An introduction to the generalised theory of data scatter

G. Doyle; N. D. McMillan; F. Murtagh; M. O'Neill; S. Riedel

doi:10.1117/12.606077

An introduction to the generalised theory of data scatter

G. Doyle, N. D. McMillan, F. Murtagh, M. O'Neill, S. Riedel

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

Phase Coherent Data-scatter (PCD-S) was originally developed for the area of tensiographic data mining and analysis. This development has been augmented with the engineering of a software toolkit called TraceMiner, which integrates this technique with additional data mining and statistical tools for general use. This paper presents, for the first time, a theoretical treatment of data-scatter as a generic data mining tool, cognisant of the data set descriptions, data transformations, measurands and data model visualisations possible with data-scatter. Data-diffraction resulting from data scatter is also presented here for the first time. The use of the two approaches in a Hough technique to analyse the resulting data-diffraction patterns is discussed briefly in the context of applications of this new data scatter approach.

Original language	English
Title of host publication	Opto-Ireland 2005
Subtitle of host publication	Imaging and Vision
Editors	Fionn D. Murtagh
Publisher	SPIE
Pages	258-268
Number of pages	11
Volume	5823
ISBN (Print)	9780819458087, 0819458082
DOIs	https://doi.org/10.1117/12.606077
Publication status	Published - 1 Jun 2005
Externally published	Yes
Event	Opto-Ireland 2005 - Dublin, Ireland Duration: 4 Apr 2005 → 6 Apr 2005 https://books.google.co.uk/books/about/Imaging_and_Vision.html?id=FfRRAAAAMAAJ&redir_esc=y https://spie.org/Publications/Proceedings/Volume/5823

Publication series

Name	Proceedings of SPIE - The International Society for Optical Engineering
Publisher	SPIE
Volume	5823
ISSN (Print)	0277-786X

Conference

Conference	Opto-Ireland 2005
Country/Territory	Ireland
City	Dublin
Period	4/04/05 → 6/04/05
Other	Imaging and Vision
Internet address	https://books.google.co.uk/books/about/Imaging_and_Vision.html?id=FfRRAAAAMAAJ&redir_esc=y https://spie.org/Publications/Proceedings/Volume/5823

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10.1117/12.606077Licence: Unspecified

Cite this

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title = "An introduction to the generalised theory of data scatter",

abstract = "Phase Coherent Data-scatter (PCD-S) was originally developed for the area of tensiographic data mining and analysis. This development has been augmented with the engineering of a software toolkit called TraceMiner, which integrates this technique with additional data mining and statistical tools for general use. This paper presents, for the first time, a theoretical treatment of data-scatter as a generic data mining tool, cognisant of the data set descriptions, data transformations, measurands and data model visualisations possible with data-scatter. Data-diffraction resulting from data scatter is also presented here for the first time. The use of the two approaches in a Hough technique to analyse the resulting data-diffraction patterns is discussed briefly in the context of applications of this new data scatter approach.",

keywords = "Data mining, Data scatter, Data-diffraction, Phase coherent, Software, Tensiography, TraceMiner, Mining, Data modeling, Visualization, Data acquisition, Data processing, Software development, Mathematical modeling, Raman spectroscopy, Statistical analysis",

author = "G. Doyle and McMillan, \{N. D.\} and F. Murtagh and M. O'Neill and S. Riedel",

year = "2005",

month = jun,

day = "1",

doi = "10.1117/12.606077",

language = "English",

isbn = "9780819458087",

volume = "5823",

series = "Proceedings of SPIE - The International Society for Optical Engineering",

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pages = "258--268",

editor = "Murtagh, \{Fionn D.\}",

booktitle = "Opto-Ireland 2005",

address = "United States",

note = "Opto-Ireland 2005 ; Conference date: 04-04-2005 Through 06-04-2005",

url = "https://books.google.co.uk/books/about/Imaging\_and\_Vision.html?id=FfRRAAAAMAAJ\&redir\_esc=y, https://spie.org/Publications/Proceedings/Volume/5823",

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Doyle, G, McMillan, ND, Murtagh, F, O'Neill, M & Riedel, S 2005, An introduction to the generalised theory of data scatter. in FD Murtagh (ed.), Opto-Ireland 2005: Imaging and Vision. vol. 5823, 38, Proceedings of SPIE - The International Society for Optical Engineering, vol. 5823, SPIE, pp. 258-268, Opto-Ireland 2005, Dublin, Ireland, 4/04/05. https://doi.org/10.1117/12.606077

An introduction to the generalised theory of data scatter. / Doyle, G.; McMillan, N. D.; Murtagh, F. et al.
Opto-Ireland 2005: Imaging and Vision. ed. / Fionn D. Murtagh. Vol. 5823 SPIE, 2005. p. 258-268 38 (Proceedings of SPIE - The International Society for Optical Engineering; Vol. 5823).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

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N2 - Phase Coherent Data-scatter (PCD-S) was originally developed for the area of tensiographic data mining and analysis. This development has been augmented with the engineering of a software toolkit called TraceMiner, which integrates this technique with additional data mining and statistical tools for general use. This paper presents, for the first time, a theoretical treatment of data-scatter as a generic data mining tool, cognisant of the data set descriptions, data transformations, measurands and data model visualisations possible with data-scatter. Data-diffraction resulting from data scatter is also presented here for the first time. The use of the two approaches in a Hough technique to analyse the resulting data-diffraction patterns is discussed briefly in the context of applications of this new data scatter approach.

AB - Phase Coherent Data-scatter (PCD-S) was originally developed for the area of tensiographic data mining and analysis. This development has been augmented with the engineering of a software toolkit called TraceMiner, which integrates this technique with additional data mining and statistical tools for general use. This paper presents, for the first time, a theoretical treatment of data-scatter as a generic data mining tool, cognisant of the data set descriptions, data transformations, measurands and data model visualisations possible with data-scatter. Data-diffraction resulting from data scatter is also presented here for the first time. The use of the two approaches in a Hough technique to analyse the resulting data-diffraction patterns is discussed briefly in the context of applications of this new data scatter approach.

KW - Data mining

KW - Data scatter

KW - Data-diffraction

KW - Phase coherent

KW - Software

KW - Tensiography

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KW - Data modeling

KW - Visualization

KW - Data acquisition

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KW - Software development

KW - Mathematical modeling

KW - Raman spectroscopy

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PB - SPIE

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ER -

An introduction to the generalised theory of data scatter

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