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  2. Hyperparameter optimization - Wikipedia

    en.wikipedia.org/wiki/Hyperparameter_optimization

    Random Search is also embarrassingly parallel, and additionally allows the inclusion of prior knowledge by specifying the distribution from which to sample. Despite its simplicity, random search remains one of the important base-lines against which to compare the performance of new hyperparameter optimization methods.

  3. File:Hyperparameter Optimization using Grid Search.svg

    en.wikipedia.org/wiki/File:Hyperparameter...

    English: For both hyperparameters of a model, a discrete set of values to search is defined (here, 10 values). In hyperparameter optimization with grid search, the model is trained using each combination of hyperparameter values (100 trials in this example) and the model performance (colored lines, better performance = blue) is saved.

  4. Bayesian search theory - Wikipedia

    en.wikipedia.org/wiki/Bayesian_search_theory

    The result of combining this grid with the previous grid is a grid which gives the probability of finding the wreck in each grid square of the sea if it were to be searched. At the end of October 1968, the Navy's oceanographic research ship, Mizar , located sections of the hull of Scorpion on the seabed, about 740 km (400 nmi; 460 mi) southwest ...

  5. Pattern search (optimization) - Wikipedia

    en.wikipedia.org/wiki/Pattern_search_(optimization)

    Pattern search (also known as direct search, derivative-free search, or black-box search) is a family of numerical optimization methods that does not require a gradient. As a result, it can be used on functions that are not continuous or differentiable. One such pattern search method is "convergence" (see below), which is based on the theory of ...

  6. Hoshen–Kopelman algorithm - Wikipedia

    en.wikipedia.org/wiki/Hoshen–Kopelman_algorithm

    grid[0][3] is occupied so check cell to the left which is unoccupied so we increment the current label value and assign the label to the cell as 2. grid[0][4], grid[0][5] and grid[1][0] are unoccupied so they are not labeled. grid[1][1] is occupied so check cell to the left and above, both the cells are unoccupied so assign a new label 3.

  7. Brute-force search - Wikipedia

    en.wikipedia.org/wiki/Brute-force_search

    In computer science, brute-force search or exhaustive search, also known as generate and test, is a very general problem-solving technique and algorithmic paradigm that consists of systematically checking all possible candidates for whether or not each candidate satisfies the problem's statement.

  8. Cluster analysis - Wikipedia

    en.wikipedia.org/wiki/Cluster_analysis

    The grid-based technique is used for a multi-dimensional data set. [18] In this technique, we create a grid structure, and the comparison is performed on grids (also known as cells). The grid-based technique is fast and has low computational complexity. There are two types of grid-based clustering methods: STING and CLIQUE.

  9. Multigrid method - Wikipedia

    en.wikipedia.org/wiki/Multigrid_method

    Research on multilevel techniques for hyperbolic partial differential equations is underway. [13] Multigrid methods can also be applied to integral equations , or for problems in statistical physics .