The Naïve Overfitting Index Selection (NOIS): A new method to optimize model complexity for hyperspectral data

Alby  Duarte Rocha; Thomas A. Groen; Andrew K. Skidmore; Roshanak Darvishzadeh; L. Willemen

doi:10.1016/j.isprsjprs.2017.09.012

The Naïve Overfitting Index Selection (NOIS): A new method to optimize model complexity for hyperspectral data

Alby Duarte Rocha, Thomas A. Groen, Andrew K. Skidmore, Roshanak Darvishzadeh, L. Willemen

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

8 Citations (Scopus)

2 Downloads (Pure)

Original language	English
Pages (from-to)	61-74
Journal	ISPRS journal of photogrammetry and remote sensing
Volume	133
DOIs	https://doi.org/10.1016/j.isprsjprs.2017.09.012
Publication status	Published - 1 Nov 2017

Keywords

ITC-ISI-JOURNAL-ARTICLE

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10.1016/j.isprsjprs.2017.09.012

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@article{bf15903bc4444be2a8cd816881449838,

title = "The Na{\"i}ve Overfitting Index Selection (NOIS): A new method to optimize model complexity for hyperspectral data",

keywords = "ITC-ISI-JOURNAL-ARTICLE",

author = "{Duarte Rocha}, Alby and Groen, {Thomas A.} and Skidmore, {Andrew K.} and Roshanak Darvishzadeh and L. Willemen",

year = "2017",

month = nov,

day = "1",

doi = "10.1016/j.isprsjprs.2017.09.012",

language = "English",

volume = "133",

pages = "61--74",

journal = "ISPRS journal of photogrammetry and remote sensing",

issn = "0924-2716",

publisher = "Elsevier",

}

The Naïve Overfitting Index Selection (NOIS) : A new method to optimize model complexity for hyperspectral data. / Duarte Rocha, Alby ; Groen, Thomas A.; Skidmore, Andrew K.; Darvishzadeh, Roshanak ; Willemen, L.

In: ISPRS journal of photogrammetry and remote sensing, Vol. 133, 01.11.2017, p. 61-74.

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

TY - JOUR

T1 - The Naïve Overfitting Index Selection (NOIS)

T2 - A new method to optimize model complexity for hyperspectral data

AU - Duarte Rocha, Alby

AU - Groen, Thomas A.

AU - Skidmore, Andrew K.

AU - Darvishzadeh, Roshanak

AU - Willemen, L.

PY - 2017/11/1

Y1 - 2017/11/1

KW - ITC-ISI-JOURNAL-ARTICLE

UR - https://ezproxy2.utwente.nl/login?url=https://webapps.itc.utwente.nl/library/2017/isi/skidmore_nai.pdf

U2 - 10.1016/j.isprsjprs.2017.09.012

DO - 10.1016/j.isprsjprs.2017.09.012

M3 - Article

VL - 133

SP - 61

EP - 74

JO - ISPRS journal of photogrammetry and remote sensing

JF - ISPRS journal of photogrammetry and remote sensing

SN - 0924-2716

ER -

The Naïve Overfitting Index Selection (NOIS): A new method to optimize model complexity for hyperspectral data

Keywords

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Model overfitting using hyperspectral remote sensing

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