Algorithms and Data Structures for External Memory by Jeffrey Scott Vitter PDF

By Jeffrey Scott Vitter

ISBN-10: 1601981066

ISBN-13: 9781601981066

Information units in huge purposes are usually too titanic to slot thoroughly contained in the computer's inner reminiscence. The ensuing input/output verbal exchange (or I/O) among speedy inner reminiscence and slower exterior reminiscence (such as disks) could be a significant functionality bottleneck. Algorithms and knowledge constructions for exterior reminiscence surveys the cutting-edge within the layout and research of exterior reminiscence (or EM) algorithms and knowledge constructions, the place the target is to use locality and parallelism that allows you to lessen the I/O charges. numerous EM paradigms are thought of for fixing batched and on-line difficulties successfully in exterior reminiscence. Algorithms and knowledge constructions for exterior reminiscence describes numerous worthy paradigms for the layout and implementation of effective EM algorithms and information constructions. the matter domain names thought of comprise sorting, permuting, FFT, clinical computing, computational geometry, graphs, databases, geographic details platforms, and textual content and string processing. Algorithms and information constructions for exterior reminiscence is a useful reference for anyone drawn to, or carrying out learn within the layout, research, and implementation of algorithms and information buildings.

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Bc , where 1≤i≤c bi = b. Only the head of each chain is randomly inserted into a bin; the remaining balls of the chain are inserted into the successive bins in a cyclic manner (hence the name “cyclic occupancy”). 9–28]. The bound has been established so far only in an asymptotic sense [68]. The expected performance of SRM is not optimal for some parameter values, but it significantly outperforms the use of disk striping for reasonable values of the parameters. 1. 1). For any parameter ε → 0, assuming that m ≥ D(log D)/ε2 + 3D, the average number of I/Os performed by SRM is (2 + ε) n n n n logm−3D−D(log D)/ε2 +2 +o .

40] consider a combination of PDM and the Aggarwal–Vitter model (which allows simultaneous accesses to the same external memory module) to model multicore architectures, in which each core has a separate cache but the cores share the larger next-level memory. Ajwani et al. [26] look at the performance characteristics of flash memory storage devices. a. streaming or touching) a file of N data items, which involves the sequential reading or writing of the items in the file. (2) Sorting a file of N data items, which puts the items into sorted order.

The blocks of Res that are not already in the prefetch buffer). At the end of the I/O step, the prefetch buffer contains the blocks of Res . If a block b in Res does not remain in Res , then the algorithm has effectively “kicked out” b from the prefetch buffers, and it will have to be re-input in a later I/O step. An alternative greedy policy is to not evict records from the prefetch buffers; instead we input the m − |Res | highest priority blocks of P . 5 shows an example of the greedy read schedule for the case of m = 6 prefetch buffers and D = 3 disks.

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Algorithms and Data Structures for External Memory (Foundations and Trends(R) in Theoretical Computer Science) by Jeffrey Scott Vitter

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