On enhancing classification performance by exploiting multiple scattering

Lawrence Carin; Bin Guo; Dehong Liu

doi:10.1063/1.3054334

On enhancing classification performance by exploiting multiple scattering

Lawrence Carin, Bin Guo, Dehong Liu

Research output: Contribution to journal › Article › peer-review

Abstract

Using concepts developed in the fields of compressive sensing and random-projection-based embeddings, we consider classification of an object situated within a complex propagation environment. We demonstrate that propagation through such an environment may be exploited to enhance classification performance, analogous to the enhanced resolution in time-reversal techniques. The theory is demonstrated using rf measurements. © 2008 American Institute of Physics.

Original language	English (US)
Journal	Applied Physics Letters
Volume	93
Issue number	25
DOIs	https://doi.org/10.1063/1.3054334
State	Published - Dec 1 2008
Externally published	Yes

Bibliographical note

Generated from Scopus record by KAUST IRTS on 2021-02-09

Access to Document

10.1063/1.3054334

Cite this

@article{f39328f38d6443fcad954bbed146732d,

title = "On enhancing classification performance by exploiting multiple scattering",

abstract = "Using concepts developed in the fields of compressive sensing and random-projection-based embeddings, we consider classification of an object situated within a complex propagation environment. We demonstrate that propagation through such an environment may be exploited to enhance classification performance, analogous to the enhanced resolution in time-reversal techniques. The theory is demonstrated using rf measurements. {\textcopyright} 2008 American Institute of Physics.",

author = "Lawrence Carin and Bin Guo and Dehong Liu",

note = "Generated from Scopus record by KAUST IRTS on 2021-02-09",

year = "2008",

month = dec,

day = "1",

doi = "10.1063/1.3054334",

language = "English (US)",

volume = "93",

journal = "Applied Physics Letters",

issn = "0003-6951",

publisher = "American Institute of Physics",

number = "25",

}

TY - JOUR

T1 - On enhancing classification performance by exploiting multiple scattering

AU - Carin, Lawrence

AU - Guo, Bin

AU - Liu, Dehong

N1 - Generated from Scopus record by KAUST IRTS on 2021-02-09

PY - 2008/12/1

Y1 - 2008/12/1

N2 - Using concepts developed in the fields of compressive sensing and random-projection-based embeddings, we consider classification of an object situated within a complex propagation environment. We demonstrate that propagation through such an environment may be exploited to enhance classification performance, analogous to the enhanced resolution in time-reversal techniques. The theory is demonstrated using rf measurements. © 2008 American Institute of Physics.

AB - Using concepts developed in the fields of compressive sensing and random-projection-based embeddings, we consider classification of an object situated within a complex propagation environment. We demonstrate that propagation through such an environment may be exploited to enhance classification performance, analogous to the enhanced resolution in time-reversal techniques. The theory is demonstrated using rf measurements. © 2008 American Institute of Physics.

UR - http://aip.scitation.org/doi/10.1063/1.3054334

UR - http://www.scopus.com/inward/record.url?scp=58149154386&partnerID=8YFLogxK

U2 - 10.1063/1.3054334

DO - 10.1063/1.3054334

M3 - Article

SN - 0003-6951

VL - 93

JO - Applied Physics Letters

JF - Applied Physics Letters

IS - 25

ER -

On enhancing classification performance by exploiting multiple scattering

Abstract

Bibliographical note

Access to Document

Other files and links

Fingerprint

Cite this