8 citations · 25 across the 6 of their papers we have counts for
Showing cs.DCShow all
2 papers · 1 filter
cs.DC2013★ 6 cited
Monoidify! Monoids as a Design Principle for Efficient MapReduce Algorithms
Jimmy Lin
It is well known that since the sort/shuffle stage in MapReduce is costly, local aggregation is one important principle to designing efficient algorithms. This short paper represen…
cs.DC2012★ 2 cited
MapReduce is Good Enough? If All You Have is a Hammer, Throw Away Everything That's Not a Nail!
Jimmy Lin
Hadoop is currently the large-scale data analysis "hammer" of choice, but there exist classes of algorithms that aren't "nails", in the sense that they are not particularly amenabl…