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We present a Hierarchical MapReduce framework that gathers computation resources from different clusters and runs MapReduce jobs across them. ... The applications implemented in this framework adopt the Map-Reduce-GlobalReduce model where computations are expressed as three functions: Map, Reduce, and GlobalReduce. ... ACKNOWLEDGMENT Our thanks to Professors Geoffrey Fox and Judy Qiu at Indiana University, and Dr. Wilfred Li at University of California, San Diego, for their valuable feedback on our work. ...doi:10.1109/ccgrid.2012.132 dblp:conf/ccgrid/LuoP12 fatcat:56nbhhlslbezrhgxlfzhgxv7nm