Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation...
-
Upload
rebecca-henderson -
Category
Documents
-
view
216 -
download
1
Transcript of Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation...
![Page 1: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/1.jpg)
Visualization-based Reasonable Goals Method
and its Web Application for
Supporting e-Participation in
Environmental Decision MakingAlexander V. Lotov
Lomonosov Moscow State University, Russia;
and
Dorodnicyn Computing Center of Russian Academy of Sciences, Russia
![Page 2: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/2.jpg)
Plan of the talk1. Pareto frontier methods2. Reasonable Goals Method for databases3. Interactive Decision Maps (IDM) technique and visualization of Pareto frontier4. Environmental applications of RGM/IDM 5. On two main tasks of e-participation: a) informing lay stakeholders; and b) negotiation support6. RGM/IDM in Web 7. RGM/IDM in Participatory Decision Support for River Basin Planning (Werra River, Germany)8. Few words on using RGM/IDM in Web for informing lay stakeholders on decision problems related to risks
![Page 3: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/3.jpg)
Classification of MCDA methods according to the role of the Decision Maker
MCDA
no-preference methods
a priori preference methods
interactive methods
a posteriori preference
(Pareto frontier)methods
![Page 4: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/4.jpg)
Pareto frontier methods
Pareto frontier methods are devoted to approximation of the Pareto set and informing DM concerning it. In contrast to preference-oriented methods, Pareto frontier methods inform the users and help them in forming their preferences. The main problem of Pareto frontier methods:How to inform the users about the Pareto frontier? Two basic ways exist:•By providing a list of the criterion points that belong to the Pareto frontier•By visualization of the Pareto frontier
![Page 5: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/5.jpg)
Structure of a mental model (result of psychological studies)
Visualization can influence all levels of human thinking!
![Page 6: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/6.jpg)
Application of the Pareto frontier visualization in finite multi-attribute
choice problems
The Reasonable Goals MethodWe use visualization aimed at selecting a small number of «interesting» alternatives from a list.
It can be considered as a special form of data mining.
![Page 7: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/7.jpg)
A decision matrix is considered, i.e., table of N decision alternatives
given by a finite number of attributes
![Page 8: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/8.jpg)
Example: real estate on sale For illustrative purposes, let m=2
The criterion points are enveloped
![Page 9: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/9.jpg)
We approximate the Edgeworth-Pareto hull of
Such a set is called the Convex
Edgeworth-Pareto hull (CEPH). It includes all
criterion points dominated by the Pareto frontier.
![Page 10: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/10.jpg)
User explores the Pareto frontier and identifies a reasonable goal. Then,
neighboring criterion points are selected.
![Page 11: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/11.jpg)
General case (m from 3 to 8)
Visualization of the Pareto frontier is based on approximation of the CEPH
and application of the
Interactive Decision Maps (IDM) technique, which consists in
visualization of collections of
bi-criterion slices of the CEPH (decision maps).
![Page 12: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/12.jpg)
![Page 13: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/13.jpg)
ApproximationBefore the start of interactive visualization, approximation of the CEPH is carried out.
The main problem that was solved by us: optimal algorithms for polyhedral approximation of
convex multi-objective bodies were developed.
Several applications of the IDM/RGM technique
Decision screening in local water quality planning
(Kolomna city region at the Oka River)
![Page 14: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/14.jpg)
Decision map that describes properties of 400 000 decision alternatives
![Page 15: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/15.jpg)
Scheme of the Web application of the RGM/IDM (RGDB application server)
![Page 16: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/16.jpg)
RGDB server can be used for• a) informing lay stakeholders on environmental decision
problems (especially on possible strategies for solving the problems); and
• b) supporting negotiations.
RGDB server can help lay stakeholders better understand the feasibility frontiers and express preferences by selecting one or several strategies that best fit their concerns. Then, lay stakeholders can base their problem-related legal and political actions (including e-participation) on such knowledge.
It is important that it can be done independently of mass media that can thrust the strategies selected by experts on lay stakeholders.
![Page 17: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/17.jpg)
Application of the RGDB server in negotiation support:
Participatory Decision Support for Integrated River Basin Planning
(Funding: German Federal Ministry of Education and Research)
The RGDB was used in DSS developed by Jörg Dietrich and Andreas H. Schumann,
Ruhr University Bochum, Institute for Hydrology, Water Management and
Environmental Engineering
![Page 18: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/18.jpg)
DSS was calibrated for the Werra River Basin
Weser
Rhein
Ems Elbe
Werra
For the Participatory Decision Support System, a special form of the Web RGDB was developed. It can support negotiations.
It applies selecting several goals and related small groups of alternatives.
![Page 19: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/19.jpg)
The Web RGDB application server
![Page 20: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/20.jpg)
![Page 21: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/21.jpg)
Architecture of the Web-based DSS
![Page 22: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/22.jpg)
Applications of the IDM/RGM technique in stochastic decision problems for informing lay stakeholders on risks
Criteria are specified on the basis of the cumulative distribution function F(x), i.e. yk=F(x)=P{v<vk}, k=1,..,m, where the values vk are given by the DM. Then, the IDM/RGM technique is used.
![Page 23: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/23.jpg)
Detailed information on the approach is given in the book
Lotov A.V., Bushenkov V.A., and Kamenev G.K.
Interactive Decision Maps. Approximation and Visualization
of Pareto Frontier. Kluwer Academic Publishers, 2004.
![Page 24: Visualization-based Reasonable Goals Method and its Web Application for Supporting e-Participation in Environmental Decision Making Alexander V. Lotov.](https://reader030.fdocuments.net/reader030/viewer/2022032709/56649ec55503460f94bd04f5/html5/thumbnails/24.jpg)
Our Web address
• http://www.ccas.ru/mmes/mmeda/
http://www.ccas.ru/mmes/mmeda/books/
http://www.ccas.ru/mmes/mmeda/soft/
http://www.ccas.ru/mmes/mmeda/papers/
http://www.ccas.ru/mmes/mmeda/resource/
http://www.ccas.ru/mmes/mmeda/rgdb/index.htm