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Event Mining for Explanatory Modeling
| Event Mining for Explanatory Modeling |
| Autore | Jalali Laleh |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | San Rafael : , : Morgan & Claypool Publishers, , 2021 |
| Descrizione fisica | 1 online resource (163 pages) |
| Disciplina | 003.3 |
| Altri autori (Persone) | JainRamesh |
| Collana | ACM Bks. |
| Soggetto topico |
Computer simulation
Data logging Data mining |
| ISBN |
9781450384858
1450384854 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
Intro -- Event Mining for Explanatory Modeling -- Contents -- Preface -- 1 Introduction -- 1.1 Correlation is the Mother of Causality -- 1.2 Explanatory Modeling versus Predictive Modeling -- 1.3 Logs are the Source of Knowledge -- 1.4 From Logs to Chronicles to Models -- 1.5 The Importance of an Event Language for Explanatory Modeling -- 2 Think Events: From Signals to Events -- 2.1 Events in the Human World -- 2.2 Events in the Cyber World -- 2.3 Why an Event Model? -- 2.4 An Overview of Event Models -- 3 Event Mining and Pattern Discovery -- 3.1 An Example of Asthma Risk Factor Patterns -- 3.2 Temporal Knowledge Representation -- 3.3 Temporal Data Prediction -- 3.3.1 Sequence Classification -- 3.3.2 Sequence Clustering -- 3.4 Pattern Discovery -- 3.4.1 Association Rule Mining -- 3.4.2 Sequence Mining -- 3.4.3 Frequent Episode Mining -- 3.5 Different Types of Patterns -- 3.5.1 T-Patterns -- 3.5.2 Cyclic Patterns -- 3.5.3 Sequential Patterns with Time Constraints -- 3.6 Revisiting Asthma Risk Factor Patterns -- 4 Design Principles of Event Mining Systems -- 4.1 Data Fusion and Transformation -- 4.2 Extensibility and Reusability -- 4.3 Interactive Process -- 4.4 Human-centered Analysis -- 4.5 Event Mining Architecture -- 5 Event Mining Applications -- 5.1 Healthcare and Medicine -- 5.1.1 Exploratory Techniques -- 5.1.2 Predictive Techniques -- 5.2 Biological Data Analysis -- 5.3 Predictive Maintenance -- 5.4 Business Intelligence -- 5.5 Computer Networks -- 6 EventMiner Framework -- 6.1 Data Models and Pattern Operators -- 6.1.1 Time Model -- 6.1.2 Event Model -- 6.1.3 Hypotheses-driven Operators -- 6.1.3.1 Selection Operation (ρ.P) -- 6.1.3.2 Sequence Operation (ρ1 -- ρ2) -- 6.1.3.3 Conditional Sequence Operation (ρ1 -- ωΔt1 ρ2) -- 6.1.3.4 Concurrency Operation (ρ1 ⊥⊥ ρ2) -- 6.1.3.5 Alternation (ρ1 | ρ2) -- 6.1.3.6 Time (ωτ ρ).
6.1.4 Data-driven Operators -- 6.1.4.1 Sequential Co-occurrence SEQ_CO[Δt](ES, ES′) -- 6.1.4.2 Concurrent Co-occurrence CON_CO(ES, ES′) -- 6.2 Architecture -- 6.3 Core Processing and Language Syntax -- 6.4 Interactive Event Mining Process -- 6.5 Case Studies with EventMiner -- 6.5.1 Asthma Risk Management -- 6.5.1.1 Motivation of the Study -- 6.5.1.2 Applying EventMiner -- 6.5.1.3 Data Pre-processing -- 6.5.1.4 Topic Modeling -- 6.5.1.5 Environmental Event Stream Modeling -- 6.5.1.6 Data-driven Risk Factor Recognition -- 6.5.2 Objective Self: One Step Beyond Quantified Self -- 6.5.2.1 Quantified Self -- 6.5.2.2 Objective Self Has Arrived -- 6.5.2.3 An Architecture for Objective Self -- 6.5.2.4 Life Event Recognition -- 6.5.2.5 Formal Concept Analysis -- 6.5.2.6 Co-occurrence Behavior Patterns -- 6.5.2.7 Processing Co-occurrence Patterns -- 6.5.2.8 Data Collection -- 6.5.2.9 Sequential Co-occurrence: Commute Behavior and Activity Trends -- 6.5.2.10 Concurrent Co-occurrence: Multitasking Behavior -- 6.5.2.11 Patterns Across a Group of Users -- 6.5.2.12 The Effect of Environmental Factors on Behavior -- 7 Conclusion and Future Direction -- Bibliography -- Authors' Biographies -- Index. |
| Record Nr. | UNINA-9911046718503321 |
Jalali Laleh
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| San Rafael : , : Morgan & Claypool Publishers, , 2021 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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ICIMCS 2015 : proceedings of the 7th International Conference on Internet Multimedia Computing and Service : August 19 - 21, 2015, Zhangjiajie Campus, Ji Shou University, Zhangjiajie City, Hunan, China
| ICIMCS 2015 : proceedings of the 7th International Conference on Internet Multimedia Computing and Service : August 19 - 21, 2015, Zhangjiajie Campus, Ji Shou University, Zhangjiajie City, Hunan, China |
| Autore | Jain Ramesh |
| Pubbl/distr/stampa | [Place of publication not identified], : ACM, 2015 |
| Descrizione fisica | 1 online resource (397 pages) |
| Collana | ACM Other conferences |
| Soggetto topico |
Computer Science
Engineering & Applied Sciences |
| ISBN | 1-4503-3528-4 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Altri titoli varianti |
International Conference on Internet Multimedia Computing and Service, Zhangjiajie, Hunan, China - August 19 - 21, 2015
ICIMCS '15 Proceedings of the 7th International Conference on Internet Multimedia Computing and Service International Conference on Internet Multimedia Computing and Service 2015 |
| Record Nr. | UNINA-9910376549903321 |
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Jain Ramesh
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| [Place of publication not identified], : ACM, 2015 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Proceedings of the 10th International Conference on Mobile and Ubiquitous Multimedia
| Proceedings of the 10th International Conference on Mobile and Ubiquitous Multimedia |
| Autore | Dai Qionghai |
| Pubbl/distr/stampa | [Place of publication not identified], : ACM, 2011 |
| Descrizione fisica | 1 online resource (242 pages) |
| Collana | ACM Other conferences |
| Soggetto topico |
Electrical & Computer Engineering
Engineering & Applied Sciences Telecommunications |
| ISBN | 1-4503-1096-6 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Altri titoli varianti | MUM'11 The International Conference on Mobile and Ubiquitous Multimedia, Beijing, China, December 07 - 09, 2011 |
| Record Nr. | UNINA-9910376129903321 |
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Dai Qionghai
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| [Place of publication not identified], : ACM, 2011 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Proceedings of the 2011 Joint ACM Workshop on Modeling and Representing Events
| Proceedings of the 2011 Joint ACM Workshop on Modeling and Representing Events |
| Autore | Mezaris Vasileios |
| Pubbl/distr/stampa | [Place of publication not identified], : ACM, 2011 |
| Descrizione fisica | 1 online resource (52 pages) |
| Collana | ACM Conferences |
| Soggetto topico |
Engineering & Applied Sciences
Computer Science |
| ISBN | 1-4503-0996-8 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Altri titoli varianti | Proceedings of the 2011 Joint Association for Computing Machinery Workshop on Modeling and Representing Events |
| Record Nr. | UNINA-9910376124403321 |
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Mezaris Vasileios
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| [Place of publication not identified], : ACM, 2011 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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Situation Recognition Using EventShop / / by Vivek K. Singh, Ramesh Jain
| Situation Recognition Using EventShop / / by Vivek K. Singh, Ramesh Jain |
| Autore | Singh Vivek K |
| Edizione | [1st ed. 2016.] |
| Pubbl/distr/stampa | Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 |
| Descrizione fisica | 1 online resource (152 p.) |
| Disciplina | 004 |
| Soggetto topico |
Multimedia systems
User interfaces (Computer systems) Multimedia Information Systems User Interfaces and Human Computer Interaction |
| ISBN | 3-319-30537-9 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto | Introduction -- Understanding and Using Situations -- Related Work on Situation Recognition -- Overall Framework for Situation Recognition: Overview -- Situation Modeling -- Data Representation and Situation Recognition Operators -- EventShop: System Architecture -- Using EventShop -- Case Studies: Using EventShop for Creating Multiple Situation Recognition Applications -- Research Directions: Challenges and Opportunities. |
| Record Nr. | UNINA-9910254992703321 |
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Singh Vivek K
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| Cham : , : Springer International Publishing : , : Imprint : Springer, , 2016 | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
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