656 citations · 1.3k across the 8 of their papers we have counts for
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cs.LG2015★ 10 cited
Neighbourhood NILM: A Big-data Approach to Household Energy Disaggregation
Nipun Batra, Amarjeet Singh, Kamin Whitehouse
In this paper, we investigate whether "big-data" is more valuable than "precise" data for the problem of energy disaggregation: the process of breaking down aggregate energy usage…
cs.LG2015★ 5 cited
How good is good enough? Re-evaluating the bar for energy disaggregation
Nipun Batra, Rishi Baijal, Amarjeet Singh +1
Since the early 1980s, the research community has developed ever more sophisticated algorithms for the problem of energy disaggregation, but despite decades of research, there is s…