Comparison of different algorithms for sentiment analysis: Psychological stress notes

Sunmoo Yoon; Faith Parsons; Kevin Sundquist; Jacob Julian; Joseph E. Schwartz; Matthew M. Burg; Karina W. Davidson; Keith M. Diaz

doi:10.3233/978-1-61499-830-3-1292

Comparison of different algorithms for sentiment analysis: Psychological stress notes

Sunmoo Yoon
, Faith Parsons
, Kevin Sundquist
, Jacob Julian
, Joseph E. Schwartz
, Matthew M. Burg
, Karina W. Davidson
, Keith M. Diaz

Psychiatry

Columbia University
Yale University

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

10 Scopus citations

Abstract

To visualize and compare three text analysis algorithms of sentiment (AFINN, Bing, Syuzhet), applied to 1549 ecologically assessed self-report stress notes obtained by smartphone, in order to gain insights about stress measurement and management.

Original language	English
Title of host publication	MEDINFO 2017
Subtitle of host publication	Precision Healthcare through Informatics - Proceedings of the 16th World Congress on Medical and Health Informatics
Editors	Adi V. Gundlapalli, Jaulent Marie-Christine, Zhao Dongsheng
Publisher	IOS Press BV
Pages	1292
Number of pages	1
ISBN (Electronic)	9781614998297
DOIs	https://doi.org/10.3233/978-1-61499-830-3-1292
State	Published - 2017
Event	16th World Congress of Medical and Health Informatics: Precision Healthcare through Informatics, MedInfo 2017 - Hangzhou, China Duration: Aug 21 2017 → Aug 25 2017

Publication series

Name	Studies in Health Technology and Informatics
Volume	245
ISSN (Print)	0926-9630
ISSN (Electronic)	1879-8365

Conference

Conference	16th World Congress of Medical and Health Informatics: Precision Healthcare through Informatics, MedInfo 2017
Country/Territory	China
City	Hangzhou
Period	08/21/17 → 08/25/17

Keywords

Natural language processing

Access to Document

10.3233/978-1-61499-830-3-1292

Cite this

Yoon, S., Parsons, F., Sundquist, K., Julian, J., Schwartz, J. E., Burg, M. M., Davidson, K. W., & Diaz, K. M. (2017). Comparison of different algorithms for sentiment analysis: Psychological stress notes. In A. V. Gundlapalli, J. Marie-Christine, & Z. Dongsheng (Eds.), MEDINFO 2017: Precision Healthcare through Informatics - Proceedings of the 16th World Congress on Medical and Health Informatics (pp. 1292). (Studies in Health Technology and Informatics; Vol. 245). IOS Press BV. https://doi.org/10.3233/978-1-61499-830-3-1292

Yoon, Sunmoo ; Parsons, Faith ; Sundquist, Kevin et al. / Comparison of different algorithms for sentiment analysis : Psychological stress notes. MEDINFO 2017: Precision Healthcare through Informatics - Proceedings of the 16th World Congress on Medical and Health Informatics. editor / Adi V. Gundlapalli ; Jaulent Marie-Christine ; Zhao Dongsheng. IOS Press BV, 2017. pp. 1292 (Studies in Health Technology and Informatics).

@inproceedings{62f5fd021eee47f1afb5ed0429596d98,

title = "Comparison of different algorithms for sentiment analysis: Psychological stress notes",

abstract = "To visualize and compare three text analysis algorithms of sentiment (AFINN, Bing, Syuzhet), applied to 1549 ecologically assessed self-report stress notes obtained by smartphone, in order to gain insights about stress measurement and management.",

keywords = "Natural language processing",

author = "Sunmoo Yoon and Faith Parsons and Kevin Sundquist and Jacob Julian and Schwartz, \{Joseph E.\} and Burg, \{Matthew M.\} and Davidson, \{Karina W.\} and Diaz, \{Keith M.\}",

note = "Publisher Copyright: {\textcopyright} 2017 International Medical Informatics Association (IMIA) and IOS Press.; 16th World Congress of Medical and Health Informatics: Precision Healthcare through Informatics, MedInfo 2017 ; Conference date: 21-08-2017 Through 25-08-2017",

year = "2017",

doi = "10.3233/978-1-61499-830-3-1292",

language = "English",

series = "Studies in Health Technology and Informatics",

publisher = "IOS Press BV",

pages = "1292",

editor = "Gundlapalli, \{Adi V.\} and Jaulent Marie-Christine and Zhao Dongsheng",

booktitle = "MEDINFO 2017",

}

Yoon, S, Parsons, F, Sundquist, K, Julian, J, Schwartz, JE, Burg, MM, Davidson, KW & Diaz, KM 2017, Comparison of different algorithms for sentiment analysis: Psychological stress notes. in AV Gundlapalli, J Marie-Christine & Z Dongsheng (eds), MEDINFO 2017: Precision Healthcare through Informatics - Proceedings of the 16th World Congress on Medical and Health Informatics. Studies in Health Technology and Informatics, vol. 245, IOS Press BV, pp. 1292, 16th World Congress of Medical and Health Informatics: Precision Healthcare through Informatics, MedInfo 2017, Hangzhou, China, 08/21/17. https://doi.org/10.3233/978-1-61499-830-3-1292

Comparison of different algorithms for sentiment analysis: Psychological stress notes. / Yoon, Sunmoo; Parsons, Faith; Sundquist, Kevin et al.
MEDINFO 2017: Precision Healthcare through Informatics - Proceedings of the 16th World Congress on Medical and Health Informatics. ed. / Adi V. Gundlapalli; Jaulent Marie-Christine; Zhao Dongsheng. IOS Press BV, 2017. p. 1292 (Studies in Health Technology and Informatics; Vol. 245).

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

TY - GEN

T1 - Comparison of different algorithms for sentiment analysis

T2 - 16th World Congress of Medical and Health Informatics: Precision Healthcare through Informatics, MedInfo 2017

AU - Yoon, Sunmoo

AU - Parsons, Faith

AU - Sundquist, Kevin

AU - Julian, Jacob

AU - Schwartz, Joseph E.

AU - Burg, Matthew M.

AU - Davidson, Karina W.

AU - Diaz, Keith M.

PY - 2017

Y1 - 2017

N2 - To visualize and compare three text analysis algorithms of sentiment (AFINN, Bing, Syuzhet), applied to 1549 ecologically assessed self-report stress notes obtained by smartphone, in order to gain insights about stress measurement and management.

AB - To visualize and compare three text analysis algorithms of sentiment (AFINN, Bing, Syuzhet), applied to 1549 ecologically assessed self-report stress notes obtained by smartphone, in order to gain insights about stress measurement and management.

KW - Natural language processing

UR - https://www.scopus.com/pages/publications/85040507891

U2 - 10.3233/978-1-61499-830-3-1292

DO - 10.3233/978-1-61499-830-3-1292

M3 - Conference contribution

C2 - 29295377

AN - SCOPUS:85040507891

T3 - Studies in Health Technology and Informatics

SP - 1292

BT - MEDINFO 2017

A2 - Gundlapalli, Adi V.

A2 - Marie-Christine, Jaulent

A2 - Dongsheng, Zhao

PB - IOS Press BV

Y2 - 21 August 2017 through 25 August 2017

ER -

Yoon S, Parsons F, Sundquist K, Julian J, Schwartz JE, Burg MM et al. Comparison of different algorithms for sentiment analysis: Psychological stress notes. In Gundlapalli AV, Marie-Christine J, Dongsheng Z, editors, MEDINFO 2017: Precision Healthcare through Informatics - Proceedings of the 16th World Congress on Medical and Health Informatics. IOS Press BV. 2017. p. 1292. (Studies in Health Technology and Informatics). doi: 10.3233/978-1-61499-830-3-1292

Comparison of different algorithms for sentiment analysis: Psychological stress notes

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