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Event Mining Explanatory Modeling by Jalali Laleh (53 results)
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Event Mining for Explanatory Modeling
Published by Association of Computing Machinery,U.S., US, 2021
ISBN 10: 1450384838 ISBN 13: 9781450384834
Language: English
Paperback. Condition: New. This book introduces the concept of Event Mining for building explanatory models from analyses of correlated data. Such a model may be used as the basis for predictions and corrective actions. The idea is to create, via an iterative process, a model that explains causal relationships in the form of structural and temporal patterns in the data. The first phase is the data-driven process of hypothesis formation, requiring the analysis of large amounts of data to find strong candidate hypotheses. The second phase is hypothesis testing, wherein a domain expert's knowledge and judgment is used to test and modify the candidate hypotheses.The book is intended as a primer on Event Mining for data-enthusiasts and information professionals interested in employing these event-based data analysis techniques in diverse applications. The reader is introduced to frameworks for temporal knowledge representation and reasoning, as well as temporal data mining and pattern discovery. Also discussed are the design principles of event mining systems. The approach is reified by the presentation of an event mining system called EventMiner, a computational framework for building explanatory models. The book contains case studies of using EventMiner in asthma risk management and an architecture for the objective self. The text can be used by researchers interested in harnessing the value of heterogeneous big data for designing explanatory event-based models in diverse application areas such as healthcare, biological data analytics, predictive maintenance of systems, computer networks, and business intelligence.
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Event Mining for Explanatory Modeling (ACM Collection II)
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Condition: New. pp. 164.
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Event Mining for Explanatory Modeling
Published by Association of Computing Machinery,U.S., US, 2021
ISBN 10: 1450384838 ISBN 13: 9781450384834
Language: English
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Add to basketPaperback. Condition: New. This book introduces the concept of Event Mining for building explanatory models from analyses of correlated data. Such a model may be used as the basis for predictions and corrective actions. The idea is to create, via an iterative process, a model that explains causal relationships in the form of structural and temporal patterns in the data. The first phase is the data-driven process of hypothesis formation, requiring the analysis of large amounts of data to find strong candidate hypotheses. The second phase is hypothesis testing, wherein a domain expert's knowledge and judgment is used to test and modify the candidate hypotheses.The book is intended as a primer on Event Mining for data-enthusiasts and information professionals interested in employing these event-based data analysis techniques in diverse applications. The reader is introduced to frameworks for temporal knowledge representation and reasoning, as well as temporal data mining and pattern discovery. Also discussed are the design principles of event mining systems. The approach is reified by the presentation of an event mining system called EventMiner, a computational framework for building explanatory models. The book contains case studies of using EventMiner in asthma risk management and an architecture for the objective self. The text can be used by researchers interested in harnessing the value of heterogeneous big data for designing explanatory event-based models in diverse application areas such as healthcare, biological data analytics, predictive maintenance of systems, computer networks, and business intelligence.
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Event Mining for Explanatory Modeling (ACM Books)
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Event Mining for Explanatory Modeling
Published by Association for Computing Machinery, 2021
ISBN 10: 145038482X ISBN 13: 9781450384827
Language: English
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Event Mining for Explanatory Modeling (ACM Books)
Published by Association for Computing Machinery, 2021
ISBN 10: 145038482X ISBN 13: 9781450384827
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Event Mining for Explanatory Modeling (ACM Books)
Published by Association for Computing Machinery, 2021
ISBN 10: 145038482X ISBN 13: 9781450384827
Language: English
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Event Mining for Explanatory Modeling
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Event Mining for Explanatory Modeling
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Event Mining for Explanatory Modeling (ACM Books)
Published by Association for Computing Machinery, 2021
ISBN 10: 145038482X ISBN 13: 9781450384827
Language: English
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Event Mining for Explanatory Modeling
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Event Mining for Explanatory Modeling
Published by Association for Computing Machinery, 2021
ISBN 10: 145038482X ISBN 13: 9781450384827
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Event Mining for Explanatory Modeling (ACM Collection II)
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Event Mining for Explanatory Modeling
Published by Association for Computing Machinery, 2021
ISBN 10: 145038482X ISBN 13: 9781450384827
Language: English
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Event Mining for Explanatory Modeling
Published by Association of Computing Machinery,U.S., US, 2021
ISBN 10: 145038482X ISBN 13: 9781450384827
Language: English
Hardback. Condition: New. This book introduces the concept of Event Mining for building explanatory models from analyses of correlated data. Such a model may be used as the basis for predictions and corrective actions. The idea is to create, via an iterative process, a model that explains causal relationships in the form of structural and temporal patterns in the data. The first phase is the data-driven process of hypothesis formation, requiring the analysis of large amounts of data to find strong candidate hypotheses. The second phase is hypothesis testing, wherein a domain expert's knowledge and judgment is used to test and modify the candidate hypotheses.The book is intended as a primer on Event Mining for data-enthusiasts and information professionals interested in employing these event-based data analysis techniques in diverse applications. The reader is introduced to frameworks for temporal knowledge representation and reasoning, as well as temporal data mining and pattern discovery. Also discussed are the design principles of event mining systems. The approach is reified by the presentation of an event mining system called EventMiner, a computational framework for building explanatory models. The book contains case studies of using EventMiner in asthma risk management and an architecture for the objective self. The text can be used by researchers interested in harnessing the value of heterogeneous big data for designing explanatory event-based models in diverse application areas such as healthcare, biological data analytics, predictive maintenance of systems, computer networks, and business intelligence.
-
Event Mining for Explanatory Modeling
Published by Association for Computing Machinery, 2021
ISBN 10: 145038482X ISBN 13: 9781450384827
Language: English
Condition: New. pp. 164.
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Event Mining for Explanatory Modeling
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