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cs.LG2023
Improved Outlier Robust Seeding for k-means
Amit Deshpande, Rameshwar Pratap
The -means is a popular clustering objective, although it is inherently non-robust and sensitive to outliers. Its popular seeding or initialization called -means++ uses $D^{2…
cs.LG2023
Minwise-Independent Permutations with Insertion and Deletion of Features
Rameshwar Pratap, Raghav Kulkarni
In their seminal work, Broder \textit{et. al.}~\citep{BroderCFM98} introduces the algorithm that computes a low-dimensional sketch of high-dimensional binary dat…