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https://doi.org/10.1109/IC2E.2013.15
| Title: | Katana: Generalized data processing on peer-to-peer overlays | Authors: | Goh, W.X. Tan, K.-L. |
Keywords: | Anamorphism Catamorphism Category theory Distributed computing MapReduce Peer-to-peer overlay |
Issue Date: | 2013 | Citation: | Goh, W.X., Tan, K.-L. (2013). Katana: Generalized data processing on peer-to-peer overlays. Proceedings of the IEEE International Conference on Cloud Engineering, IC2E 2013 : 318-327. ScholarBank@NUS Repository. https://doi.org/10.1109/IC2E.2013.15 | Abstract: | The Katana framework is a novel peer-to-peer (P2P) based generalized data processing framework. It provides a programming model in which processing logic may be implicitly distributed across a cluster of processing sites much like the MapReduce framework but with augmented universality and extended expressiveness. As a result, the Katana framework consistently outperforms MapReduce in our experiments on a 65 machines cluster with up to 144 GB of test data. In addition, the Katana framework functions on top of a structured P2P overlay, which is generally known to provide better scalability as compared to the master/worker architecture adopted by most MapReduce implementations. © 2013 IEEE. | Source Title: | Proceedings of the IEEE International Conference on Cloud Engineering, IC2E 2013 | URI: | http://scholarbank.nus.edu.sg/handle/10635/78209 | ISBN: | 9780769549453 | DOI: | 10.1109/IC2E.2013.15 |
| Appears in Collections: | Staff Publications |
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