منابع مشابه
Pervasive Data Science: New Challenges at the Intersection of Data Science and Pervasive Computing
Technology is increasingly enabling us to instrument our physical environment with complex sensors and actuators, creating a connected world that generates huge volumes of complex data. In this article we describe a number of opportunities and challenges that this new data-rich world brings to pervasive computing and highlight the emergence of a new field of pervasive data science.
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• " … make a computer so imbedded, so fitting, so natural, that we use it without even thinking about it. " • " Ubiquitous (pervasive) computing is roughly the opposite of virtual reality. Where virtual reality puts people inside a computer-generated world, ubiquitous computing forces the computer to live out here in the world with people. " – Mark Weiser, Xerox PARC
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The emergence of pervasive networked data sources, such as web services, sensors, and mobile devices, enables context-sensitive, mobile applications. We have developed a programming model for writing such applications, in which entities called composers accept data from one or more sources, and act as sources of higher-level data. We have defined and implemented a nonprocedural language, iQL, s...
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Data science has attracted a lot of attention, promising to turn vast amounts of data into useful predictions and insights. In this article, we ask why scientists should care about data science. To answer, we discuss data science from three perspectives: statistical, computational, and human. Although each of the three is a critical component of data science, we argue that the effective combina...
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ژورنال
عنوان ژورنال: IEEE Pervasive Computing
سال: 2017
ISSN: 1536-1268
DOI: 10.1109/mprv.2017.2940956