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wolffd@0 1 <head>
wolffd@0 2 <TITLE>Software Packages for Graphical Models / Bayesian Networks</TITLE>
wolffd@0 3 </head>
wolffd@0 4
wolffd@0 5 <body>
wolffd@0 6
wolffd@0 7 <h1>
wolffd@0 8 Software Packages for Graphical Models / Bayesian Networks
wolffd@0 9 </h1>
wolffd@0 10 <p>
wolffd@0 11 Written by Kevin Murphy.
wolffd@0 12 <br>
wolffd@0 13 Last updated 31 October 2005.
wolffd@0 14
wolffd@0 15 <h3>Remarks</h3>
wolffd@0 16 <ul>
wolffd@0 17
wolffd@0 18 <li>
wolffd@0 19 A much more detailed comparison of some of these software packages is
wolffd@0 20 available from Appendix B of
wolffd@0 21 <a href="http://www.csse.monash.edu.au/bai/">Bayesian AI</a>, by
wolffd@0 22 Ann Nicholson and Kevin Korb.
wolffd@0 23 This appendix is
wolffd@0 24 available
wolffd@0 25 <a
wolffd@0 26 href="http://www.csse.monash.edu.au/bai/book/appendix_b.pdf">here</a>,
wolffd@0 27 and is based on the online comparison below.
wolffd@0 28
wolffd@0 29 <li>
wolffd@0 30 An online <a
wolffd@0 31 href="http://servasi.insa-rouen.fr/enseignement/siteUV/rna/BNT/software.html">French
wolffd@0 32 version</a> of this page is also available (not necessarily up-to-date).
wolffd@0 33
wolffd@0 34 <!--
wolffd@0 35 <li>
wolffd@0 36 Matt Turk has made a
wolffd@0 37 <a href="http://ilab.cs.ucsb.edu/BayesNets/Bayesia_Software.pdf">pdf
wolffd@0 38 version of this page</a> (not necessarily up-to-date) with some extra
wolffd@0 39 comments on the packages.
wolffd@0 40 -->
wolffd@0 41 <!--
wolffd@0 42 <br>
wolffd@0 43 (He also has a
wolffd@0 44 <a href="http://ilab.cs.ucsb.edu/BayesNets">cached copy</a> of several of
wolffd@0 45 the packages listed below, which you can look at if links are down.)
wolffd@0 46 -->
wolffd@0 47
wolffd@0 48 </ul>
wolffd@0 49
wolffd@0 50 <h3>What do the headers in the table mean?</h3>
wolffd@0 51
wolffd@0 52 <ul>
wolffd@0 53 <li> Src = source code included? (N=no) If so, what language?
wolffd@0 54
wolffd@0 55 <li> API = application program interface included?
wolffd@0 56 (N means the program cannot be integrated into your code, i.e., it
wolffd@0 57 must be run as a standalone executable.)
wolffd@0 58
wolffd@0 59 <li> Exec = Executable runs on W = Windows (95/98/NT), U = Unix, M =
wolffd@0 60 Mac, or - = any machine with a compiler.
wolffd@0 61
wolffd@0 62 <li> Cts = are continuous (latent) nodes supported?
wolffd@0 63 G = (conditionally) Gaussians nodes supported analytically,
wolffd@0 64 Cs = continuous nodes supported by sampling,
wolffd@0 65 Cd = continuous nodes supported by discretization,
wolffd@0 66 Cx = continuous nodes supported by some unspecified method,
wolffd@0 67 D = only discrete nodes supported.
wolffd@0 68
wolffd@0 69
wolffd@0 70 <li> GUI = Graphical User Interface included?
wolffd@0 71
wolffd@0 72 <li> Learns parameters?
wolffd@0 73
wolffd@0 74 <li> Learns structure? CI = means uses conditional independency tests
wolffd@0 75
wolffd@0 76 <!--
wolffd@0 77 <li> Sample = sampling methods (e.g., likelihood weighting, MCMC) supported?
wolffd@0 78 -->
wolffd@0 79
wolffd@0 80 <li> Utility = utility and decision nodes (i.e., influence diagrams)
wolffd@0 81 supported?
wolffd@0 82
wolffd@0 83 <li> Free?
wolffd@0 84 0 = free (although possibly only for academic use).
wolffd@0 85 $ = commercial software (although most have free versions
wolffd@0 86 which are restricted in
wolffd@0 87 various ways, e.g., the model size is limited, or models cannot be
wolffd@0 88 saved, or there is no API.)
wolffd@0 89
wolffd@0 90
wolffd@0 91 <li> Undir?
wolffd@0 92 What kind of graphs are supported?
wolffd@0 93 U = only undirected graphs,
wolffd@0 94 D = only directed graphs,
wolffd@0 95 UD = both undirected and directed,
wolffd@0 96 CG = chain graphs (mixed directed/undirected).
wolffd@0 97
wolffd@0 98
wolffd@0 99 <li> Inference = which inference algorithm is used?
wolffd@0 100 jtree = junction tree,
wolffd@0 101 varelim = variable (bucket) elimination,
wolffd@0 102 MH = Metropols Hastings,
wolffd@0 103 G = Gibbs sampling,
wolffd@0 104 IS = importance sampling,
wolffd@0 105 sampling = some other Monte Carlo method,
wolffd@0 106 polytree = Pearl's algorithm restricted to a graph with no cycles,
wolffd@0 107 none = no inference supported (hence the program is only designed for
wolffd@0 108 structure learning from completely observed data)
wolffd@0 109
wolffd@0 110 <li> Comments.
wolffd@0 111 If in "quotes", I am quoting the authors at their request.
wolffd@0 112
wolffd@0 113 </ul>
wolffd@0 114
wolffd@0 115
wolffd@0 116
wolffd@0 117 <!--
wolffd@0 118 The following table is automatically generated as follows
wolffd@0 119 bnsoft_to_html.pl < bnsoft.txt > ! soft.html
wolffd@0 120 Then soft.html is inserted and the last line is tidied up.
wolffd@0 121 -->
wolffd@0 122
wolffd@0 123 <table border>
wolffd@0 124 <tr>
wolffd@0 125 <td> Name
wolffd@0 126 <td> Authors
wolffd@0 127 <td> Src
wolffd@0 128 <td> API
wolffd@0 129 <td> Exec
wolffd@0 130 <td> Cts
wolffd@0 131 <td> GUI
wolffd@0 132 <td> Params
wolffd@0 133 <td> Struct
wolffd@0 134 <td> Utility
wolffd@0 135 <td> Free
wolffd@0 136 <td> Undir
wolffd@0 137 <td> Inference
wolffd@0 138 <td> Comments
wolffd@0 139
wolffd@0 140
wolffd@0 141 <tr>
wolffd@0 142 <td> <!--Name--> <a href=http://www.agenarisk.com > AgenaRisk</a>
wolffd@0 143 <td> <!--Authors-->Agena
wolffd@0 144 <td> <!--Src-->N
wolffd@0 145 <td> <!--API-->Y
wolffd@0 146 <td> <!--Exec-->W,U
wolffd@0 147 <td> <!--Cts-->Cx
wolffd@0 148 <td> <!--GUI-->Y
wolffd@0 149 <td> <!--Params-->Y
wolffd@0 150 <td> <!--Struct-->N
wolffd@0 151 <td> <!--Utility-->N
wolffd@0 152 <td> <!--Free-->$
wolffd@0 153 <td> <!--Undir-->D
wolffd@0 154 <td> <!--Inference-->JTree
wolffd@0 155 <td> <!--Comments-->Simulation by Dynamic discretisation
wolffd@0 156
wolffd@0 157 <tr>
wolffd@0 158 <td> <!--Name--> <a href=http://www.lumina.com > Analytica</a>
wolffd@0 159 <td> <!--Authors-->Lumina
wolffd@0 160 <td> <!--Src-->N
wolffd@0 161 <td> <!--API-->Y
wolffd@0 162 <td> <!--Exec-->W,M
wolffd@0 163 <td> <!--Cts-->G
wolffd@0 164 <td> <!--GUI-->Y
wolffd@0 165 <td> <!--Params-->N
wolffd@0 166 <td> <!--Struct-->N
wolffd@0 167 <td> <!--Utility-->Y
wolffd@0 168 <td> <!--Free-->$
wolffd@0 169 <td> <!--Undir-->D
wolffd@0 170 <td> <!--Inference-->sampling
wolffd@0 171 <td> <!--Comments-->spread sheet compatible
wolffd@0 172
wolffd@0 173 <tr>
wolffd@0 174 <td> <!--Name--> <a href=http://www.cs.duke.edu/~amink/software/banjo/> Banjo</a>
wolffd@0 175 <td> <!--Authors-->Hartemink
wolffd@0 176 <td> <!--Src-->Java
wolffd@0 177 <td> <!--API-->Y
wolffd@0 178 <td> <!--Exec-->W,U,M
wolffd@0 179 <td> <!--Cts-->Cd
wolffd@0 180 <td> <!--GUI-->N
wolffd@0 181 <td> <!--Params-->N
wolffd@0 182 <td> <!--Struct-->Y
wolffd@0 183 <td> <!--Utility-->N
wolffd@0 184 <td> <!--Free-->0
wolffd@0 185 <td> <!--Undir-->D
wolffd@0 186 <td> <!--Inference-->none
wolffd@0 187 <td> <!--Comments--> structure learning of
wolffd@0 188 static or dynamic networks of discrete variables
wolffd@0 189
wolffd@0 190
wolffd@0 191 <tr>
wolffd@0 192 <td><a href=http://www.cs.Helsinki.FI/research/fdk/bassist/> Bassist</a>
wolffd@0 193 <td> U. Helsinki
wolffd@0 194 <td> C++
wolffd@0 195 <td> Y
wolffd@0 196 <td> U
wolffd@0 197 <td> G
wolffd@0 198 <td> N
wolffd@0 199 <td> Y
wolffd@0 200 <td> N
wolffd@0 201 <td> N
wolffd@0 202 <td> 0
wolffd@0 203 <td> D
wolffd@0 204 <td> MH
wolffd@0 205 <td> Generates C++ for MCMC.
wolffd@0 206
wolffd@0 207 <tr>
wolffd@0 208 <td><a href=http://www.cs.Helsinki.FI/research/cosco/Projects/NONE/SW/ > Bayda</a>
wolffd@0 209 <td> U. Helsinki
wolffd@0 210 <td> Java
wolffd@0 211 <td> Y
wolffd@0 212 <td> WUM
wolffd@0 213 <td> G
wolffd@0 214 <td> Y
wolffd@0 215 <td> Y
wolffd@0 216 <td> N
wolffd@0 217 <td> N
wolffd@0 218 <td> 0
wolffd@0 219 <td> D
wolffd@0 220 <td> ?
wolffd@0 221 <td> Bayesian Naive Bayes classifier.
wolffd@0 222
wolffd@0 223 <tr>
wolffd@0 224 <td><a href=http://www.mbfys.kun.nl/snn/Research/bayesbuilder/ > BayesBuilder</a>
wolffd@0 225 <td> Nijman (U. Nijmegen)
wolffd@0 226 <td> N
wolffd@0 227 <td> N
wolffd@0 228 <td> W
wolffd@0 229 <td> D
wolffd@0 230 <td> Y
wolffd@0 231 <td> N
wolffd@0 232 <td> N
wolffd@0 233 <td> N
wolffd@0 234 <td> 0
wolffd@0 235 <td> D
wolffd@0 236 <td> ?
wolffd@0 237 <td> -
wolffd@0 238
wolffd@0 239 <tr>
wolffd@0 240 <td> <!--Name--> <a
wolffd@0 241 href="http://www.bayesia.com">BayesiaLab</a>
wolffd@0 242 <td> <!--Authors-->Bayesia Ltd
wolffd@0 243 <td> <!--Src-->N
wolffd@0 244 <td> <!--API-->N
wolffd@0 245 <td> <!--Exec-->-
wolffd@0 246 <td> <!--Cts-->Cd
wolffd@0 247 <td> <!--GUI-->Y
wolffd@0 248 <td> <!--Params-->Y
wolffd@0 249 <td> <!--Struct-->Y
wolffd@0 250 <td> <!--Utility-->N
wolffd@0 251 <td> <!--Free-->$
wolffd@0 252 <td> <!--Undir-->CG
wolffd@0 253 <td> <!--Inference-->jtree,G
wolffd@0 254 <td> <!--Comments-->
wolffd@0 255 <!--
wolffd@0 256 Structural learning (association discovery,
wolffd@0 257 classification), Bayesian clustering with analysis report generation,
wolffd@0 258 missing values
wolffd@0 259 processing, essential graphs, analysis toolbox, adaptive
wolffd@0 260 questionnaires, dynamic models
wolffd@0 261 -->
wolffd@0 262 Structural learning, adaptive
wolffd@0 263 questionnaires, dynamic models
wolffd@0 264
wolffd@0 265
wolffd@0 266
wolffd@0 267
wolffd@0 268 <tr>
wolffd@0 269
wolffd@0 270 <td><a href=http://www.bayesware.com>Bayesware Discoverer</a>
wolffd@0 271 <td> Bayesware
wolffd@0 272 <td> N
wolffd@0 273 <td> N
wolffd@0 274 <td> WUM
wolffd@0 275 <td> Cd
wolffd@0 276 <td> Y
wolffd@0 277 <td> Y
wolffd@0 278 <td> Y
wolffd@0 279 <td> N
wolffd@0 280 <td> $
wolffd@0 281 <td> D
wolffd@0 282 <td> ?
wolffd@0 283 <td> Uses bound and collapse for learning with missing data.
wolffd@0 284
wolffd@0 285 <tr>
wolffd@0 286 <td><a href=http://B-Course.hiit.fi/> B-course</a>
wolffd@0 287 <td> U. Helsinki
wolffd@0 288 <td> N
wolffd@0 289 <td> N
wolffd@0 290 <td> WUM
wolffd@0 291 <td> Cd
wolffd@0 292 <td> Y
wolffd@0 293 <td> Y
wolffd@0 294 <td> Y
wolffd@0 295 <td> N
wolffd@0 296 <td> 0
wolffd@0 297 <td> D
wolffd@0 298 <td> ?
wolffd@0 299 <td> Runs on their server: view results using a web browser.
wolffd@0 300
wolffd@0 301 <!--
wolffd@0 302 <tr>
wolffd@0 303 <td><a href="http://www.aist.go.jp/ETL/etl/suri/motomura/BN/bn-java.html">Bayonnet</a>
wolffd@0 304 <td> Motomura (ETL)
wolffd@0 305 <td> Java
wolffd@0 306 <td> Y
wolffd@0 307 <td> WUM
wolffd@0 308 <td> NN
wolffd@0 309 <td> Cx
wolffd@0 310 <td> Y
wolffd@0 311 <td> N
wolffd@0 312 <td> N
wolffd@0 313 <td> 0
wolffd@0 314 <td> D
wolffd@0 315 <td> ?
wolffd@0 316 <td> For learning, represents BN as a neural net.
wolffd@0 317 -->
wolffd@0 318
wolffd@0 319 <tr>
wolffd@0 320 <td><a href=http://www.cs.ualberta.ca/~jcheng/bnpc.htm > Belief net power constructor</a>
wolffd@0 321 <td> Cheng (U.Alberta)
wolffd@0 322 <td> N
wolffd@0 323 <td> W
wolffd@0 324 <td> W
wolffd@0 325 <td> D
wolffd@0 326 <td> Y
wolffd@0 327 <td> Y
wolffd@0 328 <td> CI
wolffd@0 329 <td> N
wolffd@0 330 <td> 0
wolffd@0 331 <td> D
wolffd@0 332 <td> ?
wolffd@0 333 <td> -
wolffd@0 334
wolffd@0 335 <tr>
wolffd@0 336 <td><a href=http://www.cs.berkeley.edu/~murphyk/Bayes/bnt.html > BNT</a>
wolffd@0 337 <td> Murphy (U.C.Berkeley)
wolffd@0 338 <td> Matlab/C
wolffd@0 339 <td> Y
wolffd@0 340 <td> WUM
wolffd@0 341 <td> G
wolffd@0 342 <td> N
wolffd@0 343 <td> Y
wolffd@0 344 <td> Y
wolffd@0 345 <td> Y
wolffd@0 346 <td> 0
wolffd@0 347 <td> D,U
wolffd@0 348 <td> Many
wolffd@0 349 <td> Also handles dynamic models, like HMMs and Kalman filters.
wolffd@0 350
wolffd@0 351
wolffd@0 352 <tr>
wolffd@0 353 <td> <!--Name--> <a href="http://bndev.sourceforge.net/">BNJ</a>
wolffd@0 354 <td> <!--Authors-->Hsu (Kansas)
wolffd@0 355 <td> <!--Src-->Java
wolffd@0 356 <td> <!--API-->-
wolffd@0 357 <td> <!--Exec-->-
wolffd@0 358 <td> <!--Cts-->D
wolffd@0 359 <td> <!--GUI-->Y
wolffd@0 360 <td> <!--Params-->N
wolffd@0 361 <td> <!--Struct-->Y
wolffd@0 362 <td> <!--Utility-->N
wolffd@0 363 <td> <!--Free-->0
wolffd@0 364 <td> <!--Undir-->D
wolffd@0 365 <td> <!--Inference-->jtree, IS
wolffd@0 366 <td> <!--Comments-->-
wolffd@0 367
wolffd@0 368 <!--
wolffd@0 369 <tr>
wolffd@0 370 <td><a href=http://94.parkview-court.net/project/ > BN Toolkit</a>
wolffd@0 371 <td> Gowans (Imperial)
wolffd@0 372 <td> Visual Basic
wolffd@0 373 <td> Y
wolffd@0 374 <td> W
wolffd@0 375 <td> D
wolffd@0 376 <td> Y
wolffd@0 377 <td> N
wolffd@0 378 <td> Y
wolffd@0 379 <td> N
wolffd@0 380 <td> 0
wolffd@0 381 <td> D
wolffd@0 382 <td> Polytree
wolffd@0 383 <td> Parser and GUI for the XML-BIF format.
wolffd@0 384 -->
wolffd@0 385
wolffd@0 386 <tr>
wolffd@0 387 <td><a href=http://www.ics.uci.edu/~irinar > BucketElim</a>
wolffd@0 388 <td> Rish (U.C.Irvine)
wolffd@0 389 <td> C++
wolffd@0 390 <td> Y
wolffd@0 391 <td> WU
wolffd@0 392 <td> D
wolffd@0 393 <td> N
wolffd@0 394 <td> N
wolffd@0 395 <td> N
wolffd@0 396 <td> N
wolffd@0 397 <td> 0
wolffd@0 398 <td> D
wolffd@0 399 <td> Varelim
wolffd@0 400 <td> -
wolffd@0 401
wolffd@0 402 <tr>
wolffd@0 403 <td><a href=http://www.mrc-bsu.cam.ac.uk/bugs > BUGS</a>
wolffd@0 404 <td> MRC/Imperial College
wolffd@0 405 <td> N
wolffd@0 406 <td> N
wolffd@0 407 <td> WU
wolffd@0 408 <td> Cs
wolffd@0 409 <td> W
wolffd@0 410 <td> Y
wolffd@0 411 <td> N
wolffd@0 412 <td> N
wolffd@0 413 <td> 0
wolffd@0 414 <td> D
wolffd@0 415 <td> Gibbs
wolffd@0 416 <td> -
wolffd@0 417
wolffd@0 418 <tr>
wolffd@0 419 <td><a href=http://www.data-digest.com > Business Navigator 5</a>
wolffd@0 420 <td> Data Digest Corp
wolffd@0 421 <td> N
wolffd@0 422 <td> N
wolffd@0 423 <td> W
wolffd@0 424 <td> Cd
wolffd@0 425 <td> Y
wolffd@0 426 <td> Y
wolffd@0 427 <td> Y
wolffd@0 428 <td> N
wolffd@0 429 <td> $
wolffd@0 430 <td> D
wolffd@0 431 <td> Jtree
wolffd@0 432 <td> -
wolffd@0 433
wolffd@0 434 <tr>
wolffd@0 435 <td><a href=http://www-pcd.stanford.edu/cousins/caben-1.1.tar.gz > CABeN</a>
wolffd@0 436 <td> Cousins et al. (Wash. U.)
wolffd@0 437 <td> C
wolffd@0 438 <td> Y
wolffd@0 439 <td> WU
wolffd@0 440 <td> D
wolffd@0 441 <td> N
wolffd@0 442 <td> N
wolffd@0 443 <td> N
wolffd@0 444 <td> N
wolffd@0 445 <td> 0
wolffd@0 446 <td> D
wolffd@0 447 <td> 5 Sampling methods
wolffd@0 448 <td> -
wolffd@0 449
wolffd@0 450 <tr>
wolffd@0 451 <td> <!--Name--> <a href=
wolffd@0 452 http://discover1.mc.vanderbilt.edu/discover/public/>Causal discoverer</a>
wolffd@0 453 <td> <!--Authors-->Vanderbilt
wolffd@0 454 <td> <!--Src-->N
wolffd@0 455 <td> <!--API-->N
wolffd@0 456 <td> <!--Exec-->W
wolffd@0 457 <td> <!--Cts-->-
wolffd@0 458 <td> <!--GUI-->-
wolffd@0 459 <td> <!--Params-->N
wolffd@0 460 <td> <!--Struct-->Y
wolffd@0 461 <td> <!--Utility-->N
wolffd@0 462 <td> <!--Free-->0
wolffd@0 463 <td> <!--Undir-->D
wolffd@0 464 <td> <!--Inference-->-
wolffd@0 465 <td> <!--Comments-->structure learning only
wolffd@0 466
wolffd@0 467
wolffd@0 468 <tr>
wolffd@0 469 <td><a href=http://www.math.auc.dk/~jhb/CoCo/information.html > CoCo+Xlisp</a>
wolffd@0 470 <td> Badsberg (U. Aalborg)
wolffd@0 471 <td> C/lisp
wolffd@0 472 <td> Y
wolffd@0 473 <td> U
wolffd@0 474 <td> D
wolffd@0 475 <td> Y
wolffd@0 476 <td> Y
wolffd@0 477 <td> CI
wolffd@0 478 <td> N
wolffd@0 479 <td> 0
wolffd@0 480 <td> U
wolffd@0 481 <td> Jtree
wolffd@0 482 <td> Designed for contingency tables.
wolffd@0 483
wolffd@0 484 <tr>
wolffd@0 485 <td><a href=http://www.cs.ubc.ca/labs/lci/CIspace/ > CIspace</a>
wolffd@0 486 <td> Poole et al. (UBC)
wolffd@0 487 <td> Java
wolffd@0 488 <td> N
wolffd@0 489 <td> WU
wolffd@0 490 <td> D
wolffd@0 491 <td> Y
wolffd@0 492 <td> N
wolffd@0 493 <td> N
wolffd@0 494 <td> N
wolffd@0 495 <td> 0
wolffd@0 496 <td> D
wolffd@0 497 <td> Varelim
wolffd@0 498 <td> -
wolffd@0 499
wolffd@0 500 <tr>
wolffd@0 501 <td> <!--Name--> <a href="http://www.robots.ox.ac.uk/~parg/software.html">DBNbox</a>
wolffd@0 502 <td> <!--Authors-->Roberts et al
wolffd@0 503 <td> <!--Src-->Matlab
wolffd@0 504 <td> <!--API-->-
wolffd@0 505 <td> <!--Exec-->-
wolffd@0 506 <td> <!--Cts-->Y
wolffd@0 507 <td> <!--GUI-->N
wolffd@0 508 <td> <!--Params-->Y
wolffd@0 509 <td> <!--Struct-->N
wolffd@0 510 <td> <!--Utility-->N
wolffd@0 511
wolffd@0 512 <td> <!--Free-->Y
wolffd@0 513 <td> <!--Undir-->D
wolffd@0 514 <td> <!--Inference-->Various
wolffd@0 515 <td> <!--Comments-->DBNs
wolffd@0 516
wolffd@0 517 <tr>
wolffd@0 518 <td> <!--Name--><a href=http://www.math.auc.dk/novo/deal>Deal</a>
wolffd@0 519 <td> <!--Authors-->Bottcher et al
wolffd@0 520 <td> <!--Src-->R
wolffd@0 521 <td> <!--API-->-
wolffd@0 522 <td> <!--Exec-->-
wolffd@0 523 <td> <!--Cts-->G
wolffd@0 524 <td> <!--GUI-->Y
wolffd@0 525 <td> <!--Params-->Y
wolffd@0 526 <td> <!--Struct-->Y
wolffd@0 527 <td> <!--Utility-->N
wolffd@0 528 <td> <!--Free-->0
wolffd@0 529 <td> <!--Undir-->D
wolffd@0 530 <td> <!--Inference-->None
wolffd@0 531 <td> <!--Comments-->
wolffd@0 532 Structure learning.
wolffd@0 533
wolffd@0 534 <tr>
wolffd@0 535 <td><a href=http://www.deriveit.com >DeriveIt</a>
wolffd@0 536 <td> <!--Authors-->DeriveIt LLC
wolffd@0 537 <td> <!--Src-->N
wolffd@0 538 <td> <!--API-->-
wolffd@0 539 <td> <!--Exec-->-
wolffd@0 540 <td> <!--Cts-->?
wolffd@0 541 <td> <!--GUI-->?
wolffd@0 542 <td> <!--Params-->Y
wolffd@0 543 <td> <!--Struct-->Y
wolffd@0 544 <td> <!--Utility-->?
wolffd@0 545 <td> <!--Free-->$
wolffd@0 546 <td> <!--Undir-->D
wolffd@0 547 <td> <!--Inference-->Jtree
wolffd@0 548 <td> <!--Comments-->
wolffd@0 549 Exploits local structure in CPDs.
wolffd@0 550
wolffd@0 551
wolffd@0 552 <tr>
wolffd@0 553 <td><a href=http://www.noeticsystems.com>Ergo</>
wolffd@0 554 <td> <!--Authors-->Noetic systems
wolffd@0 555 <td> <!--Src-->N
wolffd@0 556 <td> <!--API-->Y
wolffd@0 557 <td> <!--Exec-->W,M
wolffd@0 558 <td> <!--Cts-->D
wolffd@0 559 <td> <!--GUI-->Y
wolffd@0 560 <td> <!--Params-->N
wolffd@0 561 <td> <!--Struct-->N
wolffd@0 562 <td> <!--Utility-->N
wolffd@0 563 <td> <!--Free-->$
wolffd@0 564 <td> <!--Undir-->D
wolffd@0 565 <td> <!--Inference-->jtree
wolffd@0 566 <td> <!--Comments-->-
wolffd@0 567
wolffd@0 568 <!--
wolffd@0 569 <tr>
wolffd@0 570 <td><a href=http://www.ens-lyon.fr/~jnarboux/Floue/index.html>FLoUE/BIFtoN</a>
wolffd@0 571 <td> ENS Lyon
wolffd@0 572 <td> Java
wolffd@0 573 <td> Y
wolffd@0 574 <td> WUM
wolffd@0 575 <td> D
wolffd@0 576 <td> N
wolffd@0 577 <td> N
wolffd@0 578 <td> N
wolffd@0 579 <td> N
wolffd@0 580 <td> 0
wolffd@0 581 <td> D
wolffd@0 582 <td> Jtree
wolffd@0 583 <td> -
wolffd@0 584 -->
wolffd@0 585
wolffd@0 586 <tr>
wolffd@0 587 <td><a href=http://www.staff.ncl.ac.uk/d.j.wilkinson/software/gdagsim/ > GDAGsim</a>
wolffd@0 588 <td> Wilkinson (U. Newcastle)
wolffd@0 589 <td> C
wolffd@0 590 <td> Y
wolffd@0 591 <td> WUM
wolffd@0 592 <td> G
wolffd@0 593 <td> N
wolffd@0 594 <td> N
wolffd@0 595 <td> N
wolffd@0 596 <td> N
wolffd@0 597 <td> 0
wolffd@0 598 <td> D
wolffd@0 599 <td> Exact
wolffd@0 600 <td> Bayesian analysis of large linear Gaussian directed models.
wolffd@0 601
wolffd@0 602
wolffd@0 603 <tr>
wolffd@0 604 <td><a href=http://www2.sis.pitt.edu/~genie > Genie</a>
wolffd@0 605 <td> U. Pittsburgh
wolffd@0 606 <td> N
wolffd@0 607 <td> WU
wolffd@0 608 <td> WU
wolffd@0 609 <td> D
wolffd@0 610 <td> W
wolffd@0 611 <td> N
wolffd@0 612 <td> N
wolffd@0 613 <td> Y
wolffd@0 614 <td> 0
wolffd@0 615 <td> D
wolffd@0 616 <td> Jtree
wolffd@0 617 <td> -
wolffd@0 618
wolffd@0 619 <tr>
wolffd@0 620 <td><a href=http://www.math.ntnu.no/~hrue/GMRFsim/ > GMRFsim</a>
wolffd@0 621 <td> Rue (U. Trondheim)
wolffd@0 622 <td> C
wolffd@0 623 <td> Y
wolffd@0 624 <td> WUM
wolffd@0 625 <td> G
wolffd@0 626 <td> N
wolffd@0 627 <td> N
wolffd@0 628 <td> N
wolffd@0 629 <td> N
wolffd@0 630 <td> 0
wolffd@0 631 <td> U
wolffd@0 632 <td> MCMC
wolffd@0 633 <td> Bayesian analysis of large linear Gaussian undirected models.
wolffd@0 634
wolffd@0 635
wolffd@0 636 <tr>
wolffd@0 637 <td> <!--Name--> <a href=http://ssli.ee.washington.edu/~bilmes/gmtk/>GMTk</a>
wolffd@0 638 <td> <!--Authors-->Bilmes (UW), Zweig (IBM)
wolffd@0 639 <td> <!--Src-->N
wolffd@0 640 <td> <!--API-->Y
wolffd@0 641 <td> <!--Exec-->U
wolffd@0 642 <td> <!--Cts-->D
wolffd@0 643 <td> <!--GUI-->N
wolffd@0 644 <td> <!--Params-->Y
wolffd@0 645 <td> <!--Struct-->Y
wolffd@0 646 <td> <!--Utility-->N
wolffd@0 647 <td> <!--Free-->0
wolffd@0 648 <td> <!--Undir-->D
wolffd@0 649 <td> <!--Inference-->Jtree
wolffd@0 650 <td> <!--Comments-->
wolffd@0 651 Designed for speech recognition.
wolffd@0 652
wolffd@0 653 <tr>
wolffd@0 654 <td> <!--Name--> <a href=http://www.r-project.org/gR>gR</a>
wolffd@0 655 <td> <!--Authors-->Lauritzen et al.
wolffd@0 656 <td> <!--Src-->R
wolffd@0 657 <td> <!--API-->-
wolffd@0 658 <td> <!--Exec-->-
wolffd@0 659 <td> <!--Cts-->-
wolffd@0 660 <td> <!--GUI-->-
wolffd@0 661 <td> <!--Params-->-
wolffd@0 662 <td> <!--Struct-->-
wolffd@0 663 <td> <!--Utility-->-
wolffd@0 664 <td> <!--Free-->0
wolffd@0 665 <td> <!--Undir-->-
wolffd@0 666 <td> <!--Inference-->-
wolffd@0 667 <td> <!--Comments-->Currently vaporware
wolffd@0 668
wolffd@0 669
wolffd@0 670 <tr>
wolffd@0 671 <td> <!--Name--> <a href=http://www.stats.bris.ac.uk/~peter/Grappa/>Grappa</a>
wolffd@0 672 <td> <!--Authors-->Green (Bristol)
wolffd@0 673 <td> <!--Src-->R
wolffd@0 674 <td> <!--API-->-
wolffd@0 675 <td> <!--Exec-->-
wolffd@0 676 <td> <!--Cts-->D
wolffd@0 677 <td> <!--GUI-->N
wolffd@0 678 <td> <!--Params-->N)
wolffd@0 679 <td> <!--Struct-->N
wolffd@0 680 <td> <!--Utility-->N
wolffd@0 681 <td> <!--Free-->0
wolffd@0 682 <td> <!--Undir-->D
wolffd@0 683 <td> <!--Inference-->Jtree
wolffd@0 684 <td> <!--Comments-->-
wolffd@0 685
wolffd@0 686
wolffd@0 687 <tr>
wolffd@0 688 <td><a href=http://www.hugin.com > Hugin Expert</a>
wolffd@0 689 <td> Hugin
wolffd@0 690 <td> N
wolffd@0 691 <td> Y
wolffd@0 692 <td> W
wolffd@0 693 <td> G
wolffd@0 694 <td> W
wolffd@0 695 <td> Y
wolffd@0 696 <td> CI
wolffd@0 697 <td> Y
wolffd@0 698 <td> $
wolffd@0 699 <td> CG
wolffd@0 700 <td> Jtree
wolffd@0 701 <td> -
wolffd@0 702
wolffd@0 703
wolffd@0 704 <tr>
wolffd@0 705 <td> <!--Name--> <a href=http://www.warnes.net/GregsSoftwareLinks/index_html?Tab=MCMC>Hydra</a>
wolffd@0 706 <td> <!--Authors-->Warnes (U.Wash.)
wolffd@0 707 <td> <!--Src-->Java
wolffd@0 708 <td> <!--API-->-
wolffd@0 709 <td> <!--Exec-->-
wolffd@0 710 <td> <!--Cts-->Cs
wolffd@0 711 <td> <!--GUI-->Y
wolffd@0 712 <td> <!--Params-->Y
wolffd@0 713 <td> <!--Struct-->N
wolffd@0 714 <td> <!--Utility-->N
wolffd@0 715 <td> <!--Free-->0
wolffd@0 716 <td> <!--Undir-->U,D
wolffd@0 717 <td> <!--Inference-->MCMC
wolffd@0 718 <td> <!--Comments-->-
wolffd@0 719
wolffd@0 720
wolffd@0 721 <tr>
wolffd@0 722 <!-- http://www.rpal.rockwell.com/ideal.html -->
wolffd@0 723 <td><a href=http://yoda.cis.temple.edu:8080/ideal>Ideal</a>
wolffd@0 724 <td> Rockwell
wolffd@0 725 <td> Lisp
wolffd@0 726 <td> Y
wolffd@0 727 <td> WUM
wolffd@0 728 <td> D
wolffd@0 729 <td> Y
wolffd@0 730 <td> N
wolffd@0 731 <td> N
wolffd@0 732 <td> Y
wolffd@0 733 <td> 0
wolffd@0 734 <td> D
wolffd@0 735 <td> Jtree
wolffd@0 736 <td> GUI requires Allegro Lisp.
wolffd@0 737
wolffd@0 738 <tr>
wolffd@0 739 <td><a href=http://www.cs.cmu.edu/~javabayes/Home/ > Java Bayes</a>
wolffd@0 740 <td> Cozman (CMU)
wolffd@0 741 <td> Java
wolffd@0 742 <td> Y
wolffd@0 743 <td> WUM
wolffd@0 744 <td> D
wolffd@0 745 <td> Y
wolffd@0 746 <td> N
wolffd@0 747 <td> N
wolffd@0 748 <td> Y
wolffd@0 749 <td> 0
wolffd@0 750 <td> D
wolffd@0 751 <td> Varelim, jtree
wolffd@0 752 <td> -
wolffd@0 753
wolffd@0 754
wolffd@0 755 <tr>
wolffd@0 756 <td> <!--Name--><a href="http://www.codeas.com/kbaseai.php" >KBaseAI</a>
wolffd@0 757 <td> <!--Authors-->Codeas
wolffd@0 758 <td> <!--Src-->N
wolffd@0 759 <td> <!--API-->Y
wolffd@0 760 <td> <!--Exec-->W,U
wolffd@0 761 <td> <!--Cts-->D
wolffd@0 762 <td> <!--GUI-->N
wolffd@0 763 <td> <!--Params-->N
wolffd@0 764 <td> <!--Struct-->N
wolffd@0 765 <td> <!--Utility-->N
wolffd@0 766 <td> <!--Free-->$
wolffd@0 767 <td> <!--Undir-->D
wolffd@0 768 <td> <!--Inference-->varelim
wolffd@0 769 <td> <!--Comments-->client/server architecture, multiple users, access
wolffd@0 770 control, query language
wolffd@0 771
wolffd@0 772
wolffd@0 773 <tr>
wolffd@0 774 <td> <!--Name--> <a href=http://www.cs.huji.ac.il/labs/compbio/LibB>LibB</a>
wolffd@0 775 <td> <!--Authors-->Friedman (Hebrew U)
wolffd@0 776 <td> <!--Src-->N
wolffd@0 777 <td> <!--API-->Y
wolffd@0 778 <td> <!--Exec-->W
wolffd@0 779 <td> <!--Cts-->D
wolffd@0 780 <td> <!--GUI-->N
wolffd@0 781 <td> <!--Params-->Y
wolffd@0 782 <td> <!--Struct-->Y
wolffd@0 783 <td> <!--Utility-->N
wolffd@0 784 <td> <!--Free-->0
wolffd@0 785 <td> <!--Undir-->D
wolffd@0 786 <td> <!--Inference-->none
wolffd@0 787 <td> <!--Comments-->
wolffd@0 788 Structure learning
wolffd@0 789
wolffd@0 790 <tr>
wolffd@0 791 <td><a href=http://www.hypergraph.dk/ > MIM</a>
wolffd@0 792 <td> HyperGraph Software
wolffd@0 793 <td> N
wolffd@0 794 <td> N
wolffd@0 795 <td> W
wolffd@0 796 <td> G
wolffd@0 797 <td> Y
wolffd@0 798 <td> Y
wolffd@0 799 <td> Y
wolffd@0 800 <td> N
wolffd@0 801 <td> $
wolffd@0 802 <td> CG
wolffd@0 803 <td> Jtree
wolffd@0 804 <td> Up to 52 variables.
wolffd@0 805
wolffd@0 806 <tr>
wolffd@0 807 <td><a href=http://research.microsoft.com/adapt/MSBNx/ > MSBNx</a>
wolffd@0 808 <td> Microsoft
wolffd@0 809 <td> N
wolffd@0 810 <td> Y
wolffd@0 811 <td> W
wolffd@0 812 <td> D
wolffd@0 813 <td> W
wolffd@0 814 <td> N
wolffd@0 815 <td> N
wolffd@0 816 <td> Y
wolffd@0 817 <td> 0
wolffd@0 818 <td> D
wolffd@0 819 <td> Jtree
wolffd@0 820 <td> -
wolffd@0 821
wolffd@0 822 <tr>
wolffd@0 823 <td><a href=http://www.norsys.com > Netica</a>
wolffd@0 824 <td> Norsys
wolffd@0 825 <td> N
wolffd@0 826 <td> WUM
wolffd@0 827 <td> W
wolffd@0 828 <td> G
wolffd@0 829 <td> W
wolffd@0 830 <td> Y
wolffd@0 831 <td> N
wolffd@0 832 <td> Y
wolffd@0 833 <td> $
wolffd@0 834 <td> D
wolffd@0 835 <td> jtree
wolffd@0 836 <td> -
wolffd@0 837
wolffd@0 838 <tr>
wolffd@0 839 <td> <!--Name--> <a href="http://www.autonlab.org/autonweb/showSoftware/149/">Optimal
wolffd@0 840 Reinsertion</a>
wolffd@0 841 <td> <!--Authors-->Moore, Wong (CMU)
wolffd@0 842 <td> <!--Src-->N
wolffd@0 843 <td> <!--API-->N
wolffd@0 844 <td> <!--Exec-->W,U
wolffd@0 845 <td> <!--Cts-->D
wolffd@0 846 <td> <!--GUI-->N
wolffd@0 847 <td> <!--Params-->Y
wolffd@0 848 <td> <!--Struct-->Y
wolffd@0 849 <td> <!--Utility-->N
wolffd@0 850 <td> <!--Free-->0
wolffd@0 851 <td> <!--Undir-->D
wolffd@0 852 <td> <!--Inference-->none
wolffd@0 853 <td> <!--Comments-->structure learning
wolffd@0 854
wolffd@0 855
wolffd@0 856 <tr>
wolffd@0 857 <td> <!--Name--> <a href="http://people.bu.edu/vladimir/pmt/index.html">PMT</a>
wolffd@0 858 <td> <!--Authors-->Pavlovic (BU)
wolffd@0 859 <td> <!--Src-->Matlab/C
wolffd@0 860 <td> <!--API-->-
wolffd@0 861 <td> <!--Exec-->-
wolffd@0 862 <td> <!--Cts-->D
wolffd@0 863 <td> <!--GUI-->N
wolffd@0 864 <td> <!--Params-->Y
wolffd@0 865 <td> <!--Struct-->N
wolffd@0 866 <td> <!--Utility-->N
wolffd@0 867 <td> <!--Free-->0
wolffd@0 868 <td> <!--Undir-->D
wolffd@0 869 <td> <!--Inference-->special purpose
wolffd@0 870 <td> <!--Comments-->-
wolffd@0 871
wolffd@0 872
wolffd@0 873
wolffd@0 874 <tr>
wolffd@0 875 <td> <!--Name--> <a href=http://www.intel.com/research/mrl/pnl/>PNL</a>
wolffd@0 876 <td> <!--Authors-->Eruhimov (Intel)
wolffd@0 877 <td> <!--Src-->C++
wolffd@0 878 <td> <!--API-->-
wolffd@0 879 <td> <!--Exec-->-
wolffd@0 880 <td> <!--Cts-->D
wolffd@0 881 <td> <!--GUI-->N
wolffd@0 882 <td> <!--Params-->Y
wolffd@0 883 <td> <!--Struct-->Y
wolffd@0 884 <td> <!--Utility-->N
wolffd@0 885 <td> <!--Free-->0
wolffd@0 886 <td> <!--Undir-->U,D
wolffd@0 887 <td> <!--Inference-->Jtree
wolffd@0 888 <td> <!--Comments-->
wolffd@0 889 A C++ version of BNT; will be released 12/03.
wolffd@0 890
wolffd@0 891
wolffd@0 892 <tr>
wolffd@0 893 <td><a href=http://iridia.ulb.ac.be/pulcinella/Welcome.html > Pulcinella</a>
wolffd@0 894 <td> IRIDIA
wolffd@0 895 <td> Lisp
wolffd@0 896 <td> Y
wolffd@0 897 <td> WUM
wolffd@0 898 <td> D
wolffd@0 899 <td> Y
wolffd@0 900 <td> N
wolffd@0 901 <td> N
wolffd@0 902 <td> N
wolffd@0 903 <td> 0
wolffd@0 904 <td> D
wolffd@0 905 <td> ?
wolffd@0 906 <td> Uses valuation systems for non-probabilistic calculi.
wolffd@0 907
wolffd@0 908 <tr>
wolffd@0 909 <!-- http://civil.colorado.edu/~dodier/sonero-mirror/index.html -->
wolffd@0 910 <td><a href=http://sourceforge.net/projects/riso>RISO</a>
wolffd@0 911 <td> Dodier (U.Colorado)
wolffd@0 912 <td> Java
wolffd@0 913 <td> Y
wolffd@0 914 <td> WUM
wolffd@0 915 <td> G
wolffd@0 916 <td> Y
wolffd@0 917 <td> N
wolffd@0 918 <td> N
wolffd@0 919 <td> N
wolffd@0 920 <td> 0
wolffd@0 921 <td> D
wolffd@0 922 <td> Polytree
wolffd@0 923 <td> Distributed implementation.
wolffd@0 924
wolffd@0 925
wolffd@0 926
wolffd@0 927 <tr>
wolffd@0 928 <td> <!--Name--> <a href=http://reasoning.cs.ucla.edu/samiam/> Sam Iam</a>
wolffd@0 929 <td> <!--Authors-->Darwiche (UCLA)
wolffd@0 930 <td> <!--Src-->N
wolffd@0 931 <td> <!--API-->N ?
wolffd@0 932 <td> <!--Exec-->WU ? (Java executable)
wolffd@0 933 <td> <!--Cts-->G ?
wolffd@0 934 <td> <!--GUI-->Y
wolffd@0 935 <td> <!--Params-->Y
wolffd@0 936 <td> <!--Struct-->N ?
wolffd@0 937 <td> <!--Utility-->Y
wolffd@0 938 <td> <!--Free-->0
wolffd@0 939 <td> <!--Undir-->D
wolffd@0 940 <td> <!--Inference-->Recursive conditioning
wolffd@0 941 <td> <!--Comments-->Also does sensitivity Analysis
wolffd@0 942
wolffd@0 943
wolffd@0 944 <tr>
wolffd@0 945 <td><a href=http://www.phil.cmu.edu/tetrad/>Tetrad</a>
wolffd@0 946 <td> CMU
wolffd@0 947 <td> N
wolffd@0 948 <td> N
wolffd@0 949 <td> WU
wolffd@0 950 <td> G
wolffd@0 951 <td> N
wolffd@0 952 <td> Y
wolffd@0 953 <td> CI
wolffd@0 954 <td> N
wolffd@0 955 <td> 0
wolffd@0 956 <td> U,D
wolffd@0 957 <td> None
wolffd@0 958 <td> -
wolffd@0 959
wolffd@0 960
wolffd@0 961 <tr>
wolffd@0 962 <td> <!--Name--> <a href="https://sourceforge.net/projects/unbbayes/">UnBBayes</a>
wolffd@0 963 <td> <!--Authors-->?
wolffd@0 964 <td> <!--Src-->Java
wolffd@0 965 <td> <!--API-->-
wolffd@0 966 <td> <!--Exec-->-
wolffd@0 967 <td> <!--Cts-->D
wolffd@0 968 <td> <!--GUI-->Y
wolffd@0 969 <td> <!--Params-->N
wolffd@0 970 <td> <!--Struct-->Y
wolffd@0 971 <td> <!--Utility-->N
wolffd@0 972 <td> <!--Free-->0
wolffd@0 973 <td> <!--Undir-->D
wolffd@0 974 <td> <!--Inference-->jtree
wolffd@0 975 <td> <!--Comments-->K2 for struct learning
wolffd@0 976
wolffd@0 977
wolffd@0 978 <tr>
wolffd@0 979 <td><a href=http://www.inference.phy.cam.ac.uk/jmw39/>Vibes</a>
wolffd@0 980 <td> Winn & Bishop (U. Cambridge)
wolffd@0 981 <td> Java
wolffd@0 982 <td> Y
wolffd@0 983 <td> WU
wolffd@0 984 <td> Cx
wolffd@0 985 <td> Y
wolffd@0 986 <td> Y
wolffd@0 987 <td> N
wolffd@0 988 <td> N
wolffd@0 989 <td> 0
wolffd@0 990 <td> D
wolffd@0 991 <td> Variational
wolffd@0 992 <td>
wolffd@0 993 Not yet available.
wolffd@0 994
wolffd@0 995
wolffd@0 996 <tr>
wolffd@0 997 <td><a href=http://snowhite.cis.uoguelph.ca/faculty_info/yxiang/ww3/> Web Weaver</a>
wolffd@0 998 <td> Xiang (U.Regina)
wolffd@0 999 <td> Java
wolffd@0 1000 <td> Y
wolffd@0 1001 <td> WUM
wolffd@0 1002 <td> D
wolffd@0 1003 <td> Y
wolffd@0 1004 <td> N
wolffd@0 1005 <td> N
wolffd@0 1006 <td> Y
wolffd@0 1007 <td> 0
wolffd@0 1008 <td> D
wolffd@0 1009 <td> ?
wolffd@0 1010 <td> -
wolffd@0 1011
wolffd@0 1012 <tr>
wolffd@0 1013 <td><a href=http://research.microsoft.com/~dmax/WinMine/tooldoc.htm > WinMine</a>
wolffd@0 1014 <td> Microsoft
wolffd@0 1015 <td> N
wolffd@0 1016 <td> N
wolffd@0 1017 <td> W
wolffd@0 1018 <td> Cx
wolffd@0 1019 <td> Y
wolffd@0 1020 <td> Y
wolffd@0 1021 <td> Y
wolffd@0 1022 <td> N
wolffd@0 1023 <td> 0
wolffd@0 1024 <td> U,D
wolffd@0 1025 <td> None
wolffd@0 1026 <td> Learns BN or dependency net structure.
wolffd@0 1027
wolffd@0 1028 <tr>
wolffd@0 1029 <td><a href=http://www.staff.city.ac.uk/~rgc/webpages/xbpage.html > XBAIES 2.0</a>
wolffd@0 1030 <td> Cowell (City U.)
wolffd@0 1031 <td> N
wolffd@0 1032 <td> N
wolffd@0 1033 <td> W
wolffd@0 1034 <td> G
wolffd@0 1035 <td> Y
wolffd@0 1036 <td> Y
wolffd@0 1037 <td> N
wolffd@0 1038 <td> Y
wolffd@0 1039 <td> 0
wolffd@0 1040 <td> CG
wolffd@0 1041 <td> Jtree
wolffd@0 1042 <td> -
wolffd@0 1043
wolffd@0 1044 <tr>
wolffd@0 1045
wolffd@0 1046 </table>
wolffd@0 1047
wolffd@0 1048
wolffd@0 1049 <p>
wolffd@0 1050 <h2>Other sites related to (software for) graphical models</h2>
wolffd@0 1051 <ul>
wolffd@0 1052
wolffd@0 1053
wolffd@0 1054 <li>
wolffd@0 1055 <a
wolffd@0 1056 href="http://directory.google.com/Top/Computers/Artificial_Intelligence/Belief_Networks/Software/">
wolffd@0 1057 Google's list</a> of Bayes net software.
wolffd@0 1058
wolffd@0 1059 <!--
wolffd@0 1060 <li> <a href="http://www.sis.pitt.edu/~dsl/da-software.html">
wolffd@0 1061 Decision analysis programs</a>, list maintained by
wolffd@0 1062 Marek Druzdzel.
wolffd@0 1063 -->
wolffd@0 1064
wolffd@0 1065 <li> <a href="http://www.cs.cmu.edu/~lorens/papers/mscthesis.html">
wolffd@0 1066 Comparison of decision analysis software packages</a> by
wolffd@0 1067 Håkan L. Younes. The emphasis is on real-time decision making.
wolffd@0 1068
wolffd@0 1069 <li> <a href="http://bayes.stat.washington.edu/almond/belief.html">
wolffd@0 1070 Older belief net programs</a> (c 1996), a list created (but no longer maintained)
wolffd@0 1071 by Russ Almond.
wolffd@0 1072
wolffd@0 1073 <li>
wolffd@0 1074 <a
wolffd@0 1075 href="http://www.cs.huji.ac.il/labs/compbio/Repository">
wolffd@0 1076 Repository of Bayes nets</a>.
wolffd@0 1077
wolffd@0 1078 </document>