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6.3.1   String Grammars ......................................................... 250
              6.3.2   Picture Description Language ..................................... 253
              6.3.3   Grammar Types ..........................................................  255
              6.3.4   Finite-State Automata  .................................................. 257
              6.3.5   Attributed Grammars ...................................................  260
              6.3.6   Stochastic Grammars  .................................................. 261
              6.3.7   Grammatical Inference  ................................................ 264
        6.4   Structural Matching .................................................................. 265
              6.4.1   String Matching ...........................................................  265
              6.4.2   Probabilistic Relaxation Matching ............................... 271
              6.4.3   Discrete Relaxation Matching  ......................................  274
              6.4.4   Relaxation Using Hopfield Networks ........................... 275
              6.4.5   Graph and Tree Matching  ........................................... 279
        Bibliography  .......................................................................................... 283
        Exercises  ..............................................................................................  285



     Appendix A . CD Datasets ..................................................................  291

              Breast Tissue  ............................................................................  291
              Clusters ....................................................................................  292
               Cork Stoppers  ...........................................................................  292
               Crimes ......................................................................................  293
               Cardiotocographic Data  ............................................................  293
               Electrocardiograms ..................................................................  294
               Foetal Heart Rate Signals ........................................................ 295
               FHR-Apgar ...............................................................................  295
               Firms  .........................................................................................  296
               Foetal Weight ...........................................................................  296
               Food .........................................................................................  297
               Fruits  ......................................................................................... 297
               Impulses on Noise  .................................................................... 297
               MLP Sets .................................................................................. 298
               Norm2c2d ................................................................................. 298
               Rocks  ........................................................................................ 299
               Stock Exchange .......................................................................  299
               Tanks ........................................................................................  300
               Weather .................................................................................... 300



      Appendix B . CD Tools ........................................................................ 301

        B.l    Adaptive Filtering ...................................................................... 301
        B.2    Density Estimation  ....................................................................  301
        B.3    Design Set Size ........................................................................ 302
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