A new non-parametric method for reducing the number of dimensions in binary and continuous data, and for measuring the complexity of binary and continuous datasets, is introduced. The method, named Structural Manifold...
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ISBN:
(纸本)9781509006212
A new non-parametric method for reducing the number of dimensions in binary and continuous data, and for measuring the complexity of binary and continuous datasets, is introduced. The method, named Structural Manifold Analysis (SMA), is based on "Generalized Invariance Structure Theory" [1-6], a theory that has been successful in characterizing and accurately predicting human concept learning and categorization performance. SMA is unique among data reduction and classification methods because it determines the degree of "diagnosticity" or classification potential of each of the dimensions in a multidimensional dataset up to a pre-specified discrimination resolution threshold. We compared SMA to five classical and recent dimensionality reductions methods using supervised and unsupervised classification techniques on 304 actual and simulated datasets. Overall, SMA performed as well as or better than any of the five methods tested while providing significant advantages over each.
Reconstruction of biological and biochemical networks is a crucial step in extracting knowledge and causal information from large biological data sets. This task is particularly challenging when dealing with time-seri...
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With the rapid development of Internet of things (IoT), Radio Frequency Identification (RFID) has become one of the most significant information technologies in the 21st century. However, more and more privacy threats...
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Augmented Reality is a technology that allows users to see the real world, with virtual objects placed on it or combined with the real world. Augmented Reality itself can be applied to various things, including as an ...
Augmented Reality is a technology that allows users to see the real world, with virtual objects placed on it or combined with the real world. Augmented Reality itself can be applied to various things, including as an educational media. In the field of education, technology can be used a culture introduction to society. One part of Indonesian culture is traditional houses. Traditional house is a building that symbolizes the culture of the local community. In North Sumatra itself, there are several traditional houses that have different forms. The use of Vuforia SDK in the construction of this application can display augmented objects in the form of 3-dimentional objects and also provide information on the house. This application will run on the Android mobile platform to make it easier for users to access it. In addition, users can choose their own objects to be used as markers to make the application use much easier.
Introduction The ease of imaging the retinal vasculature, and the evolving evidence suggesting this microvascular bed might reflect the cerebral microvasculature, presents an opportunity to investigate cerebrovascular...
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The proportional-integral-derivative (PID) controller has extensively been used in the process industries and is taught in most undergraduate engineering and engineering technology programs. Various PID design/tuning ...
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