Exam 13: Advanced Intelligent Systems

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According to the Simplified Taxonomy of Machine Learning,all of the following are types of learning except:

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Interactivity is the most important characteristic of intelligent agents,making them capable of acting on their own or of being empowered.

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What is fuzzy logic?

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Autonomy implies that an intelligent agent takes initiative and exercises control over its own actions by having each of the following characteristics except:

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Case-based reasoning (CBR)is analogical reasoning that adapts solutions that had been used to solve old problems to solve new problems.

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Support vector machines (SVM)have a solid mathematical foundation in statistical learning theory,but are too complex for use in real-world applications.

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Which of the following is a limitation of GA?

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Machine learning is a family of artificial intelligence technologies that is primarily concerned with:

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Genetic algorithms (GA)are a part of global search techniques that are used to find or produce the best solution to a specific problem.

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________ segmentation is one of the unsupervised machine learning methods wherein data is put into several groups based on their similarity.

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A hyperplane is a geometric concept commonly used to describe the separation surface between different classes of things within a multidimensional space.

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A chromosome in a genetic algorithm refers to ________.

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The basic principle of machine learning is that there are data that preserve previous decision experience,and these experience-based records are called ________.

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________ is one of the unintended by-products of the information age characterized by huge volumes of information that cross the desks of mangers and decision makers.

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The thinking behind fuzzy logic is that decision making is not always a matter of crisp logic,e.g.,black or white or true or false.It often involves tones of gray and varying degrees of truth.

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The foundation of case-based reasoning (CBR)is a repository or library of cases called a case base that contains a number of previous cases for decision making.

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Fuzzy sets use a spectrum of possible values called ________.

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In SVM,kernel trick allows us to construct a decision surface that is 3D in the feature space while it is inherently nonlinear in the original input space.

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The foundation of case-based reasoning is a library of cases called ________.

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In supervised learning:

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