Convexity algorithms in parallel coordinates
- 1 October 1987
- journal article
- Published by Association for Computing Machinery (ACM) in Journal of the ACM
- Vol. 34 (4) , 765-801
- https://doi.org/10.1145/31846.32221
Abstract
With a system of parallel coordinates , objects in R N can be represented with planar “ graphs ” (i.e., planar diagrams) for arbitrary N [21]. In R 2 , embedded in the projective plane, parallel coordinates induce a point ← → line duality. This yields a new duality between bounded and unbounded convex sets and hstars ( a generalization of hyperbolas ), as well as a duality between convex union (convex merge) and intersection. From these results, algorithms for constructing the intersection and convex merge of convex polygons in O ( n ) time and the convex hull on the plane in O (log n ) for real-time and O ( n log n ) worst-case construction, where n is the total number of points, are derived. By virtue of the duality, these algorithms also apply to polygons whose edges are a certain class of convex curves. These planar constructions are studied prior to exploring generalizations to N -dimensions. The needed results on parallel coordinates are given first.Keywords
This publication has 16 references indexed in Scilit:
- Mobility analysis of planar four-bar mechanisms through the parallel coordinate systemMechanism and Machine Theory, 1986
- The plane with parallel coordinatesThe Visual Computer, 1985
- The Grand Tour: A Tool for Viewing Multidimensional DataSIAM Journal on Scientific and Statistical Computing, 1985
- A Hidden-Line Algorithm for HyperspaceSIAM Journal on Computing, 1982
- Über Algorithmen mit mittlerem linearen Zeitbedarf zur Bestimmung der konvexen HülleComputing, 1981
- Divide and conquer for linear expected timeInformation Processing Letters, 1978
- A Projection Pursuit Algorithm for Exploratory Data AnalysisIEEE Transactions on Computers, 1974
- Plots of High-Dimensional DataPublished by JSTOR ,1972
- Asymptotes of Convex Bodies.MATHEMATICA SCANDINAVICA, 1967
- Asymptotes and Projections of Convex Sets.MATHEMATICA SCANDINAVICA, 1960