Decision Tree Analysis for Estimating the Costs and Benefits of Disclosing Data

被引:0
|
作者
Luthfi, Ahmad [1 ,2 ]
Janssen, Marijn [1 ]
Crompvoets, Joep [3 ]
机构
[1] Delft Univ Technol, Fac Technol Policy & Management, Jaffalaan 5, NL-2628 BX Delft, Netherlands
[2] Univ Islam Indonesia, Yogyakarta, Indonesia
[3] Katholieke Univ Leuven, Leuven, Belgium
关键词
Decision tree analysis; Estimation; Costs; Benefits; Open data; Open government; Investments; EXPERT JUDGMENT;
D O I
10.1007/978-3-030-29374-1_17
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The public expects government institutions to open their data to enable society to reap the benefits of these data. However, governments are often reluctant to disclose their data due to possible disadvantages. These disadvantages, at the same time, can be circumstances by processing the data before disclosing. Investments are needed to be able to pre-process a dataset. Hence, a trade-off between the benefits and cost of opening data needs to be made. Decisions to disclose are often made based on binary options like "open" or "closed" the data, whereas also parts of a dataset can be opened or only preprocessed data. The objective of this study is to develop a decision tree analysis in open data (DTOD) to estimate the costs and benefits of disclosing data using a DTA approach. Experts' judgment is used to quantify the pay-offs of possible consequences of the costs and benefits and to estimate the chance of occurrence. The result shows that for non-trivial decisions the DTOD helps, as it allows the creation of decision structures to show alternatives ways of opening data and the benefits and disadvantages of each alternative.
引用
收藏
页码:205 / 217
页数:13
相关论文
共 50 条
  • [41] Data Mining And Analysis Of Our Agriculture Based On The Decision Tree
    Gao Yi-yang
    Ren Nan-ping
    [J]. 2009 ISECS INTERNATIONAL COLLOQUIUM ON COMPUTING, COMMUNICATION, CONTROL, AND MANAGEMENT, VOL II, 2009, : 134 - +
  • [42] Comparative Analysis of Decision Tree Algorithms for Data Warehouse Fragmentation
    Rodriguez Mazahua, Nidia
    Rodriguez Mazahua, Lisbeth
    Lopez Chau, Asdrubal
    Alor Hernandez, Giner
    [J]. REVISTA PERSPECTIVA EMPRESARIAL, 2020, 7 (02): : 31 - 43
  • [43] Application of big data analysis with decision tree for the foot disorder
    Choi, Jung-Kyu
    Jeon, Keun-Hwan
    Won, Yonggwan
    Kim, Jung-Ja
    [J]. CLUSTER COMPUTING-THE JOURNAL OF NETWORKS SOFTWARE TOOLS AND APPLICATIONS, 2015, 18 (04): : 1399 - 1404
  • [44] Application of big data analysis with decision tree for the foot disorder
    Jung-Kyu Choi
    Keun-Hwan Jeon
    Yonggwan Won
    Jung-Ja Kim
    [J]. Cluster Computing, 2015, 18 : 1399 - 1404
  • [45] Percutaneous stenting of incidental unilateral renal artery stenosis: Decision analysis of costs and benefits
    Axelrod, DA
    Fendrick, AM
    Carlos, RC
    Lederman, RJ
    Froehlich, JB
    Weder, AB
    Abrahamse, PH
    Stanley, JC
    [J]. JOURNAL OF ENDOVASCULAR THERAPY, 2003, 10 (03) : 546 - 556
  • [46] DISTRIBUTION OF COSTS AND BENEFITS AND SIGNIFICANCE OF COLLECTIVE DECISION RULES
    GWARTNEY, J
    SILBERMA.J
    [J]. SOCIAL SCIENCE QUARTERLY, 1973, 54 (03) : 568 - 578
  • [47] Perceived benefits and costs of disclosing HIV diagnosis to family members among people living with HIV in Southern China: an application of a decision-making framework
    Zhang, Yingxia
    Li, Xiaoming
    Qiao, Shan
    Yang, Xueying
    Zhou, Yuejiao
    Shen, Zhiyong
    [J]. AIDS CARE-PSYCHOLOGICAL AND SOCIO-MEDICAL ASPECTS OF AIDS/HIV, 2021, 33 (03): : 403 - 407
  • [48] Estimating dynamic R&D choice: an analysis of costs and long-run benefits
    Peters, Bettina
    Roberts, Mark J.
    Van Anh Vuong
    Fryges, Helmut
    [J]. RAND JOURNAL OF ECONOMICS, 2017, 48 (02): : 409 - 437
  • [49] FINDING CANCER IN ASYMPTOMATIC PEOPLE - ESTIMATING THE BENEFITS, COSTS AND RISKS
    EDDY, DM
    [J]. CANCER, 1983, 51 (12) : 2440 - 2445
  • [50] The economics of space debris: Estimating the costs and benefits of debris mitigation
    Macauley, Molly K.
    [J]. ACTA ASTRONAUTICA, 2015, 115 : 160 - 164