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C. Giannella

3 papers hereh-index 192.7k citations52 works total

Matching runs newest-first, so older work may not be attached to this profile yet.

author position
  • sole author1
  • first author1
  • middle author1

Across the 3 of 3 papers where every author was matched, so the position is known.

fields
  • cs.DB2
  • cs.LG1

identity via Semantic Scholar / OpenAlex

most citedIntroduction to Graph Neural Networks for Machine Learning Engineers

2 citations · 2 across the 3 of their papers we have counts for

collaborators
Showing cs.DBShow all

2 papers · 1 filter

cs.DB2009

Breaching Euclidean Distance-Preserving Data Perturbation Using Few Known Inputs

Chris Giannella, Kun Liu, Hillol Kargupta

We examine Euclidean distance-preserving data perturbation as a tool for privacy-preserving data mining. Such perturbations allow many important data mining algorithms e.g. hierarc…

cs.DB2009

New Instability Results for High Dimensional Nearest Neighbor Search

Chris Giannella

Consider a dataset of n(d) points generated independently from R^d according to a common p.d.f. f_d with support(f_d) = [0,1]^d and sup{f_d([0,1]^d)} growing sub-exponentially in d…

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Not affiliated with arXiv. Researcher data from Semantic Scholar (ODC-BY) and OpenAlex.