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CSU 670 Review

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Create a new world of organisms in which they need to survive by trading with ... The raw material might now be a satisfiable formula; in a symmetric formula we ... – PowerPoint PPT presentation

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Title: CSU 670 Review


1
CSU 670 Review
  • Fall 2008

2
Software Development
  • Application area robotic games based on
    combinatorial maximization problems.
  • Software development is about collecting enough
    knowledge about the application area and
    communicating this knowledge to the machine.
  • SOFTWARE DEVELOPMENT requires application experts
    and design/programming experts. Software
    developers need to talk the language of
    application experts.

3
Our Application Area
  • Was chosen carefully to learn more about CS core
    topics algorithms, complexity, optimization of
    continuous and discrete functions, discrete
    mathematics, a bit of game theory.

4
Application Area SDG
  • Classic Specker Derivative Game with potential
    option to extend for the Secret SDG.
  • Two interpretations
  • Trading financial derivatives
  • Create a new world of organisms in which they
    need to survive by trading with each other
    intelligently. (a small model of what humans do.)

5
SDG game Classic
  • Generic version derivatives, predicates, raw
    materials, finished products.
  • Specialized version choose MAX-CSP as substrate.
    Predicates choose subsets of MAX-CSP instances.
    E.g., the MAX-CSP instances that only use (22).
    raw materials CSP formulae. finished product
    raw material assignment.

6
Flow of one match(reusing chess terminology)
  • The game is a sequence of moves by two players,
    called White (W) and Black (B).
  • A move consists of two mini moves
  • W offers B buys or reoffers if buy, W delivers
    raw material B finishes.
  • the same but W and B swapped.
  • The number of moves is predetermined.
  • Winner most money, gets 1 point. If same amount
    draw (½ point).

7
SDG game Secret
  • Generic version derivatives, predicates, raw
    materials (hide secret), finished products
    (attempt to reveal secret).
  • Specialized version choose MAX-CSP, or other
    combinatorial maximization problem, as substrate.
    Predicates choose subsets of instances. raw
    materials instance quality of secret
    solution. finished product raw material
    solution coming close to secret solution.

8
Secret SDG Game
  • About finding subsets of NP-hard maximization
    problems that can be solved or approximated
    efficiently.
  • Predicate of the derivative defines the subset.

9
Example of secret derivative
  • 4 coloring of graphs.
  • As CSP problem Encode 4 colors with 2 bits. Need
    one relation of arity 4 and one constraint per
    edge.
  • Constraint for edge (x,y) COLOR(x1,x2,y1,y2) !
    ((x1,x2) (y1,y2))
  • Predicate Graph is planar can be embedded in
    plane.
  • derivative (COLOR planar, price ??)

10
Four Color Conjecture(England, middle of 19th
century)
  • Every planar graph can be colored with 4 colors.
  • Became Four Color Theorem in 1976 by Appel and
    Haken.
  • Proof is a simple induction on the number of
    regions but the induction step requires nearly
    2000 complicated cases. Only a computer can check
    that.
  • What should the price be for (COLOR planar, price
    ??)

11
Another secret example
  • derivative d ((22),p)
  • we know that we can find efficiently a solution
    that is at least 4/9 the maximum.
  • derivative d ((22),4/9) we would buy.
  • The raw material might now be a satisfiable
    formula in a symmetric formula we could achieve
    the maximum in polynomial time.
  • Maybe there is a better polynomial approximation
    algorithm that achieves 4/9 epsilon of the
    maximum. An open problem.

12
Software Development
  • Complexity of application area needs to be
    interesting but not too hard only basic skills
    should be required. SDG satisfies that.
  • Interesting application area leads to appropriate
    challenges for software developers.

13
Challenges
  • What are the requirements?
  • Win at selling and buying derivatives.
  • Architecture of player and administrator.
  • Review Pragmatic Programmer Tips
  • Write Code That Writes Code
  • Use Assertions to Prevent the Impossible
  • Configure, Dont Integrate
  • Estimate the Order of your Algorithms

14
More tips
  • Refactor Early, Refactor Often
  • Test Your Software, or Your Users Will
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