Kernel Functions Described in the Book:

Definition 9.1 Polynomial kernel 286
Computation 9.6 All-subsets kernel 289
Computation 9.8 Gaussian kernel 290
Computation 9.12 ANOVA kernel 293
Computation 9.18 Alternative recursion for ANOVA kernel 296
Computation 9.24 General graph kernels 301
Definition 9.33 Exponential difiusion kernel 307
Definition 9.34 von Neumann difiusion kernel 307
Computation 9.35 Evaluating difiusion kernels 308
Computation 9.46 Evaluating randomised kernels 315
Definition 9.37 Intersection kernel 309
Definition 9.38 Union-complement kernel 310
Remark 9.40 Agreement kernel 310
Section 9.6 Kernels on real numbers 311
Remark 9.42 Spline kernels 313
Definition 9.43 Derived subsets kernel 313
Definition 10.5 Vector space kernel 325
Computation 10.8 Latent semantic kernels 332
Definition 11.7 The p-spectrum kernel 342
Computation 11.10 The p-spectrum recursion 343
Remark 11.13 Blended spectrum kernel 344
Computation 11.17 All-subsequences kernel 347
Computation 11.24 Fixed length subsequences kernel 352
Computation 11.33 Naive recursion for gap-weighted
subsequences kernel 358
Computation 11.36 Gap-weighted subsequences kernel 360
Computation 11.45 Trie-based string kernels 367
Algorithm 9.14 ANOVA kernel 294
Algorithm 9.25 Simple graph kernels 302
Algorithm 11.20 All´┐Żnon-contiguous subsequences kernel 350
Algorithm 11.25 Fixed length subsequences kernel 352
Algorithm 11.38 Gap-weighted subsequences kernel 361
Algorithm 11.40 Character weighting string kernel 364
Algorithm 11.41 Soft matching string kernel 365
Algorithm 11.42 Gap number weighting string kernel 366
Algorithm 11.46 Trie-based p-spectrum kernel 368
Algorithm 11.51 Trie-based mismatch kernel 371
Algorithm 11.54 Trie-based restricted gap-weighted kernel 374
Algorithm 11.62 Co-rooted subtree kernel 380
Algorithm 11.65 All-subtree kernel 383
Algorithm 12.8 Fixed length HMM kernel 401
Algorithm 12.14 Pair HMM kernel 407
Algorithm 12.17 Hidden tree model kernel 411
Algorithm 12.34 Fixed length Markov model Fisher kernel 427

css.php