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Urban congestion is a growing and seemingly intractable problem. This award-winning paper interweaves traffic data collection with data mining and operations research techniques to quantify the value of dynamic and time-sensitive information in city logistics.
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The techniques and methods presented for knowledge elicitation, model construction and verification, modeling techniques and... Læs mere
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Statistical Decision Problems presents a quick and concise introduction into the theory of risk, deviation and error measures that play a key role in statistical decision problems.
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Big Data Analytics with Spark is a step-by-step guide for learning Spark, which is an open-source fast and general-purpose cluster computing framework for large-scale data analysis.
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Predictive Analytics with Microsoft Azure Machine Learning, Second Edition is a practical tutorial introduction to the field of data science and machine learning, with a focus on building and deploying predictive models.
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This edited volume, contributed by prominent researchers in this field, presents a wide selection of topics on social network data mining such as Structural Properties of... Læs mere
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Text mining applications have experienced tremendous advances because of web 2.0 and social networking applications. Mining Text Data introduces an important niche in the text analytics... Læs mere
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In a nutshell, we identify at least three reasons for the success of SVMs: their ability to learn well with only a very small number of free parameters, their robustness against... Læs mere
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The first part will review several basic concepts and methods related to collective view prediction, such as state-of-the-art recommender systems, sentimental... Læs mere
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We have developed various multilingual data mining, text mining, and web mining techniques to perform link analysis, content analysis, web metrics (technical sophistication) analysis, sentiment analysis, authorship analysis, and video analysis in our research.
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The techniques and methods presented for knowledge elicitation, model construction and verification, modeling techniques and... Læs mere