Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage

Kristiana; Kelly Rossa Sungkono; Riyanarto Sarno

doi:10.1109/ISEMANTIC.2019.8884299

Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage

Institut Teknologi Sepuluh Nopember

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

3 Citations (Scopus)

Abstract

Hospital is an institution that provides health services to all communities. Hospitals in Indonesia have class type divisions, namely class A, class B, class C, and class D. Several criteria determine each classification. These criteria are human resources, such as the availability of doctors and pharmacists and time criteria. However, the values of those criteria are usually obtained by observation directly. The aim of this study is defining hospital values for each criterion through model process hospital directly. Firstly, this experiment forms a log of processes in the hospital instantly by using a workflow system. Then, a log is processes based on the hospital criteria. The final values of those criteria are processed by K-means Cluster and Hierarchical Average Linkage to obtain the hospital class. The final results of the experiment show that the K-means Cluster method is better with the Hierachical Average Linkage method in terms of accuracy, precision, and recall.

Original language	English
Title of host publication	Proceedings - 2019 International Seminar on Application for Technology of Information and Communication
Subtitle of host publication	Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	191-195
Number of pages	5
ISBN (Electronic)	9781728138329
DOIs	https://doi.org/10.1109/ISEMANTIC.2019.8884299
Publication status	Published - Sept 2019
Event	2019 International Seminar on Application for Technology of Information and Communication, iSemantic 2019 - Semarang, Indonesia Duration: 21 Sept 2019 → 22 Sept 2019

Publication series

Name	Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019

Conference

Conference	2019 International Seminar on Application for Technology of Information and Communication, iSemantic 2019
Country/Territory	Indonesia
City	Semarang
Period	21/09/19 → 22/09/19

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

Keywords

Classification
Hierarchical Average Linkage
Indonesian hospital
K-means Cluster

Access to Document

10.1109/ISEMANTIC.2019.8884299

Cite this

Kristiana, Sungkono, K. R., & Sarno, R. (2019). Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage. In Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019 (pp. 191-195). Article 8884299 (Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/ISEMANTIC.2019.8884299

Kristiana, ; Sungkono, Kelly Rossa ; Sarno, Riyanarto. / Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage. Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019. Institute of Electrical and Electronics Engineers Inc., 2019. pp. 191-195 (Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019).

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title = "Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage",

abstract = "Hospital is an institution that provides health services to all communities. Hospitals in Indonesia have class type divisions, namely class A, class B, class C, and class D. Several criteria determine each classification. These criteria are human resources, such as the availability of doctors and pharmacists and time criteria. However, the values of those criteria are usually obtained by observation directly. The aim of this study is defining hospital values for each criterion through model process hospital directly. Firstly, this experiment forms a log of processes in the hospital instantly by using a workflow system. Then, a log is processes based on the hospital criteria. The final values of those criteria are processed by K-means Cluster and Hierarchical Average Linkage to obtain the hospital class. The final results of the experiment show that the K-means Cluster method is better with the Hierachical Average Linkage method in terms of accuracy, precision, and recall.",

keywords = "Classification, Hierarchical Average Linkage, Indonesian hospital, K-means Cluster",

author = "Kristiana and Sungkono, \{Kelly Rossa\} and Riyanarto Sarno",

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year = "2019",

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Kristiana, , Sungkono, KR & Sarno, R 2019, Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage. in Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019., 8884299, Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019, Institute of Electrical and Electronics Engineers Inc., pp. 191-195, 2019 International Seminar on Application for Technology of Information and Communication, iSemantic 2019, Semarang, Indonesia, 21/09/19. https://doi.org/10.1109/ISEMANTIC.2019.8884299

Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage. / Kristiana, ; Sungkono, Kelly Rossa ; Sarno, Riyanarto.
Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019. Institute of Electrical and Electronics Engineers Inc., 2019. p. 191-195 8884299 (Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019).

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

TY - GEN

T1 - Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage

AU - Kristiana,

AU - Sungkono, Kelly Rossa

AU - Sarno, Riyanarto

PY - 2019/9

Y1 - 2019/9

N2 - Hospital is an institution that provides health services to all communities. Hospitals in Indonesia have class type divisions, namely class A, class B, class C, and class D. Several criteria determine each classification. These criteria are human resources, such as the availability of doctors and pharmacists and time criteria. However, the values of those criteria are usually obtained by observation directly. The aim of this study is defining hospital values for each criterion through model process hospital directly. Firstly, this experiment forms a log of processes in the hospital instantly by using a workflow system. Then, a log is processes based on the hospital criteria. The final values of those criteria are processed by K-means Cluster and Hierarchical Average Linkage to obtain the hospital class. The final results of the experiment show that the K-means Cluster method is better with the Hierachical Average Linkage method in terms of accuracy, precision, and recall.

AB - Hospital is an institution that provides health services to all communities. Hospitals in Indonesia have class type divisions, namely class A, class B, class C, and class D. Several criteria determine each classification. These criteria are human resources, such as the availability of doctors and pharmacists and time criteria. However, the values of those criteria are usually obtained by observation directly. The aim of this study is defining hospital values for each criterion through model process hospital directly. Firstly, this experiment forms a log of processes in the hospital instantly by using a workflow system. Then, a log is processes based on the hospital criteria. The final values of those criteria are processed by K-means Cluster and Hierarchical Average Linkage to obtain the hospital class. The final results of the experiment show that the K-means Cluster method is better with the Hierachical Average Linkage method in terms of accuracy, precision, and recall.

KW - Classification

KW - Hierarchical Average Linkage

KW - Indonesian hospital

KW - K-means Cluster

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U2 - 10.1109/ISEMANTIC.2019.8884299

DO - 10.1109/ISEMANTIC.2019.8884299

M3 - Conference contribution

AN - SCOPUS:85074945946

T3 - Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019

SP - 191

EP - 195

BT - Proceedings - 2019 International Seminar on Application for Technology of Information and Communication

PB - Institute of Electrical and Electronics Engineers Inc.

T2 - 2019 International Seminar on Application for Technology of Information and Communication, iSemantic 2019

Y2 - 21 September 2019 through 22 September 2019

ER -

Kristiana , Sungkono KR , Sarno R. Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage. In Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019. Institute of Electrical and Electronics Engineers Inc. 2019. p. 191-195. 8884299. (Proceedings - 2019 International Seminar on Application for Technology of Information and Communication: Industry 4.0: Retrospect, Prospect, and Challenges, iSemantic 2019). doi: 10.1109/ISEMANTIC.2019.8884299

Determine Types of Indonesian Hospital by Criteria-based Proses Model, K-means Cluster, and Hierarchical Average Linkage

Abstract

Publication series

Conference

UN SDGs

Keywords

Access to Document

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