Research Areas ǀ Decision Support and Artificial Intelligence

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In these area, we are addressing two fields; decision support and explainable artificial intelligence. 

In the field of decision support, our long-term goal is to develop methods and techniques of decision modeling, support them with software and integrate them with data mining systems. We are developing a new generation of software for the construction and use of decision models according to the method DEX. We are extending the method DEX to a more modern technological design and supporting the method in different environments (integration of qualitative and quantitative elements, relational modeling, advanced analyses of alternatives). The Web version of the software is developed Dex2Web. In the context of the development of decision support systems for agriculture, the DEXiWare tool was developed, which is intended for efficient integration of modules that make up decision support systems based on multicriteria decision models. The tool is intended for DSS researchers and developers.

In the field of explainable artificial intelligence, we are developing and evaluating methods for variable importance estimation and feature ranking in several contexts. This includes novel methods for feature ranking in multi-class and multi-label classification, based on low-dimensional manifold embeddings of the input and output spaces and the Relief method. Similarly, this includes new approaches for unsupervised feature ranking based on the predictive clustering framework as well as the Relief family of methods, on one hand, and based on attribute networks, on the other hand. Moreover, we have developed and evaluated a method for comparing ordered lists (named fuzzy Jaccard index), which can be applied in a range of contexts, including feature rankings, information retrieval, etc.

Projects in the field of Decision Support and Artificial Intelligence:

Sustainability appraisal of energy policy development in Slovenia by 2030 with the emphasis on nuclear option

Sustainability appraisal of energy policy development in Slovenia by 2030 with the emphasis on nuclear option, 1.1.2013-30.4.2014, Marko Bohanec

EVADIFF

Evaluation of existing models and development of new decision-making tools to prevent diffuse pollution caused by phytopharmaceutical products, 1.1.2012-31.12.2015, Marko Debeljak

FOC

Forecasting Financial Crises, 1.9.2011-28.2.2014, Igor Mozetič, Miha Grčar

GMOtrack

Prototype Decision Support System, 26.2.2009-30.4.2009, Nada Lavrač, Petra Kralj Novak

P2-0103

Knowledge technologies, 1.1.2009-31.12.2014, Nada Lavrač

BI-FR/09-10-INRA-003

Decision Support System for a Safe Vegetable Production on Garden Soils in Urban Environments, 1.1.2009-1.1.2010, Marko Debeljak

HEALTHREATS

Integrated Decision Support System for HEALTH THREATS and crises management, 31.5.2007-30.5.2010, Nada Lavrač

Co-Extra

GM and non-GM supply chains: their CO-Existence and Traceability, 1.4.2007-31.8.2009, Marko Bohanec, Martin Žnidaršič

2511-07-330007

Land planning, evaluation and decision-making, 1.2.2007-5.3.2007, Marko Bohanec

SIGMEA

Sustainable Introduction of GMOs into European Agriculture 3.5.2004-2.11.2007, Sašo Džeroski, Marko Bohanec