2.9k citations · 3.3k across the 26 of their papers we have counts for
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A Simple and Efficient MapReduce Algorithm for Data Cube Materialization
Mukund Sundararajan, Qiqi Yan
Data cube materialization is a classical database operator introduced in Gray et al.~(Data Mining and Knowledge Discovery, Vol.~1), which is critical for many analysis tasks. Nandi…
Abductive Matching in Question Answering
Kedar Dhamdhere, Kevin S. McCurley, Mukund Sundararajan +1
We study question-answering over semi-structured data. We introduce a new way to apply the technique of semantic parsing by applying machine learning only to provide annotations th…
Hierarchical Summarization of Metric Changes
Matthias Ruhl, Mukund Sundararajan, Qiqi Yan
We study changes in metrics that are defined on a cartesian product of trees. Such metrics occur naturally in many practical applications, where a global metric (such as revenue) c…
Axiomatic Attribution for Deep Networks
Mukund Sundararajan, Ankur Taly, Qiqi Yan
We study the problem of attributing the prediction of a deep network to its input features, a problem previously studied by several other works. We identify two fundamental axioms-…