Marginal distribution: Difference between revisions

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{{unsolved|computer science|Is there an algorithm to solve 3SUM problem faster than <math>O(n^2)</math> time?}}
In [[computational complexity theory]], the '''3SUM''' problem asks if a given set of <math>n</math> integers, each with absolute value bounded by some polynomial in <math>n</math>, contains three elements that sum to zero.  The generalized version, rSUM, asks the same question of r elements. 3SUM can be easily solved in <math>O(n^2)</math> time, and matching <math>\Omega(n^{r/2})</math> lower bounds are known in some specialized [[models of computation]] {{harv|Erickson|1999}}.  Slightly faster randomized algorithms are known that exploit [[model of computation|computational-model]] parallelism on a [[Random Access Machine|RAM]] and in the external-memory and [[cache-oblivious]] models {{harv|Baran|Demaine|Pǎtraşcu|2008}}. When the integers are in the range <math>[-u, \dots, u]</math>, 3SUM can be solved in <math>O(n + u\log u)</math> time by representing the input set <math>S</math> as a bit vector, computing the set <math>S+S</math> of all pairwise sums as a [[Convolution#Discrete_convolution|discrete convolution]] using the [[Fast Fourier transform]], and finally comparing this set to <math>-S</math>.


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==Quadratic algorithm==
 
Suppose the input array is <math>S[0..n-1]</math>.  3SUM can be solved in <math>O(n^2)</math> time by inserting each number <math>S[i]</math> into a hash table, and then for each index <math>i</math> and <math>j</math>, checking whether the hash table contains the integer <math>-S[i]-S[j]</math>.
 
Alternatively, the algorithm below first sorts the input array and then tests all possible pairs in a careful order that avoids the need to [[binary search]] for the pairs in the sorted list, again achieving <math>O(n^2)</math> time, as follows.<ref>[http://www.ti.inf.ethz.ch/ew/courses/CG09/materials/v12.pdf Visibility Graphs and 3-Sum] by Michael Hoffmann</ref>
  sort(S);
  '''for''' i=0 '''to''' n-3 '''do'''
    a = S[i];
    k = i+1;
    l = n-1;
    '''while''' (k<l) '''do'''
        b = S[k];
        c = S[l];
        '''if''' (a+b+c == 0) '''then'''
          '''output''' a, b, c;
          exit;
        '''else''' '''if''' (a+b+c > 0) '''then'''
          l = l - 1;
        '''else'''
          k = k + 1;
        '''end''' 
    '''end'''
  '''end'''
 
The following example shows this algorithm's execution on a small sorted array. Current values of '''a''' are shown in bold, values of '''b''' and '''c''' are shown in red.
  '''-25''' <span style="color:red">-10</span> -7 -3 2 4 8 <span style="color:red">10</span>  (a+b+c==-25)
  '''-25''' -10 <span style="color:red">-7</span> -3 2 4 8 <span style="color:red">10</span>  (a+b+c==-22)
  . . .
  '''-25''' -10 -7 -3 2 4 <span style="color:red">8</span> <span style="color:red">10</span>  (a+b+c==-7)
  -25 '''-10''' <span style="color:red">-7</span> -3 2 4 8 <span style="color:red">10</span>  (a+b+c==-7)
  -25 '''-10''' -7 <span style="color:red">-3</span> 2 4 8 <span style="color:red">10</span>  (a+b+c==-3)
  -25 '''-10''' -7 -3 <span style="color:red">2</span> 4 8 <span style="color:red">10</span>  (a+b+c==2)
  -25 '''-10''' -7 -3 <span style="color:red">2</span> 4 <span style="color:red">8</span> 10  (a+b+c==0)
 
The correctness of the algorithm can be seen as follows. Suppose we have a solution a + b + c = 0. Since the directions of the points only move in one direction, we can run the algorithm until the leftmost pointer points to a. Run the algorithm until either one of the remaining pointers points to a or b, whichever occurs first. Then the algorithm will run until the last pointer points to the remaining term, giving the affirmative solution.
 
==3SUM-hardness==
 
A problem is called '''3SUM-hard''' if solving it in [[subquadratic time]] implies a subquadratic-time [[algorithm]] for 3SUM. The concept of 3SUM-hardness was introduced by {{harvtxt|Gajentaan|Overmars|1995}} in [[analysis of algorithms]] in [[computational geometry]].  By now there are a multitude of problems that fall into this category.
 
==Notes==
{{Reflist}}
 
==References==
*{{citation
| last1 = Baran | first1 = Ilya
| last2 = Demaine | first2 = Erik D. | author2-link = Erik Demaine
| last3 = Pătraşcu | first3 = Mihai | author3-link = Mihai Pătraşcu
| doi = 10.1007/s00453-007-9036-3
| issue = 4
| journal = Algorithmica
| pages = 584–596
| title = Subquadratic algorithms for 3SUM
| url = http://erikdemaine.org/papers/3SUM_Algorithmica/
| volume = 50
| year = 2008}}.
*{{citation
| last1 = Demaine | first1 = Erik D. | author1-link = Erik Demaine
| last2 = Mitchell | first2 = Joseph S. B. | author2-link = Joseph S. B. Mitchell
| last3 = O'Rourke | first3 = Joseph | author3-link = Joseph O'Rourke (professor)
| date = July 2005
| publisher = [http://maven.smith.edu/~orourke/TOPP/Welcome.html The Open Problems Project]
| title = Problem 11: 3SUM Hard Problems
| url = http://cs.smith.edu/~orourke/TOPP/P11.html}}.
*{{citation
| last1 = Erickson | first1 = Jeff
| year = 1999
| journal = Chicago Journal of Theoretical Computer Science
| volume = 1999
| publisher = MIT Press
| title = Lower bounds for linear satisfiability problems
| url = http://cjtcs.cs.uchicago.edu/articles/1999/8/contents.html}}.
*{{citation
| last1 = Gajentaan | first1 = Anka
| last2 = Overmars | first2 = Mark H. | author2-link = Mark Overmars
| doi = 10.1016/0925-7721(95)00022-2
| issue = 3
| journal = Computational Geometry: Theory and Applications
| pages = 165–185
| title = On a class of O(''n''<sup>2</sup>) problems in computational geometry
| volume = 5
| year = 1995}}.
*{{citation
| last = King | first = James
| title = A survey of 3SUM-hard problems
| url = http://www.cs.mcgill.ca/~jking/papers/3sumhard.pdf
| year = 2004}}.
 
== See also ==
* [[Subset sum problem]]
 
[[Category:Computational geometry]]
[[Category:Polynomial-time problems]]
[[Category:Unsolved problems in computer science]]

Revision as of 16:32, 29 January 2014

Endocrinologist Grippo from Capreol, likes to spend time backgammon, property developers in singapore and creating a house. Has lately finished a trip to China Danxia.

Here is my homepage ... new launch ec In computational complexity theory, the 3SUM problem asks if a given set of integers, each with absolute value bounded by some polynomial in , contains three elements that sum to zero. The generalized version, rSUM, asks the same question of r elements. 3SUM can be easily solved in time, and matching lower bounds are known in some specialized models of computation Template:Harv. Slightly faster randomized algorithms are known that exploit computational-model parallelism on a RAM and in the external-memory and cache-oblivious models Template:Harv. When the integers are in the range , 3SUM can be solved in time by representing the input set as a bit vector, computing the set of all pairwise sums as a discrete convolution using the Fast Fourier transform, and finally comparing this set to .

Quadratic algorithm

Suppose the input array is . 3SUM can be solved in time by inserting each number into a hash table, and then for each index and , checking whether the hash table contains the integer .

Alternatively, the algorithm below first sorts the input array and then tests all possible pairs in a careful order that avoids the need to binary search for the pairs in the sorted list, again achieving time, as follows.[1]

 sort(S);
 for i=0 to n-3 do
    a = S[i];
    k = i+1;
    l = n-1;
    while (k<l) do
       b = S[k];
       c = S[l];
       if (a+b+c == 0) then
          output a, b, c;
          exit;
       else if (a+b+c > 0) then
          l = l - 1;
       else
          k = k + 1;
       end   
    end
 end

The following example shows this algorithm's execution on a small sorted array. Current values of a are shown in bold, values of b and c are shown in red.

 -25 -10 -7 -3 2 4 8 10  (a+b+c==-25)
 -25 -10 -7 -3 2 4 8 10  (a+b+c==-22)
 . . .
 -25 -10 -7 -3 2 4 8 10  (a+b+c==-7)
 -25 -10 -7 -3 2 4 8 10  (a+b+c==-7)
 -25 -10 -7 -3 2 4 8 10  (a+b+c==-3)
 -25 -10 -7 -3 2 4 8 10  (a+b+c==2)
 -25 -10 -7 -3 2 4 8 10  (a+b+c==0)

The correctness of the algorithm can be seen as follows. Suppose we have a solution a + b + c = 0. Since the directions of the points only move in one direction, we can run the algorithm until the leftmost pointer points to a. Run the algorithm until either one of the remaining pointers points to a or b, whichever occurs first. Then the algorithm will run until the last pointer points to the remaining term, giving the affirmative solution.

3SUM-hardness

A problem is called 3SUM-hard if solving it in subquadratic time implies a subquadratic-time algorithm for 3SUM. The concept of 3SUM-hardness was introduced by Template:Harvtxt in analysis of algorithms in computational geometry. By now there are a multitude of problems that fall into this category.

Notes

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References

  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

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    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010.
  • Many property agents need to declare for the PIC grant in Singapore. However, not all of them know find out how to do the correct process for getting this PIC scheme from the IRAS. There are a number of steps that you need to do before your software can be approved.

    Naturally, you will have to pay a safety deposit and that is usually one month rent for annually of the settlement. That is the place your good religion deposit will likely be taken into account and will kind part or all of your security deposit. Anticipate to have a proportionate amount deducted out of your deposit if something is discovered to be damaged if you move out. It's best to you'll want to test the inventory drawn up by the owner, which can detail all objects in the property and their condition. If you happen to fail to notice any harm not already mentioned within the inventory before transferring in, you danger having to pay for it yourself.

    In case you are in search of an actual estate or Singapore property agent on-line, you simply should belief your intuition. It's because you do not know which agent is nice and which agent will not be. Carry out research on several brokers by looking out the internet. As soon as if you end up positive that a selected agent is dependable and reliable, you can choose to utilize his partnerise in finding you a home in Singapore. Most of the time, a property agent is taken into account to be good if he or she locations the contact data on his website. This may mean that the agent does not mind you calling them and asking them any questions relating to new properties in singapore in Singapore. After chatting with them you too can see them in their office after taking an appointment.

    Have handed an trade examination i.e Widespread Examination for House Brokers (CEHA) or Actual Property Agency (REA) examination, or equal; Exclusive brokers are extra keen to share listing information thus making certain the widest doable coverage inside the real estate community via Multiple Listings and Networking. Accepting a severe provide is simpler since your agent is totally conscious of all advertising activity related with your property. This reduces your having to check with a number of agents for some other offers. Price control is easily achieved. Paint work in good restore-discuss with your Property Marketing consultant if main works are still to be done. Softening in residential property prices proceed, led by 2.8 per cent decline within the index for Remainder of Central Region

    Once you place down the one per cent choice price to carry down a non-public property, it's important to accept its situation as it is whenever you move in – faulty air-con, choked rest room and all. Get round this by asking your agent to incorporate a ultimate inspection clause within the possibility-to-buy letter. HDB flat patrons routinely take pleasure in this security net. "There's a ultimate inspection of the property two days before the completion of all HDB transactions. If the air-con is defective, you can request the seller to repair it," says Kelvin.

    15.6.1 As the agent is an intermediary, generally, as soon as the principal and third party are introduced right into a contractual relationship, the agent drops out of the image, subject to any problems with remuneration or indemnification that he could have against the principal, and extra exceptionally, against the third occasion. Generally, agents are entitled to be indemnified for all liabilities reasonably incurred within the execution of the brokers´ authority.

    To achieve the very best outcomes, you must be always updated on market situations, including past transaction information and reliable projections. You could review and examine comparable homes that are currently available in the market, especially these which have been sold or not bought up to now six months. You'll be able to see a pattern of such report by clicking here It's essential to defend yourself in opposition to unscrupulous patrons. They are often very skilled in using highly unethical and manipulative techniques to try and lure you into a lure. That you must also protect your self, your loved ones, and personal belongings as you'll be serving many strangers in your home. Sign a listing itemizing of all of the objects provided by the proprietor, together with their situation. HSR Prime Recruiter 2010.

See also

  1. Visibility Graphs and 3-Sum by Michael Hoffmann