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Combining data mining and text mining for detection of early stage dementia: the SAMS framework. /
Bull, Christopher Neil; Asfiandy, Dommy; Gledson, Ann et al.
Resources and ProcessIng of linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric impairments (RaPID '16) workshop: Proceedings of the 10th International Conference on Language Resources and Evaluation (LREC '16). European Language Resources Association (ELRA), 2016. p. 35-40.
Research output: Contribution in Book/Report/Proceedings - With ISBN/ISSN › Conference contribution/Paper › peer-review
Harvard
Bull, CN, Asfiandy, D, Gledson, A, Mellor, J, Couth, S, Stringer, G
, Rayson, PE, Sutcliffe, AGS, Keane, J, Zeng, X-J, Burns, A, Leroi, I, Ballard, C
& Sawyer, PH 2016,
Combining data mining and text mining for detection of early stage dementia: the SAMS framework. in
Resources and ProcessIng of linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric impairments (RaPID '16) workshop: Proceedings of the 10th International Conference on Language Resources and Evaluation (LREC '16). European Language Resources Association (ELRA), pp. 35-40. <
http://www.lrec-conf.org/proceedings/lrec2016/workshops/LREC2016Workshop-RaPID2016_Proceedings.pdf>
APA
Bull, C. N., Asfiandy, D., Gledson, A., Mellor, J., Couth, S., Stringer, G.
, Rayson, P. E., Sutcliffe, A. G. S., Keane, J., Zeng, X-J., Burns, A., Leroi, I., Ballard, C.
, & Sawyer, P. H. (2016).
Combining data mining and text mining for detection of early stage dementia: the SAMS framework. In
Resources and ProcessIng of linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric impairments (RaPID '16) workshop: Proceedings of the 10th International Conference on Language Resources and Evaluation (LREC '16) (pp. 35-40). European Language Resources Association (ELRA).
http://www.lrec-conf.org/proceedings/lrec2016/workshops/LREC2016Workshop-RaPID2016_Proceedings.pdf
Vancouver
Author
Bibtex
@inproceedings{9d834be179024ec29e7282050f587f29,
title = "Combining data mining and text mining for detection of early stage dementia: the SAMS framework",
abstract = "In this paper, we describe the open-source SAMS framework whose novelty lies in bringing together both data collection (keystrokes, mouse movements, application pathways) and text collection (email, documents, diaries) and analysis methodologies. The aim of SAMS is to provide a non-invasive method for large scale collection, secure storage, retrieval and analysis of an individual{\textquoteright}s computer usage for the detection of cognitive decline, and to infer whether this decline is consistent with the early stages of dementia. The framework will allow evaluation and study by medical professionals in which data and textual features can be linked to deficits in cognitive domains that are characteristic of dementia. Having described requirements gathering and ethical concerns in previous papers, here we focus on the implementation of the data and text collection components.",
keywords = "Dementia, Corpus Linguistics, Natural Language Processing, Data Mining",
author = "Bull, {Christopher Neil} and Dommy Asfiandy and Ann Gledson and Joseph Mellor and Samuel Couth and Gemma Stringer and Rayson, {Paul Edward} and Sutcliffe, {Alistair Gordon Simpson} and John Keane and Xiao-Jun Zeng and Alistair Burns and Iracema Leroi and Clive Ballard and Sawyer, {Peter Harvey}",
year = "2016",
month = may,
day = "23",
language = "English",
pages = "35--40",
booktitle = "Resources and ProcessIng of linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric impairments (RaPID '16) workshop",
publisher = "European Language Resources Association (ELRA)",
}
RIS
TY - GEN
T1 - Combining data mining and text mining for detection of early stage dementia
T2 - the SAMS framework
AU - Bull, Christopher Neil
AU - Asfiandy, Dommy
AU - Gledson, Ann
AU - Mellor, Joseph
AU - Couth, Samuel
AU - Stringer, Gemma
AU - Rayson, Paul Edward
AU - Sutcliffe, Alistair Gordon Simpson
AU - Keane, John
AU - Zeng, Xiao-Jun
AU - Burns, Alistair
AU - Leroi, Iracema
AU - Ballard, Clive
AU - Sawyer, Peter Harvey
PY - 2016/5/23
Y1 - 2016/5/23
N2 - In this paper, we describe the open-source SAMS framework whose novelty lies in bringing together both data collection (keystrokes, mouse movements, application pathways) and text collection (email, documents, diaries) and analysis methodologies. The aim of SAMS is to provide a non-invasive method for large scale collection, secure storage, retrieval and analysis of an individual’s computer usage for the detection of cognitive decline, and to infer whether this decline is consistent with the early stages of dementia. The framework will allow evaluation and study by medical professionals in which data and textual features can be linked to deficits in cognitive domains that are characteristic of dementia. Having described requirements gathering and ethical concerns in previous papers, here we focus on the implementation of the data and text collection components.
AB - In this paper, we describe the open-source SAMS framework whose novelty lies in bringing together both data collection (keystrokes, mouse movements, application pathways) and text collection (email, documents, diaries) and analysis methodologies. The aim of SAMS is to provide a non-invasive method for large scale collection, secure storage, retrieval and analysis of an individual’s computer usage for the detection of cognitive decline, and to infer whether this decline is consistent with the early stages of dementia. The framework will allow evaluation and study by medical professionals in which data and textual features can be linked to deficits in cognitive domains that are characteristic of dementia. Having described requirements gathering and ethical concerns in previous papers, here we focus on the implementation of the data and text collection components.
KW - Dementia
KW - Corpus Linguistics
KW - Natural Language Processing
KW - Data Mining
M3 - Conference contribution/Paper
SP - 35
EP - 40
BT - Resources and ProcessIng of linguistic and extra-linguistic Data from people with various forms of cognitive/psychiatric impairments (RaPID '16) workshop
PB - European Language Resources Association (ELRA)
ER -
