Data Science students and practitioners want to find a forecast that “works” and don’t want to be constrained to a single forecasting strategy, Time Series for Data Science: Analysis and Forecasting discusses techniques of ensemble modelling for combining information from several strategies. Covering time series regression models, exponential smoothing, Holt-Winters forecasting, and Neural Networks. It places a particular emphasis on classical ARMA and ARIMA models that is often lacking from other textbooks on the subject. This book is an accessible guide that doesn’t require a background in calculus to be engaging but does not shy away from deeper explanations of the techniques discussed. Features: Provides a thorough coverage and comparison of a wide array of time series models and methods: Exponential Smoothing, Holt Winters, ARMA and ARIMA, deep learning models including RNNs, LSTMs, GRUs, and ensemble models composed of combinations of these models. Introduces the factor table representation of ARMA and ARIMA models. This representation is not available in any other book at this level and is extremely useful in both practice and pedagogy. Uses real world examples that can be readily found via web links from sources such as the US Bureau of Statistics, Department of Transportation and the World Bank. There is an accompanying R package that is easy to use and requires little or no previous R experience. The package implements the wide variety of models and methods presented in the book and has tremendous pedagogical use.
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First major publication on Philip Trusttum ever to be produced. It is comprised of preface by Sir James Wallace, foreword by Peter Ireland and text by Dr Robin Woodward as well as a over 120 colour plates of Philip Trusttum's work.
As religiously grounded moral arguments have become ever more influential factors in the national debate-particularly reinforced by recent presidential elections and the creation of the faith-based initiative office in the White House-journalists' ignorance about theological convictions has often worked to distort the public discourse on important policy issues. Pope John Paul II's pronouncements on stem-cell research, the constitutional controversies regarding faith-based initiatives, the emerging participation of Muslims in American life-issues like these require political journalists in print and broadcast media to cover religious contexts that many admit they are ill-equipped to understand. Put differently, these news events reflect subtle theological nuances and deep faith commitments that shape the activities of religious believers in the public square. Inasmuch as a faith tradition is an active or significant participant in the public arena, journalists will need to better understand the theological sources and religious convictions that motivate this political activity. The current national discourse has brought faith and its relationship to public policy to the forefront of our daily news. Since 1999, the Ethics and Public Policy Center, through the generosity of the Pew Charitable Trusts, has hosted six conferences for national journalists to help raise the level of their reporting by increasing their understanding of religion, religious communities, and the religious convictions that inform the political activity of devout believers. This book contains the presentations and conversations that grew out of those conferences.
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