By Xian-he Sun, Wenyu Qu, Ivan Stojmenovic, Wanlei Zhou, Zhiyang Li, Hua Guo, Geyong Min, Tingting Yang, Yulei Wu, Lei Liu (eds.)

This quantity set LNCS 8630 and 8631 constitutes the lawsuits of the 14th foreign convention on Algorithms and Architectures for Parallel Processing, ICA3PP 2014, held in Dalian, China, in August 2014. The 70 revised papers awarded within the volumes have been chosen from 285 submissions. the 1st quantity includes chosen papers of the most convention and papers of the first overseas Workshop on rising issues in instant and cellular Computing, ETWMC 2014, the fifth overseas Workshop on clever conversation Networks, IntelNet 2014, and the fifth overseas Workshop on instant Networks and Multimedia, WNM 2014. the second one quantity includes chosen papers of the most convention and papers of the Workshop on Computing, verbal exchange and keep an eye on applied sciences in clever Transportation procedure, 3C in ITS 2014, and the Workshop on safeguard and privateness in machine and community platforms, SPCNS 2014.

**Read or Download Algorithms and Architectures for Parallel Processing: 14th International Conference, ICA3PP 2014, Dalian, China, August 24-27, 2014. Proceedings, Part II PDF**

**Similar algorithms books**

**A History of Algorithms: From the Pebble to the Microchip**

Amazon hyperlink: http://www. amazon. com/History-Algorithms-From-Pebble-Microchip/dp/3540633693

The improvement of computing has reawakened curiosity in algorithms. usually missed by way of historians and smooth scientists, algorithmic systems were instrumental within the improvement of primary principles: perform resulted in idea simply up to the wrong way around. the aim of this ebook is to supply a ancient history to modern algorithmic perform.

Facts units in huge functions are usually too significant to slot thoroughly contained in the computer's inner reminiscence. The ensuing input/output communique (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 state-of-the-art within the layout and research of exterior reminiscence (or EM) algorithms and knowledge buildings, the place the objective is to take advantage of locality and parallelism with a view to lessen the I/O expenditures.

**Nonlinear Assignment Problems: Algorithms and Applications**

Nonlinear task difficulties (NAPs) are typical extensions of the vintage Linear task challenge, and regardless of the efforts of many researchers over the last 3 a long time, they nonetheless stay many of the toughest combinatorial optimization difficulties to resolve precisely. the aim of this e-book is to supply in one quantity, significant algorithmic features and purposes of NAPs as contributed by way of major overseas specialists.

This ebook constitutes the revised chosen papers of the eighth foreign Workshop on Algorithms and Computation, WALCOM 2014, held in Chennai, India, in February 2014. The 29 complete papers offered including three invited talks have been conscientiously reviewed and chosen from sixty two submissions. The papers are equipped in topical sections on computational geometry, algorithms and approximations, allotted computing and networks, graph algorithms, complexity and boundaries, and graph embeddings and drawings.

- Problems in set theory, mathematical logic and the theory of algorithms
- Computer Animation: Algorithms and Techniques (3rd Edition)
- Conquer the Market
- Algorithms for Sensor Systems: 9th International Symposium on Algorithms and Experiments for Sensor Systems, Wireless Networks and Distributed Robotics, ALGOSENSORS 2013, Sophia Antipolis, France, September 5-6, 2013, Revised Selected Papers

**Extra resources for Algorithms and Architectures for Parallel Processing: 14th International Conference, ICA3PP 2014, Dalian, China, August 24-27, 2014. Proceedings, Part II**

**Sample text**

Oversampling and Reﬁng with MapReduce Fast Scalable k-means++ Algorithm with MapReduce 21 k-means++ in each iteration. Thus, our method requires a reﬁning method to remove the oversampled centers in Reducer phase. Algorithm 2. Oversampling and Reﬁning Input: k, X, , o, c1 Output: initialing centers /* job 1: Computing ψ */ 1 m Mappers read X in parallel and read U0 = c1 . Each of them computes φXi (U0 ). 2 All costs φXi (U0 ) are shuﬄed to one Reducer. 3 One Reducer sums all φXi (U0 ). 4 Outputs ψ = φX (U0 ).

Thus, we only record the I/O cost and network cost in each round. The experimental results are summarized in Figure 5. From Fig. 5(a) we can see, for each round, the network cost of both OnR and PSKM++ are small and they are in [140KB, 200KB]. However, except for the ﬁrst round, the network cost of OnR is larger than that of PSKM++, due to the reason that OnR chooses more centers (the expected number of chosen points is o ∗ ) in Mapper phase than PSKM++ (the expected number of chosen points is ).

We also evaluated job completion time, while we compared two scheduling policies: 1) using NPBFS scheduler; 2) not using NPBFS scheduler. We measure how many performance improvements are caused by NPBFS scheduler. If the NPBFS scheduler is not used, the server 12 B. Tang, H. He, and G. Fedak WordCount Distributed Grep 350 HybridMR − Cluster & PC Hadoop − Cluster & PC Hadoop − Cluster only 700 HybridMR − Cluster & PC Hadoop − Cluster & PC Hadoop − Cluster only 300 Job completion time (s) Job completion time (s) 600 500 400 300 200 250 200 150 100 50 100 0 0 2 4 6 8 10 0 0 12 2 4 Text size (GB) 6 8 10 12 Text size (GB) (a) WordCount application (b) Distributed Grep application Fig.