com/searcher.cgi?query=neural+net&onlyrr=0">Magellan Search</a>
<LI><!WA22><a href="http://www.lpac.ac.uk/SEL-HPC/Articles/NeuralArchive.html">Neural Networks Archive</a>
<LI><!WA23><a href="http://www.mcs.com/~drt/bprefs.html">Backpropagation</a>
<LI><!WA24><a href="http://www.mbfys.kun.nl/SNN/pointers/">SNN Neural Network Pointers</A>
<LI><!WA25><a href="ftp://ftp.nj.nec.com/pub/kamjim/papers/bibFiles/noise.bib">Noise Biblio</a>
<LI><!WA26><a href="http://phoenix.som.clarkson.edu/~episcopo/neurofin.html">Financial Markets Biblio</a>
<LI><!WA27><a href="http://www.cs.tu-bs.de/ibr/fuzzy/papers.html">Neuro-Fuzzy Systems</a>
<LI><!WA28><a href="http://www.ai.univie.ac.at/oefai/nn/neufodi.html">Neural Networks in Diagnosis and Forecasting Applications</a>
<li><!WA29><a href="http://www.cogs.susx.ac.uk/users/christ/teachpacks/mlcourse/contents.html">Machine Learning Course</a>
<li><!WA30><a href="http://www.utica.kaman.com:8001/techs/neural/neural_ToC.html">Neural Networks Survey</a>
<li><!WA31><a href="http://www.ics.uci.edu/~pazzani/RTF/AAAI.html">Using NN's for web browsing</a>
<li><!WA32><a href="http://www.research.ibm.com/massdist/tdl.html">Temporal Difference Learning and TD-Gammon</a>
<li><!WA33><a href="http://www.acsiom.org/nsr/neuro.html">Neuroscience index</a>
<li><!WA34><a href="ftp://ftp.cs.umass.edu/pub/anw/pub/sutton/sutton-88.ps/">Sutton's Temporal Difference paper</a>

<LI><!WA35><a href="http://vita.mines.colorado.edu:3857/0/lpratt/transfer.html">Neural Net Transfer and Learning to Learn</a>
<LI><!WA36><a href="http://http2.brunel.ac.uk:8080/~hssrkng/NNcourse/entry.html">Notes on Neural Nets</a>
<LI><!WA37><a href="http://www.cs.cmu.edu/afs/cs/academic/class/15880b-s95/Web/home.html">Dave Touretzky's Notes</a>
<LI><!WA38><a href="http://www.msci.memphis.edu/~jagota/HKP_VG/page_index.html">Slides re. Hertz, Krogh, and Palmer </a>
<LI><!WA39><a href="http://www.is.cs.cmu.edu/">CMU</a>
<LI><!WA40><a href="http://www.is.cs.cmu.edu/cstar/">Speech Translation Research</a>
<LI><!WA41><a href="http://www.dcs.shef.ac.uk/research/groups/ainn/neurnet.html">University of Sheffield</a>
<LI><!WA42><a href="http://www.his.se/ida/~crg/nomad.html">University of University of Skovde</a>
<LI><!WA43><a href="http://www.mbfys.kun.nl/SNN/groups/nijmegen/">University of Nijmegen</a>
<LI><!WA44><a href="http://www.loria.fr/exterieur/equipe/rfia/cortex/rap_activite/rap_activite.html">Cortex Project</a>
<LI><!WA45><a href="http://neural-server.aston.ac.uk/">Aston University</a>
<LI><!WA46><A HREF="http://dope.caltech.edu/cns185/">Caltech CNS 185: Collective Computation</A>
<li><!WA47><a href="http://www.icenet.it/icenet/neurality/links/home_uk.html">Neutrality links</a>
<li><!WA48><a href="http://forum.swarthmore.edu/~jay/learn-game/index.html">Machine Learning in Games</a>
<li><!WA49><a href="http://pierce.ee.washington.edu/~chiou/simulation.html">Lip Reading</a>
<li><!WA50><a href="http://liinwww.ira.uka.de/bibliography/Ai/lig.html">Strategic Game-Playing Bibliograhy</a>
<li><!WA51><a href="http://nevis.stir.ac.uk/~pim/documents/outline1/outline1/outline1.html">Notes on Control</a>
<li><!WA52><a href="http://www.cs.cmu.edu/Groups/CNBC/PDP++/PDP++.html">PDP++</a>
<li><!WA53><a href="http://websom.hut.fi/websom/">WEBSOM</a>
<li><!WA54><a href="http://cns-web.bu.edu/">Boston University Center for Adaptive Systems</a>
<li><!WA55><a href="http://www.wi.leidenuniv.nl/art/">ART (Adaptive Resonance Theory) FAQ</a>
<li><!WA56><a href="http://www-isis.ecs.soton.ac.uk/research/nfinfo/neural.html">Neural Net Resources</a>
<LI><!WA57><a href="http://msia02.msi.se/~lindsey/nnwLinks.html">Neural Net Links</a>
</ul>
 

<h3>Neurocomputing People</h3>
<ul>
<li><!WA58><a href="http://www.cs.colostate.edu/~anderson/">Charles W. Anderson</a>
<li><!WA59><a href="http://envy.cs.umass.edu/People/barto/barto.html">Andrew G. Barto</a>
<li><!WA60><a href="http://www.fit.qut.edu.au/~joachim/>Joachim (Joe) Diederich</a>
<li><a href="http://cns-web.bu.edu/Profiles/Grossberg.html">Stephen Grossberg</a>
<li><!WA61><a href="http://dope.caltech.edu/">John Hopfield</a>
<li><!WA62><a href="http://www.ai.mit.edu/projects/cbcl/web-pis/jordan/homepage.html">Michael I. Jordan</a>
<li><!WA63><a href="http://nucleus.hut.fi/nnrc/teuvo.html">Teuvo Kohonen</a>
<li><!WA64><a href="http://www.cse.ogi.edu/~tleen/">Todd K. Leen</a>
<li><!WA65><a href="http://www.salk.edu/faculty/sejnowski.html">Terrence J. Sejnowski</a>
<li><!WA66><a href="http://envy.cs.umass.edu/People/sutton/sutton.html">Richard S. Sutton</a>
<li><!WA67><a href="http://www.watson.ibm.com:8080/main-cgi-bin/search_paper.pl/authors=tesauro&long_output=on">Gerald Tesauro</a>
<li><!WA68><a href="http://www.cse.ogi.edu/~ericwan/wan.html">Eric A. Wan</a>
<li><!WA69><a href="http://ee.stanford.edu/ee/faculty/Widrow_Bernard.html">Bernard Widrow</a>
</ul>

<h3>Software</h3>
<ul>
<li><!WA70><a href="http://www.cns.ed.ac.uk/people/mark.html">RBF networks in MatLab</a>
</ul>

<h3>Data</h3>
<ul>
<li><!WA71><a href="http://legend.gwydion.cs.cmu.edu/neural-bench/benchmarks/nettalk.html">NetTalk</a>
<li><!WA72><a href="http://www.cogs.susx.ac.uk/users/christ/UCI_repository/molecular-biology/protein-secondary-structure/protein-secondary-structure.train">Protein Structure</a>
</ul>

<h3>Demos</h3>
<ul>
<li><!WA73><a href="http://psybert.uni-bielefeld.de/~mkrause/java/kohonen.html">1D Kohonen map</a>
<li><!WA74><a href="http://www-ag-mayer.informatik.uni-kl.de/~gurres/kohonen.html">2D Kohonen map</a>
<li><!WA75><a href="http://www.uni-mainz.de/~peterman/">Another 2D Kohonen map</a>
<li><!WA76><a href="http://www.neosoft.com/~hav/nnhtml.htm">3D Kohonen map</a>
<li><!WA77><a href="http://www.isbiel.ch/%7Epatol/java/TSP/index.html">Travelling Salesman Problem using Kohonen map</a>
<li><!WA78><a href="http://www.neuroinformatik.ruhr-uni-bochum.de/ini/VDM/research/gsn/DemoGNG/GNG.html">Competitive Learning Models</a>
<li><!WA79><a href="http://www.hh.se/dep/cca/java/charrecog.html">Neural Character Recognition</a>
<li><!WA80><a href="http://blitz.ec.t.kanazawa-u.ac.jp/~nova/java/nova_applets/vq/index.html">VQ</a>
<li><!WA81><a href="http://www.simplex.nl/users/rjager/gcmacdem.html">Robot Arm (GCMAC)</a>
<li><!WA82><a href="http://nuweb.jinr.dubna.su/LNP/NEMO/tspN.html">Elastic Net TSP</a>
<li><!WA83><a href="http://www.mag.keio.ac.jp/~fujisawa/neuraljava.html">N Queens</a>
<li><!WA84><a href="http://www.eng.auburn.edu/~brittch/truck/fuztruck.html">Fuzzy Truck Backer</a>
<li><!WA85><a href="http://www-isis.ecs.soton.ac.uk/computing/neural/laboratory/nn_java.html">Others</a>
<li><!WA86><a href="http://www.cs.utexas.edu/users/nn/pages/demos/discern/discern.html">DISCERN Neural Natural Language Demo</a>
</ul>