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In: CHI 2011 Extended Abstracts on Human Factors in Computing Systems, pp. 1597–1602. ACM (2011) 14. : Learning to discover social circles in ego networks. In: NIPS, vol. 272, pp. 548–556 (2012) ´ Maximizing the spread of influence 15. : through a social network. In: Proceedings of the ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 137–146. ACM (2003) A Heuristic for Link Prediction in Online Social Network Ajeet Pal Singh Panwar and Rajdeep Niyogi* Abstract.

If any one of the reducers works maliciously and does not produce results as desired by the end-user, a significant error in the final output can be observed. Many other distributed computing platforms also face the same problem due to the malicious participants. The problem for MapReduce must be solved keeping into account the data intensive nature of the computations carried out by MapReduce. MapReduce does not provide any mechanism to detect such Lazy Cheating Attacks by a computation provider.

A scalable, accurate hybrid recommender system. In: Third International Conference on Knowledge Discovery and Data Mining, pp. : Performance Analysis of Various Recommendation Algorithms Using Apache Hadoop and Mahout. International Journal of Scientific & Engineering Research 4, 279–287 (2013) 10 T. Senthil Kumar and S. : Survey on Predictive medical data analysis. : Cloud Based Framework for Road Accident Analysis. : Improving accuracy of recommendation system by clustering item based on stability of user similarity.

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