Books > Humanities > Philosophy > Topics in philosophy > Epistemology, theory of knowledge
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Causality, Probability, and Time (Paperback)
Loot Price: R1,154
Discovery Miles 11 540
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Causality, Probability, and Time (Paperback)
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Total price: R1,174
Discovery Miles: 11 740
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Causality is a key part of many fields and facets of life, from
finding the relationship between diet and disease to discovering
the reason for a particular stock market crash. Despite centuries
of work in philosophy and decades of computational research,
automated inference and explanation remains an open problem. In
particular, the timing and complexity of relationships has been
largely ignored even though this information is critically
important for prediction, explanation, and intervention. However,
given the growing availability of large observational datasets
including those from electronic health records and social networks,
it is a practical necessity. This book presents a new approach to
inference (finding relationships from a set of data) and
explanation (assessing why a particular event occurred), addressing
both the timing and complexity of relationships. The practical use
of the method developed is illustrated through theoretical and
experimental case studies, demonstrating its feasibility and
success.
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