INTERPOLATION OF GRAPH SIGNALS USING SHIFT-INVARIANT GRAPH FILTERS

被引:0
作者
Segarra, Santiago [1 ]
Marques, Antonio G. [2 ]
Leus, Geert [3 ]
Ribeiro, Alejandro [1 ]
机构
[1] Univ Penn, Dept Elect & Syst Engn, Philadelphia, PA 19104 USA
[2] King Juan Carlos Univ, Dept Signal Theory & Comms, Madrid, Spain
[3] Delft Univ Technol, Fac Elect Engn, Delft, Netherlands
来源
2015 23RD EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO) | 2015年
关键词
Graph signal processing; Interpolation; Signal reconstruction; Graph shift operator; Graph filter;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
New schemes to recover signals defined in the nodes of a graph are proposed. Our focus is on reconstructing bandlimited graph signals, which are signals that admit a sparse representation in a frequency domain related to the structure of the graph. The schemes are designed within the framework of linear shift-invariant graph filters and consider that the seeding signals are injected only at a subset of interpolating nodes. After several sequential applications of the graph-shift operator -which computes linear combinations of the information available at neighboring nodes- the seeding signals are diffused across the graph and the original handlimited signal is eventually recovered. Conditions under which the recovery is feasible are given, and the corresponding schemes to recover the signal are proposed. Connections with the classical interpolation in the time domain are also discussed.
引用
收藏
页码:210 / 214
页数:5
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