Start work on chapter 1 exercises.
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@@ -65,4 +65,41 @@ A USet where order matters. Its interface only changes in the `find` function:
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* `find(x)`: find the smallest y s.t. y >= x. thereby returning a useful value
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even if x isn't in the set. AKA successor search.
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Difference between USet and SSet
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Difference between USet and SSet: sorting requires more steps (run time) and
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complexity. A USet should be used unless an SSet is explicitly required.
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## Mathematical background
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(See notebook).
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## The model of computation
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Proper analysis requires a mathematical model of computation. The model in the
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book is on a w-bit word-RAM model.
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* we can access cells of memory, each of which stores a w-bit word
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* basic operations (arithmetic and logical) take constant time
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* cells can be read or written in constant time
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* the memory manager allows allocating a block of k cells of memory in O(k)
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time
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* size constraint: w >= log(n) where n is the number of elements stored in a
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data structure
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* data structures use a generic type T such that T occupies one word
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## Correctness, time complexity, and space complexity
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Three factors for analysing a data structure:
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* correctness: data structure must implement the interface
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* time complexity: run times of operations on the data structure should
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be as small as possible
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* space complexity: the storage space used by a data structure should be
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as small as possible
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Run times come in three flavours:
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1. Worst-case: an operation never takes longer than this
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2. Amortized: if a data structure has an amortized run time of f(n), then
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a sequence of m operations takes at most m f(n) time.
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3. Expected: the actual run time is a random variable, and the expected
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value of this run time is at most f(n).
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