Colete todas as moedas em um número mínimo de etapas

Dadas muitas pilhas de moedas dispostas adjacentemente. Precisamos coletar todas essas moedas no número mínimo de etapas onde em uma única etapa podemos coletar uma linha horizontal de moedas ou uma linha vertical de moedas e as moedas coletadas devem ser contínuas.
Exemplos:  
 

  Input :   height[] = [2 1 2 5 1] Each value of this array corresponds to the height of stack that is we are given five stack of coins where in first stack 2 coins are there then in second stack 1 coin is there and so on.   Output :   4 We can collect all above coins in 4 steps which are shown in below diagram. Each step is shown by different color. First we have collected last horizontal line of coins after which stacks remains as [1 0 1 4 0] after that another horizontal line of coins is collected from stack 3 and 4 then a vertical line from stack 4 and at the end a horizontal line from stack 1. Total steps are 4. 


 


Podemos resolver este problema usando o método de dividir e conquistar. Podemos ver que é sempre benéfico remover as linhas horizontais de baixo. Suponha que estejamos trabalhando em pilhas do índice l ao índice r em uma etapa de recursão, cada vez que escolhermos a altura mínima, removeremos aquelas muitas linhas horizontais, após as quais a pilha será dividida em duas partes l para o mínimo e o mínimo +1 até r e chamaremos recursivamente nessas submatrizes. Outra coisa é que também podemos coletar moedas usando linhas verticais, então escolheremos o mínimo entre o resultado das chamadas recursivas e (r - l) porque usando (r - l) linhas verticais sempre podemos coletar todas as moedas. 
Como cada vez que chamamos cada subarray e encontramos o mínimo dessa complexidade de tempo total da solução será O(N 2
 

C++
   // C++ program to find minimum number of   // steps to collect stack of coins   #include          using     namespace     std  ;   // recursive method to collect coins from   // height array l to r with height h already   // collected   int     minStepsRecur  (  int     height  []     int     l       int     r       int     h  )   {      // if l is more than r no steps needed      if     (  l     >=     r  )      return     0  ;      // loop over heights to get minimum height      // index      int     m     =     l  ;      for     (  int     i     =     l  ;     i      <     r  ;     i  ++  )      if     (  height  [  i  ]      <     height  [  m  ])      m     =     i  ;      /* choose minimum from    1) collecting coins using all vertical    lines (total r - l)    2) collecting coins using lower horizontal    lines and recursively on left and right    segments */      return     min  (  r     -     l        minStepsRecur  (  height       l       m       height  [  m  ])     +         minStepsRecur  (  height       m     +     1       r       height  [  m  ])     +         height  [  m  ]     -     h  );   }   // method returns minimum number of step to   // collect coin from stack with height in   // height[] array   int     minSteps  (  int     height  []     int     N  )   {      return     minStepsRecur  (  height       0       N       0  );   }   // Driver code to test above methods   int     main  ()   {      int     height  []     =     {     2       1       2       5       1     };      int     N     =     sizeof  (  height  )     /     sizeof  (  int  );      cout      < <     minSteps  (  height       N  )      < <     endl  ;      return     0  ;   }   
Java
   // Java Code to Collect all coins in   // minimum number of steps   import     java.util.*  ;   class   GFG     {      // recursive method to collect coins from      // height array l to r with height h already      // collected      public     static     int     minStepsRecur  (  int     height  []       int     l        int     r       int     h  )      {      // if l is more than r no steps needed      if     (  l     >=     r  )      return     0  ;      // loop over heights to get minimum height      // index      int     m     =     l  ;      for     (  int     i     =     l  ;     i      <     r  ;     i  ++  )      if     (  height  [  i  ]      <     height  [  m  ]  )      m     =     i  ;      /* choose minimum from    1) collecting coins using all vertical    lines (total r - l)    2) collecting coins using lower horizontal    lines and recursively on left and right    segments */      return     Math  .  min  (  r     -     l        minStepsRecur  (  height       l       m       height  [  m  ]  )     +         minStepsRecur  (  height       m     +     1       r       height  [  m  ]  )     +      height  [  m  ]     -     h  );      }      // method returns minimum number of step to      // collect coin from stack with height in      // height[] array      public     static     int     minSteps  (  int     height  []       int     N  )      {      return     minStepsRecur  (  height       0       N       0  );      }      /* Driver program to test above function */      public     static     void     main  (  String  []     args  )      {      int     height  []     =     {     2       1       2       5       1     };      int     N     =     height  .  length  ;      System  .  out  .  println  (  minSteps  (  height       N  ));      }   }   // This code is contributed by Arnav Kr. Mandal.   
Python 3
   # Python 3 program to find    # minimum number of steps    # to collect stack of coins   # recursive method to collect    # coins from height array l to    # r with height h already   # collected   def   minStepsRecur  (  height     l     r     h  ):   # if l is more than r   # no steps needed   if   l   >=   r  :   return   0  ;   # loop over heights to    # get minimum height index   m   =   l   for   i   in   range  (  l     r  ):   if   height  [  i  ]    <   height  [  m  ]:   m   =   i   # choose minimum from   # 1) collecting coins using    # all vertical lines (total r - l)   # 2) collecting coins using    # lower horizontal lines and    # recursively on left and    # right segments    return   min  (  r   -   l     minStepsRecur  (  height     l     m     height  [  m  ])   +   minStepsRecur  (  height     m   +   1     r     height  [  m  ])   +   height  [  m  ]   -   h  )   # method returns minimum number   # of step to collect coin from    # stack with height in height[] array   def   minSteps  (  height     N  ):   return   minStepsRecur  (  height     0     N     0  )   # Driver code    height   =   [   2     1     2     5     1   ]   N   =   len  (  height  )   print  (  minSteps  (  height     N  ))   # This code is contributed   # by ChitraNayal   
C#
   // C# Code to Collect all coins in   // minimum number of steps   using     System  ;   class     GFG     {      // recursive method to collect coins from      // height array l to r with height h already      // collected      public     static     int     minStepsRecur  (  int  []     height       int     l        int     r       int     h  )      {      // if l is more than r no steps needed      if     (  l     >=     r  )      return     0  ;      // loop over heights to      // get minimum height index      int     m     =     l  ;      for     (  int     i     =     l  ;     i      <     r  ;     i  ++  )      if     (  height  [  i  ]      <     height  [  m  ])      m     =     i  ;      /* choose minimum from    1) collecting coins using all vertical    lines (total r - l)    2) collecting coins using lower horizontal    lines and recursively on left and right    segments */      return     Math  .  Min  (  r     -     l        minStepsRecur  (  height       l       m       height  [  m  ])     +         minStepsRecur  (  height       m     +     1       r       height  [  m  ])     +      height  [  m  ]     -     h  );      }      // method returns minimum number of step to      // collect coin from stack with height in      // height[] array      public     static     int     minSteps  (  int  []     height       int     N  )      {      return     minStepsRecur  (  height       0       N       0  );      }      /* Driver program to test above function */      public     static     void     Main  ()      {      int  []     height     =     {     2       1       2       5       1     };      int     N     =     height  .  Length  ;      Console  .  Write  (  minSteps  (  height       N  ));      }   }   // This code is contributed by nitin mittal   
PHP
      // PHP program to find minimum number of   // steps to collect stack of coins   // recursive method to collect   // coins from height array l to    // r with height h already   // collected   function   minStepsRecur  (  $height     $l     $r     $h  )   {   // if l is more than r   // no steps needed   if   (  $l   >=   $r  )   return   0  ;   // loop over heights to   // get minimum height   // index   $m   =   $l  ;   for   (  $i   =   $l  ;   $i    <   $r  ;   $i  ++  )   if   (  $height  [  $i  ]    <   $height  [  $m  ])   $m   =   $i  ;   /* choose minimum from    1) collecting coins using     all vertical lines     (total r - l)    2) collecting coins using     lower horizontal lines     and recursively on left    and right segments */   return   min  (  $r   -   $l     minStepsRecur  (  $height     $l     $m     $height  [  $m  ])   +   minStepsRecur  (  $height     $m   +   1     $r     $height  [  $m  ])   +   $height  [  $m  ]   -   $h  );   }   // method returns minimum number of step to   // collect coin from stack with height in   // height[] array   function   minSteps  (  $height     $N  )   {   return   minStepsRecur  (  $height     0     $N     0  );   }   // Driver Code   $height   =   array  (  2     1     2     5     1  );   $N   =   sizeof  (  $height  );   echo   minSteps  (  $height     $N  )   ;   // This code is contributed by nitin mittal.   ?>   
JavaScript
    <  script  >   // Javascript Code to Collect all coins in   // minimum number of steps          // recursive method to collect coins from      // height array l to r with height h already      // collected      function     minStepsRecur  (  height    l    r    h  )      {      // if l is more than r no steps needed      if     (  l     >=     r  )      return     0  ;          // loop over heights to get minimum height      // index      let     m     =     l  ;      for     (  let     i     =     l  ;     i      <     r  ;     i  ++  )      if     (  height  [  i  ]      <     height  [  m  ])      m     =     i  ;          /* choose minimum from    1) collecting coins using all vertical    lines (total r - l)    2) collecting coins using lower horizontal    lines and recursively on left and right    segments */      return     Math  .  min  (  r     -     l        minStepsRecur  (  height       l       m       height  [  m  ])     +         minStepsRecur  (  height       m     +     1       r       height  [  m  ])     +      height  [  m  ]     -     h  );      }          // method returns minimum number of step to      // collect coin from stack with height in      // height[] array      function     minSteps  (  height    N  )      {      return     minStepsRecur  (  height       0       N       0  );      }          /* Driver program to test above function */      let     height  =  [  2       1       2       5       1     ];      let     N     =     height  .  length  ;      document  .  write  (  minSteps  (  height       N  ));          // This code is contributed by avanitrachhadiya2155    <  /script>   

Saída:  
 

4 

Complexidade de tempo: A complexidade de tempo deste algoritmo é O(N^2) onde N é o número de elementos na matriz de altura.

Complexidade do espaço: A complexidade espacial deste algoritmo é O(N) devido às chamadas recursivas que são feitas no array de altura.


 

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