Standard

Analysis of Standard Clustering Algorithms for Grouping MEDLINE Abstracts into Evidence-Based Medicine Intervention Categories. / Dobrynin, Vladimir; Balykina, Yulia; Kamalov, Michael.

2015 INTERNATIONAL CONFERENCE "STABILITY AND CONTROL PROCESSES" IN MEMORY OF V.I. ZUBOV (SCP). ed. / LA Petrosyan; AP Zhabko. Institute of Electrical and Electronics Engineers Inc., 2015. p. 555-557.

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

Harvard

Dobrynin, V, Balykina, Y & Kamalov, M 2015, Analysis of Standard Clustering Algorithms for Grouping MEDLINE Abstracts into Evidence-Based Medicine Intervention Categories. in LA Petrosyan & AP Zhabko (eds), 2015 INTERNATIONAL CONFERENCE "STABILITY AND CONTROL PROCESSES" IN MEMORY OF V.I. ZUBOV (SCP). Institute of Electrical and Electronics Engineers Inc., pp. 555-557, International Conference on "Stability and Control Processes" in Memory of V.I. Zubov, SCP 2015, St. Petersburg, Russian Federation, 5/10/15. https://doi.org/10.1109/SCP.2015.7342223, https://doi.org/10.1109/SCP.2015.7342223

APA

Dobrynin, V., Balykina, Y., & Kamalov, M. (2015). Analysis of Standard Clustering Algorithms for Grouping MEDLINE Abstracts into Evidence-Based Medicine Intervention Categories. In LA. Petrosyan, & AP. Zhabko (Eds.), 2015 INTERNATIONAL CONFERENCE "STABILITY AND CONTROL PROCESSES" IN MEMORY OF V.I. ZUBOV (SCP) (pp. 555-557). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/SCP.2015.7342223, https://doi.org/10.1109/SCP.2015.7342223

Vancouver

Dobrynin V, Balykina Y, Kamalov M. Analysis of Standard Clustering Algorithms for Grouping MEDLINE Abstracts into Evidence-Based Medicine Intervention Categories. In Petrosyan LA, Zhabko AP, editors, 2015 INTERNATIONAL CONFERENCE "STABILITY AND CONTROL PROCESSES" IN MEMORY OF V.I. ZUBOV (SCP). Institute of Electrical and Electronics Engineers Inc. 2015. p. 555-557 https://doi.org/10.1109/SCP.2015.7342223, https://doi.org/10.1109/SCP.2015.7342223

Author

Dobrynin, Vladimir ; Balykina, Yulia ; Kamalov, Michael. / Analysis of Standard Clustering Algorithms for Grouping MEDLINE Abstracts into Evidence-Based Medicine Intervention Categories. 2015 INTERNATIONAL CONFERENCE "STABILITY AND CONTROL PROCESSES" IN MEMORY OF V.I. ZUBOV (SCP). editor / LA Petrosyan ; AP Zhabko. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 555-557

BibTeX

@inproceedings{5582e0eed6c54bfc8131aed42e16428a,
title = "Analysis of Standard Clustering Algorithms for Grouping MEDLINE Abstracts into Evidence-Based Medicine Intervention Categories",
abstract = "The paper describes a process of clustering of article abstracts, taken from the largest bibliographic life sciences and biomedical information MEDLINE database into categories that correspond to types of medical interventions - types of patient treatments. Experiments were carried out to evaluate the quality of clustering for the following algorithms: K-means; K- means++; Hierarchical clustering, SIB (Sequential information bottleneck) together with the LSA (Latent Semantic Analysis) methods and MI (Mutual Information) which allow selecting feature vectors. Best results of clustering were achieved by K- means++ together with LSA then 210- dimensional space was chosen: Purity = 0.5719, Entropy = 1.3841, Normalized Entropy = 0.6299.",
author = "Vladimir Dobrynin and Yulia Balykina and Michael Kamalov",
year = "2015",
doi = "10.1109/SCP.2015.7342223",
language = "Английский",
isbn = "9781467376983",
pages = "555--557",
editor = "LA Petrosyan and AP Zhabko",
booktitle = "2015 INTERNATIONAL CONFERENCE {"}STABILITY AND CONTROL PROCESSES{"} IN MEMORY OF V.I. ZUBOV (SCP)",
publisher = "Institute of Electrical and Electronics Engineers Inc.",
address = "Соединенные Штаты Америки",
note = "null ; Conference date: 05-10-2015 Through 09-10-2015",
url = "http://www.apmath.spbu.ru/scp2015/openconf.php",

}

RIS

TY - GEN

T1 - Analysis of Standard Clustering Algorithms for Grouping MEDLINE Abstracts into Evidence-Based Medicine Intervention Categories

AU - Dobrynin, Vladimir

AU - Balykina, Yulia

AU - Kamalov, Michael

PY - 2015

Y1 - 2015

N2 - The paper describes a process of clustering of article abstracts, taken from the largest bibliographic life sciences and biomedical information MEDLINE database into categories that correspond to types of medical interventions - types of patient treatments. Experiments were carried out to evaluate the quality of clustering for the following algorithms: K-means; K- means++; Hierarchical clustering, SIB (Sequential information bottleneck) together with the LSA (Latent Semantic Analysis) methods and MI (Mutual Information) which allow selecting feature vectors. Best results of clustering were achieved by K- means++ together with LSA then 210- dimensional space was chosen: Purity = 0.5719, Entropy = 1.3841, Normalized Entropy = 0.6299.

AB - The paper describes a process of clustering of article abstracts, taken from the largest bibliographic life sciences and biomedical information MEDLINE database into categories that correspond to types of medical interventions - types of patient treatments. Experiments were carried out to evaluate the quality of clustering for the following algorithms: K-means; K- means++; Hierarchical clustering, SIB (Sequential information bottleneck) together with the LSA (Latent Semantic Analysis) methods and MI (Mutual Information) which allow selecting feature vectors. Best results of clustering were achieved by K- means++ together with LSA then 210- dimensional space was chosen: Purity = 0.5719, Entropy = 1.3841, Normalized Entropy = 0.6299.

U2 - 10.1109/SCP.2015.7342223

DO - 10.1109/SCP.2015.7342223

M3 - статья в сборнике материалов конференции

SN - 9781467376983

SP - 555

EP - 557

BT - 2015 INTERNATIONAL CONFERENCE "STABILITY AND CONTROL PROCESSES" IN MEMORY OF V.I. ZUBOV (SCP)

A2 - Petrosyan, LA

A2 - Zhabko, AP

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 5 October 2015 through 9 October 2015

ER -

ID: 3983135