Eye-Tracking Evolutionary Algorithm to minimize user's fatigue in IEC applied to Interactive One-Max problem
نویسندگان
چکیده
In this paper, we describe a new algorithm that consists in combining an eye-tracker for minimizing the fatigue of a user during the evaluation process of Interactive Evolutionary Computation. The approach is then applied to the Interactive OneMax optimization problem.
منابع مشابه
Interactive Evolutionary Computation for Model based Optimization of Batch Fermentation
At the optimization of temperature and feeding profiles of batch processes it is often desirable to consider several objectives and constraints into the optimization problem. During the beer fermentation a temperature profile is applied to drive the process so as to obey to certain constraints. The design of this temperature profile is an optimization problem where the objective is to minimize ...
متن کاملMusic Composition with Interactive Evolutionary Computation
The interactive evolutionary computation (IEC), i.e., an evolutionary computation whose fitness function is provided by users, has been applied to aesthetic areas, such as art, design and music. We cannot always define fitness functions explicitly in these areas. With IEC, however, the user's implicit preference can be embedded into the optimization system. This paper describes a new approach t...
متن کاملPaired Comparisons-based Interactive Differential Evolution
We propose Interactive Differential Evolution (IDE) based on paired comparisons for reducing user fatigue and evaluate its convergence speed in comparison with Interactive Genetic Algorithms (IGA) and tournament IGA. User interface and convergence performance are two big keys for reducing Interactive Evolutionary Computation (IEC) user fatigue. Unlike IGA and conventional IDE, users of the prop...
متن کاملHands-free Evolution of 3D-printable Objects via Eye Tracking
Interactive evolution has shown the potential to create amazing and complex forms in both 2-D and 3-D settings. However, the algorithm is slow and users quickly become fatigued. We propose that the use of eye tracking for interactive evolution systems will both reduce user fatigue and improve evolutionary success. We describe a systematic method for testing the hypothesis that eye tracking driv...
متن کاملInteractive Evolutionary Computation in System Identification
In practical system identification it is often desirable to introduce additional objectives and constraints into the identification problem. In some cases, these objectives and constraints are often non-commensurable and the objective functions are explicitly/mathematically not available. In this paper, Interactive Evolutionary Computation (IEC) is used to effectively handle these identificatio...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
- CoRR
دوره abs/0803.3192 شماره
صفحات -
تاریخ انتشار 2008