Yale CS的Reading List[2]

[入库:2006年2月23日] [更新:2007年3月24日]

本文简介:

    analysis of algorithms: proving correctness and running time.
    sorting and selection algorithms
    data structures: hash tables, binary search trees, $k-{D}$ trees,
      union-find, etc.
    graph algorithms
    combinatorial optimization: greedy algorithms, shortest paths,
      dynamic programming, branch-and-bound

  References:

    Cormen, Leiserson, and Rivest. _Introduction to Algorithms_, MIT
    Press, 1990.

Automata and computability theory:

  Topics:

    regular expressions and languages
    finite automata
    context-free grammars and languages
    pushdown automata
    recursive and r.e. languages
    Turing machines
    computability and undecidability (including diagonalization, the
      halting problem, reductions, and Rice's theorem)

  References:

    Davis, Sigal, and Weyuker.  _Computability, Complexity, and Languages_,
      Academic Press, Harcourt, Brace & Company, 1994.

     or

    Floyd and Beigel, _The Language of Machines_, Computer Science Press,
      1993.

Complexity theory:

  Topics:

    NP-completeness (Cormen et al, ch. 36; Davis et al, ch. 15; Floyd
      et al, ch. 9; or Papadimitriou, ch. 9)

  References:

   any one of:

    Papadimitriou.  _Computational Complexity_, Addison-Wesley, 1994.
    Cormen, Leiserson, and Rivest. _Introduction to Algorithms_, MIT
      Press, 1990.
    Davis, Sigal, and Weyuker.  _Computability, Complexity, and Languages_,
      Academic Press, Harcourt, Brace & Company, 1994.
    Floyd and Beigel, _The Language of Machines_, Computer Science Press,
      1993.

Enumeration (counting):

  Topics:

    permutations, Pascal's triangle, Stirling numbers
    Fibonacci numbers, linear recurrences
    sieve formulas
    asymptotics, order of magnitude

  References:

    Graham, Knuth, and Patashnik.  _Concrete Mathematics; a Foundation
      for Computer Science_, Addison-Wesley, 1989.

   or

    Lovasz.  _Combinatorial Problems and Exercises_, North-Holland,
      1993 (chapters 1-4).

Graph Theory:

  Topics:

    graphs, trees, connectivity
    flows and matchings
    adjacency matrices

  References:


   or

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