Sparse Data Set

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A sparse data set is a dataset with many sparse records.



References

2005

1999

  • (Zaiane, 1999) ⇒ Osmar Zaiane. (1999). “Glossary of Data Mining Terms." University of Alberta, Computing Science CMPUT-690: Principles of Knowledge Discovery in Databases.
    • QUOTE: Sparse: A multi-dimensional data set is sparse if a relatively high percentage of the possible combinations (intersections) of the members from the data set's dimensions contain missing data. The total possible number of intersections can be computed by multiplying together the number of members in each dimension. Data sets containing one percent, .01 percent, or even smaller percentages of the possible data exist and are quite common. The oppasite of a sprace cube is a dense cube.

1999b

1980

  • (Jelinek & Mercer, 1980) ⇒ F. Jelinek, and R. Mercer. (1980). “Interpolated Estimation of Markov source parameters from sparse data.” In: E. Gelsema and L. Kanal (Eds.), Pattern recognition inpractice. North-Holland publishing company