Contextual self-organizing maps for visual design space exploration

Nekolny, Brett

doi:10.31274/etd-180810-2599

Cited by 2 publications

(2 citation statements)

References 20 publications

(18 reference statements)

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“…In [147], objectives are divided into five classes to help DMs understand the tradeoff. Self-organizing maps (SOMs) [148] have been shown to be promising in revealing the tradeoff relationships between objectives [149,150]. Correlation is another effective tool for analyzing the relationship between objectives.…”

Section: Relationship Between Objectivesmentioning

confidence: 99%

A mini-review on preference modeling and articulation in multi-objective optimization: current status and challenges

Wang

Olhofer

Jin

2017

Complex Intell. Syst.

123

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Evolutionary multi-objective optimization aims to provide a representative subset of the Pareto front to decision makers. In practice, however, decision makers are usually interested in only a particular part of the Pareto front of the multi-objective optimization problem. This is particularly true when the number of objectives becomes large. Over the past decade, preference-based multi-objective optimization has attracted increasing attention from both academia and industry due to its significance in both theory and practice. Significant progress has been made in evolutionary multiobjective optimization and multi-criteria decision communities, although many open issues still remain to be addressed. This paper provides a concise review on preference-based multi-objective optimization, including various preference modeling methods and existing preference-based optimization methods, as well as a brief discussion of the main future challenges.

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Section: Relationship Between Objectivesmentioning

confidence: 99%

A mini-review on preference modeling and articulation in multi-objective optimization: current status and challenges

Wang

Olhofer

Jin

2017

Complex Intell. Syst.

123

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“…Zavisnost specifičnog toplotnog kapaciteta tečnosti od temperature manje je izražena nego kod gasova. Pri ovome sa dovoljnom tačnošću za širi interval temperatura može se za izračunavanje primeniti model u obliku linearne odnosno kvadratne funkcije, [2,22,28], na primer model prema Dietericiu [29,30].…”

Section: Karakteristični Modeli Za Određivanje Specifičnog Toplotnog unclassified

Suitable model for the calculation of the correlation between the real and the average specific heat capacity and possibilities of its application

Pejović

Vasiljevic

Micic

et al. 2013

Hem Ind

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Starting from the definition of the average specific heat capacity for chosen temperature range, the analytic dependence between the real and the mean specific heat capacities is obtained using differential and integral calculation. The obtained relation in differential form for the defined temperature range allows for the problem to be solved directly, without any special restrictions on its use. Using the obtained relation, a general model in the form of a polynomial of arbitrary degree in the function of temperature was derived, which has more suitable and faster practical application and is more general in character than the existing model. New graphical method for solving the problem is obtained based on differential geometry and using the derived equation. This may also have practical significance since many problems in thermodynamics are solved analytically and graphically. This result was used in order to obtain the amount of specific heat exchanged using an analytical model or a planimetric method. In addition, this graphical solution was used for the construction of the diagram showing the dependence between the specific heat exchanged and temperature. This diagram also gives a simple graphical procedure for the calculation of the real and the average specific heat capacity for arbitrary temperature or temperature interval. The confirmation for all graphic constructions is obtained using the differential properties between thermodynamic units. In order for the graphical solutions presented to be applicable in practice, suitable ratio coefficients have been determined for all cases. Verification of the model presented, as well as the possibilities of its application, were given using several characteristic examples of semi-ideal and real gas. Apart from linear and non-linear functions in the form of polynomials, the exponential function of the dependence between specific heat capacities and temperature was also analysed in this process

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Contextual self-organizing maps for visual design space exploration

Cited by 2 publications

References 20 publications

A mini-review on preference modeling and articulation in multi-objective optimization: current status and challenges

A mini-review on preference modeling and articulation in multi-objective optimization: current status and challenges

Suitable model for the calculation of the correlation between the real and the average specific heat capacity and possibilities of its application

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