سوال ۲۷ کنکور ارشد علوم کامپیوتر ۱۴۰۰
Read the following passage and answer the question.
PASSAGE 3: Structure, Sparsity, and Black Boxes
Large matrices, perhaps in excess of , arise routinely in scientific problems — for example, as representations of three forces in a structure, or, between thirty species in large matrices. By contrast, usually arise indirectly in the discretization of partial differential or integral equations. One might say that if is very large, the approximation to . It follows that most large matrices of computational interest are simpler than their vast numbers of individual entries might suggest, exhibiting some kind of structure.
The most obvious structure that a large matrix may have is a preponderance of zero entries. (The opposite of sparse is dense.) A matrix arising from the finite-difference discretization of a partial differential equation may have dimension with only nonzero entries per row. This kind of sparsity is readily exploited by the iterative methods we shall discuss, for they only need to manipulate the matrix in the form of a black box:
The iterative algorithm requires nothing more than the ability to determine for any , which in a computer program will be effected by a procedure whose internal workings need be of no concern to the designer of the iterative algorithm. Such a procedure may require the computation of . For the example of a sparse matrix , such a procedure to compute is only rather than operations. This is in contrast to the algorithms of direct linear algebra, such as Gaussian elimination or triangularization, which explicitly manipulate matrix entries and in the process generally destroy sparsity.
Question: According to the passage, a structure in a matrix ----------.
پاسخ صحیح: گزینهٔ D — can be taken advantage of to produce efficient manipulations of the entries of the matrix
This is an inference / main-idea comprehension item. The passage states that most large matrices "are simpler than their vast numbers of individual entries …
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