Tabu search is a mathematical optimization method, belonging to the class of local search techniques.
TOTEM: Random Tabu Search (RTS)
All the weights of the network are treated as one long string of bits. E.g. m weights of n bits gives an m*n bit long string.
Start with random bit values in the weights.
TSP is a touchstone for many general heuristics devised for combinatorial optimization: genetic algorithms, simulated annealing, Tabu search, neural nets, ant system.
Special cases
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There are many methods, how to find some suitable solution (ie. not necessarily the best solution), for example hill climbing, tabu search, simulated annealing and genetic algorithm.
 See also: Simulated annealing, Genetic algorithm, Branch, Search algorithm, Local search
  
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