Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Eclipse: Practicability Beyond kNN and Skyline   The $k$ nearest neighbor ($k$NN) query is a fundamental problem in databases.
Given a set of multidimensional data points and a query point, $k$NN returns
the $k$ nearest neighbors based on a scoring function such as weighted sum
given an attribute weight vector. However, the attribute weight vector can be
difficult to specify in practice. Skyline returns the points including all
possible nearest neighbors without requiring the exact attribute weight vector
or a scoring function but the number of returned points can be prohibitively
large for practical use.
  In this paper, we propose a novel \emph{eclipse} definition which provides a
more flexible and customizable definition than the classic $1$NN and skyline.
In eclipse, users can specify a range of attribute weights and control the
number of returned points. We show that both $1$NN and skyline are
instantiations of eclipse. To compute eclipse points, we propose a baseline
algorithm with time complexity of $O(n^22^{d-1})$, and an improved $O(n\log
^{d-1}n)$ time transformation-based algorithm by transforming the eclipse
problem to the skyline problem, where $n$ is the number of points and $d$ is
the number of dimensions. Furthermore, we propose a novel index-based algorithm
utilizing duality transform with much better efficiency. The experimental
results on the real NBA dataset and the synthetic datasets demonstrate the
effectiveness and efficiency of our eclipse algorithms.

14
The categories of this paper are: math-ph
11
The categories of this paper are: hep-lat
2
The categories of this paper are: math
7
The categories of this paper are: hep-th
26
The categories of this paper are: bayes-an
35
The categories of this paper are: mtrl-th
36
The categories of this paper are: cmp-lg
9
The categories of this paper are: nlin
31
The categories of this paper are: ao-sci
17
The categories of this paper are: q-fin
23
The categories of this paper are: solv-int
4
The categories of this paper are: cond-mat
19
The categories of this paper are: eess
20
The categories of this paper are: acc-phys
25
The categories of this paper are: patt-sol
30
The categories of this paper are: q-alg