Event Mining for Explanatory Modeling / Laleh Jalali, Ramesh Jain.

Format:

Book

Author/Creator:

Jalali, Laleh, author.

Series:

ACM books - Collection 2 ; #35.

ACM books, 2374-6777 ; #35

Language:

English

Subjects (All):

Event Mining (Computer Science).

Genre:

Electronic books.

Physical Description:

1 online resource (xvi, 146 pages) LuaTEX

Edition:

First Edition

Place of Publication:

[New York, NY, USA] : Association for Computing Machinery; [2021].

System Details:

Mode of access: World Wide Web

System requirements: Adobe Acrobat Reader

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

3.4 Pattern Discovery

3.5 Different Types of Patterns

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

5.2 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

6.2 Architecture

6.3 Core Processing and Language Syntax

6.4 Interactive Event Mining Process

6.5 Case Studies with EventMiner

7 Conclusion and Future Direction

Bibliography

Authors' Biography

Index

Other Format:

Print version:

ISBN:

3462257

9781450384858

9781450384841

Access Restriction:

Restricted for use by site license.