
GMRFLib
 Referenced in 338 articles
[sw06641]
 Gaussian Markov random fields. Theory and applications. Researchers in spatial statistics and image analysis ... familiar with Gaussian Markov Random Fields (GMRFs), and they are traditionally among ... comprehensive reference on the subject.par Gaussian Markov Random Fields: Theory and Applications provides such...

PRISM
 Referenced in 454 articles
[sw01186]
 properties for a range of systems, including randomized distributed algorithms, manufacturing systems and workstation clusters...

Walksat
 Referenced in 211 articles
[sw04328]
 normal form. They start by assigning a random value to each variable. If the assignment ... with some probability picks a variable at random. WalkSAT first picks a clause which ... clause. The clause is generally picked at random among unsatisfied clauses. The variable is generally ... picking one of the variables at random. When picking at random, WalkSAT is guaranteed...

MersenneTwister
 Referenced in 361 articles
[sw05367]
 twister: A 623dimensionally equidistributed uniform pseudorandom number generator. A new algorithm called Mersenne...

FODE
 Referenced in 323 articles
[sw08377]
 variety of scenarios such as continuous time random walk models, generalized Langevin equations...

Scatter Search
 Referenced in 297 articles
[sw05291]
 benefits beyond those derived from recourse to randomization. Our implementation goal is to create...

randomForest
 Referenced in 208 articles
[sw10639]
 package randomForest: Breiman and Cutler’s random forests for classification and regression. Classification and regression ... based on a forest of trees using random inputs...

GSL
 Referenced in 270 articles
[sw05883]
 wide range of mathematical routines such as random number generators, special functions and leastsquares...

Quicksort
 Referenced in 186 articles
[sw20694]
 value. We then show that for the randomized version of Quicksort, the number of element ... measure Inv. More precisely, we prove that randomized Quicksort performs expected...

CIFAR
 Referenced in 180 articles
[sw17861]
 images. The test batch contains exactly 1000 randomlyselected images from each class. The training ... batches contain the remaining images in random order, but some training batches may contain more...

TestU01
 Referenced in 124 articles
[sw08033]
 empirical statistical testing of uniform random number generators. The library implements several types of random ... implementations of the classical statistical tests for random number generators, as well as several others ... tests suites for either sequences of uniform random numbers in [0,1] or bit sequences ... sets produced by a given family of random number generators. That is, for a given...

invGauss
 Referenced in 135 articles
[sw11207]
 invGauss: Threshold regression that fits the (randomized drift) inverse Gaussian distribution to survival data. invGauss ... fits the (randomized drift) inverse Gaussian distribution to survival data. The model is described ... where drift towards the barrier has been randomized with a Gaussian distribution. The model allows...

TOMS659
 Referenced in 144 articles
[sw10686]
 Hammersley, Niederreiter or Sobol sequences, is ”less random” than a pseudorandom number sequence, but more ... tend to sample space ”more uniformly” than random numbers. Algorithms that use such sequences...

DGM
 Referenced in 191 articles
[sw39282]
 neural network is trained on batches of randomly sampled time and space points. The algorithm...

SNAP
 Referenced in 179 articles
[sw04184]
 graphs, calculates structural properties, generates regular and random graphs, and supports attributes on nodes...

copula
 Referenced in 178 articles
[sw14499]
 more copula families. Methods for density, distribution, random number generation, bivariate dependence measures, perspective...

tSNE
 Referenced in 178 articles
[sw22300]
 show how tSNE can use random walks on neighborhood graphs to allow the implicit...

QuickCheck
 Referenced in 103 articles
[sw07277]
 QuickCheck: a lightweight tool for random testing of Haskell programs. QuickCheck is a tool which ... functions, and can be automatically tested on random input, but it is also possible ... also point out some pitfalls to avoid. Random testing is especially suitable for functional programs ... built from separately tested components, then random testing suffuces to obtain good coverage...

ORSEE
 Referenced in 177 articles
[sw11710]
 multiple experimenter/laboratory/subjectpool/experiment classes/language support, attribute query selection, random recruitment, public and internal experiment calendar, reputation...

kmeans++
 Referenced in 177 articles
[sw21622]
 augmenting kmeans with a very simple, randomized seeding technique, we obtain an algorithm that...