Rare Association Rule Mining and Knowledge Discovery: Technologies for Infrequent and Critical Event Detection | by Yun Sing Koh and Nathan Rountree | ISBN: 9781605667546. A Multi-Methodological Approach to Rare Association Rule Mining. Mining Unexpected Sequential Patterns and Implication Rules.
Rare Association Rule Mining and Knowledge Discovery: Technologies for Infrequent and Critical Event Detection
by Yun Sing Koh and Nathan Rountree
2010 (319 pages)
ISBN:9781605667546
Covering a comprehensive range of topics, this book provides readers with an in-depth compendium of current issues, trends, and technologies in association rule mining.
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Rare Association Rule Mining and Knowledge Discovery—Technologies for Infrequent and Critical Event Detection
Foreword
Preface
Section 1 – Beyond the Support-Confidence Framework
Chapter 1 – Rare Association Rule Mining—An Overview
ABSTRACT
INTRODUCTION
RARE ITEM PROBLEM
CONCLUSION
FURTHER INFORMATION
REFERENCES
Chapter 2 – Association Rule and Quantitative Association Rule Mining among Infrequent Items
ABSTRACT
INTRODUCTION
BASIC CONCEPTS AND TERMINOLOGY
PRUNING STRATEGIES
CORRELATION ANALYSIS
DISCOVERING ASSOCIATION RULES AMONG INFREQUENT ITEMS
EXPERIMENTAL EVALUATION AND PERFORMANCE STUDY
QUANTITATIVE ASSOCIATION RULE MINING AMONG INFREQUENT ITEMS
CONCLUSION AND FUTURE WORK
REFERENCES
Chapter 3 – Replacing Support in Association Rule Mining
ABSTRACT
INTRODUCTION
RELATED WORK
CONCLUSION
REFERENCES
Chapter 4 – Effective Mining of Weighted Fuzzy Association Rules
ABSTRACT
INTRODUCTION
BACKGROUND AND RELATED WORK
PROBLEM DEFINITION
CONCLUSION
REFERENCES
Section 2 – Dealing with Imbalanced Datasets
Chapter 5 – Rare Class Association Rule Mining with Multiple Imbalanced Attributes
ABSTRACT
INTRODUCTION
RELATED WORKS
RULES WITH IMBALANCED ATTRIBUTES
CONCLUSION
ACKNOWLEDGMENT
REFERENCES
Chapter 6 – A Multi-Methodological Approach to Rare Association Rule Mining
ABSTRACT
INTRODUCTION
RELATED WORK
CONCLUSIONS AND DIRECTIONS FOR FUTURE WORK
REFERENCES
Chapter 7 – Finding Minimal Infrequent Elements in Multi–Dimensional Data Defined Over Partially Ordered Sets and Its Applications
ABSTRACT
INTRODUCTION
DATABASES DEFINED ON PRODUCTS OF PARTIALLY ORDERED SETS
APPLICATIONS
COMPLEXITY
CONCLUSION
REFERENCES
Section 3 – Rare, Anomalous, and Interesting Patterns
Chapter 8 – Discovering Interesting Patterns in Numerical Data with Background Knowledge
ABSTRACT
INTRODUCTION
BACKGROUND
CONCLUSION
REFERENCES
Chapter 9 – Mining Rare Association Rules by Discovering Quasi–Functional Dependencies—An Incremental Approach
ABSTRACT
INTRODUCTION
BACKGROUND
OUTLIER DETECTION
INCREMENTAL OUTLIER DETECTION
EXPERIMENTAL RESULTS
CONCLUSION AND FUTURE WORK
REFERENCES
Chapter 10 – Mining Unexpected Sequential Patterns and Implication Rules
ABSTRACT
INTRODUCTION
RELATED WORK
CONCLUSION
REFERENCES
Chapter 11 – Mining Hidden Association Rules from Real-Life Data
ABSTRACT
INTRODUCTION
BACKGROUND
DEFINITIONS OF ANOMALOUS RULES
RESULTS AND DISCUSSION
FUTURE TRENDS
CONCLUSION
ACKNOWLEDGMENT
REFERENCES
Chapter 12 – Strong Symmetric Association Rules and Interestingness Measures
ABSTRACT
INTRODUCTION
BACKGROUND
STRONG SYMMETRIC ASSOCIATION RULES AND MEASURING INTERESTINGNESS
CONCLUSION
FUTURE WORK
REFERENCES
Section 4 – Critical Event Detection and Applications
Chapter 13 – He Wasn’t There Again Today
ABSTRACT
INTRODUCTION
MARKET BASKETS VS. ADVERSE REACTIONS
CONCLUSION
REFERENCES
Chapter 14 – Filtering Association Rules by Their Semantics and Structures
ABSTRACT
INTRODUCTION
BACKGROUND AND LITERATURE SURVEY
A CASE STUDY
CONCLUSION
REFERENCES
Chapter 15 – Creating Risk-Scores in Very Imbalanced Datasets—Predicting Extremely Violent Crime Among Criminal Offenders Following Release from Prison
ABSTRACT
INTRODUCTION AND BACKGROUND
MEASURING PERFORMANCE IN IMBALANCED DATASETS
ALGORITHMS
FINDING CUT-POINTS ON AUC OPTMIZED RISK SCORES
CONTEXTUAL ISSUES IN CRIMINAL JUSTICE REGARDING VIOLENT CRIME PREDICTION
CASE STUDY
CONCLUSION
REFERENCES
Chapter 16 – Boosting Prediction Accuracy of Bad Payments in Financial Credit Applications
ABSTRACT
INTRODUCTION
CONCLUSION AND FUTURE WORK
REFERENCES
Compilation of References
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Multimodal Human Computer Interaction and Pervasive Services | by Patrizia Grifoni (ed) | 2009 | ISBN: 9781605663869. How to Make the Web Accessible to the Visually Impaired. How to Design Contextualized Interaction for Learning. Mobile Multimodal Social Services. On-Board Vehicle Multimodal Interaction System.
Multimodal Human Computer Interaction and Pervasive Services
by Patrizia Grifoni (ed)
2009 (538 pages)
ISBN:9781605663869
Addressing the many challenges of multimodal systems with a particular focus on mobile devices, this book provides theoretical and practical concepts, methodologies, and applications used to design and develop multimodal systems.
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Multimodal Human Computer Interaction and Pervasive Services
Preface
OVERVIEW
BOOK OBJECTIVE
AUDIENCE
ORGANIZATION
Section I – Multimodality—Basic Concepts
Chapter I – A Qualitative Study of the Applicability of Technology Acceptance Models to Senior Mobile Phone Users
ABSTRACT
INTRODUCTION
TECHNOLOGY ADOPTION PROCESSES
TECHNOLOGY ACCEPTANCE MODELS
CONTEXT OF THE SENIOR ADULT
THE QUALITATIVE STUDY
DISCUSSION
PROPOSING STAM
CONCLUSION
ACKNOWlEDGMENT
REFERENCES
ENDNOTE
APPENDIX A: QUESTIONNAIRE
Chapter II – Analyzing Multimodal Interaction
ABSTRACT
INTRODUCTION AND BACKGROUND
HUMAN INPUT MODALITIES AND LEVELS OF INTERACTION
MULTIMODAL SYSTEM ARCHITECTURE
SEMANTIC-BASED MULTIMODAL INTERACTION PATTERNS
MULTIMODAL INTERACTION IN THE SEMANTIC WEB
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter III – Exploring Multimodal Input Fusion Strategies
ABSTRACT
INTRODUCTION
BACKGROUND
DATA FUSION LEVELS IN MULTIMODAL FUSION
MATHEMATICAL METHODS IN MULTIMODAL FUSION
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter IV – An Efficient Unification-Based Multimodal Language Processor for Multimodal Input Fusion
ABSTRACT
INTRODUCTION TO MULTIMODAL INPUT FUSION
BACKGROUND AND PRELIMINARY NOTIONS
POLYNOMIAL UNIFICATION-BASED MULTIMODAL PARSING PROCESSOR
EXPERIMENTS
FUTURE TRENDS OF MMIF
CONClUSIONS AND FUTURE WORKS
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter V – Interpretation Methods and Ambiguity Management in Multimodal Systems
ABSTRACT
INTRODUCTION
MEANINGFUL FEATURES OF INTERPRETATION METHODS
AMBIGUITIES CONNECTED TO THE INTERPRETATION PROCESS
HOW METHODS DEAL CLASSES OF AMBIGUITIES
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter VI – Multimodal Fission
ABSTRACT
INTRODUCTION
FROM DISCOURSE STRUCTURE TO INTONATION
VISUAL INFORMATION AND FISSION
FROM MULTIMODAL INTERACTION TO MULTIMODAL FISSION
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter VII – Machine Learning Enhancing Adaptivity of Multimodal Mobile Systems
ABSTRACT
MOTIVATION
RELATED WORK
BUILDING THE STATIC PROFILE
INDUCING THE BEHAVIORAL PROFILE
DISCUSSION AND CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter VIII – Model-Based Design for Multimodal Interaction in a VE
ABSTRACT
INTRODUCTION
MODEL-BASED USER INTERFACE DESIGN
MODEL-BASED DESIGN OF A VIRTUAL ENVIRONMENT
NIMMIT, NOTATION FOR MULTIMODAL INTERACTION TECHNIQUES
CONTEXTUAL AND SEMANTIC INFORMATION
TOOL SUPPORT
CASE STUDIES
DISCUSSION AND FUTURE DIRECTIONS
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter IX – Temporal and Spatial Aspects of Pointing Gestures
ABSTRACT
INTRODUCTION
BACKGROUND: POINTING IN THE CONTEXT OF MULTIMODAL HCI
COMPONENTS OF THE POINTING GESTURE
POINTING IN MULTIMODAL HCI APPLICATIONS
ASPECTS OF POINTING ACTIONS
SPATIAL ASPECTS OF POINTING
THE ORGANISATION OF POINTING
FEEDBACK TIME
SELECTION GRANULARITY
CALIBRATION DISTANCE
DESIGN RECOMMENDATIONS
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Section II – From Unimodal to Multimodal Interaction—Applications and Services
Chapter X – Speech and Gaze Control for Desktop Environments
ABSTRACT
INTRODUCTION
BACKGROUND
RELATED WORKS
THE PROPOSED SYSTEM
EXPERIMENTAL EVALUATION
CONCLUSION
ACKNOWLEDGMENT
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter XI – Multimodality and Environment Semantics
ABSTRACT
INTRODUCTION
STATE OF ART
DEFINING THE REQUIREMENTS
MAPPING THE REAL WORLD WITH A SEMANTIC VIRTUAL WORLD
EXTRACTING AND PRESENTING NAVIGATIONAL INFORMATION
A CASE STUDY: NAVIGATING THROUGH VENICE
CONCLUSION
ACKNOWlEDGMENT
REFERENCES
KEY TERMS AND DEFINITIONS
ENDNOTES
Chapter XII – An Ontology Supporting an On-Board Vehicle Multimodal Interaction System
ABSTRACT
INTRODUCTION
ADVANCED DRIVER ASSISTANCE SYSTEMS
THE ROLE OF ONTOLOGIES
WHAT IS AN ONTOLOGY?
ADOPTED DESIGN METHODOLOGY
THE ON-BOARD SYSTEM AND ITS ONTOLOGIES
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter XIII – Designing Pervasive and Multimodal Interactive Systems—An Approach Built on the Field
ABSTRACT
INTRODUCTION
RELATED WORKS
THE SSW METHODOLOGY
SYSTEMS’ ARCHITECTURE
ANNOTATION: A PRIMITIVE OPERATOR
THE EXPERIENCES GAINED ON THE FIELD
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter XIV – Making the Web Accessible to the Visually Impaired
ABSTRACT
INTRODUCTION
ACCESSIBILITY TO THE WEB OR E-ACCESSIBILITY
METHODOLOGY
MODELS
VISUALLY IMPAIRED-MACHINE INTERACTION
USABILITY
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter XV – Designing Contextualized Interaction for Learning
ABSTRACT
INTRODUCTION
BACKGROUND AND RElATED WORK
A DESIGN METHODOLOGY FOR CONTEXTUALIZED INTERACTION
CONClUSION AND FUTURE TRENDS
REFERENCES
Section III – Multimodal Interaction in Mobile Environment
Chapter XVI – Speech Driven Interaction in Mobile Multimodality
ABSTRACT
INTRODUCTION
BACKGROUND
ARCHITECTURE
FUTURE TRENDS
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter XVII – Providing Mobile Multimodal Social Services Using a Grid Architecture
ABSTRACT
INTRODUCTION
MULTIMODAL ARCHITECTURE OVERVIEW
INPUT CHANNELS
OUTPUT PROCESS
BACK-END ARCHITECTURAL OVERVIEW
SCENARIO
CONCLUSION AND FUTURE WORK
REFERENCES
Chapter XVIII – Benefits, Challenges, and Research in Multimodal Mobile GIS
ABSTRACT
INTRODUCTION
MOBILE GIS INTERFACE DESIGN: BENEFITS AND CHALLENGES OF MULTIMODAL INTERACTION
THE COMPASS MULTIMODAL INTERFACE
RELATED RESEARCH
CONCLUSION AND FUTURE WORK
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter XIX – Adapted Multimodal End-User Interfaces for XML-Content
ABSTRACT
ADAPTED MULTIMODAL END-USER INTERFACES FOR XML-CONTENT
CONTEXT OF WORK AND TERMINOLOGY
RELATED WORK
DESIGN GUIDELINES FOR PERSONALIZATION SYSTEMS
IDENTIFICATION OF TASKS AND CONNECTED PERSONALIZATION REQUIREMENTS (G1)
THE CONCEPTS OF PROFILE, POLICY AND THEIR REPRESENTATIONS FOR XML (G2)
FROM THE END-USER REQUIREMENTS TO THE GENERATION OF ADAPTED USER INTERFACES
EVALUATION
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
ENDNOTES
Chapter XX – Mobile Virtual Blackboard as Multimodal User Interface
ABSTRACT
INTRODUCTION
MULTIMEDIA COMMUNICATION AND USER INTERFACE
RELATED WORK
MOBILE VIRTUAL BLACKBOARD ARCHITECTURE
MOBILE VIRTUAL BLACKBOARD DESIGN
MULTIMODAL AGENT-BASED USER INTERFACE MANAGEMENT
MOBILE BLACKBOARD IMPLEMENTATION
EVALUATION OF THE MOBILE VIRTUAL BLACKBOARD
CONCLUSION
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter XXI – Mobile Devices to Support Advanced Forms of E-Learning
ABSTRACT
INTRODUCTION
BACKGROUND
MOBILE LEARNING: THE NEXT GENERATION OF LEARNING
MOBILE LEARNING: ADVANTAGES AND LIMITATIONS
COLLABORATIVE APPROACH OF MOBILE LEARNING
DIFFERENT CONTEXTS OF USE OF MOBILE LEARNING
MOBILE LEARNING SYSTEMS AND MULTIMODAL USER INTERFACES
EXISTING MOBILE LEARNING SYSTEMS
CONCLUSION
REFERENCES
KEY TERMS AND DEFINTIONS
Section IV – Standards, Guidelines, and Evaluation of Multimodal Systems
Chapter XXII – Standards for Multimodal Interaction
ABSTRACT
INTRODUCTION
BACKGROUND
ARCHITECTURE AND COMMUNICATION STANDARDS
APPLICATION DEFINITION
THE MULTIMODAL USER INTERFACE
CERTIFICATION STANDARDS
PUTTING IT ALL TOGETHER: A VOICE SEARCH APPLICATION
FUTURE TRENDS
CONCLUSION
ACKNOWLEDGMENT
REFERENCES
KEY TERMS AND DEFINITIONS
Chapter XXIII – Visualising Interactions on Mobile Multimodal Systems
ABSTRACT
INTRODUCTION
INTERACTIONS FROM A PERSPECTIVE OF VISUALISATION ON MOBILE MULTIMODAL SYSTEMS
CONCLUSION
ACKNOWlEDGMENT
REFERENCES
KEY TERMS AND DEFINITIONS
ENDNOTES
Chapter XXIV – Usability Evaluation of Multimodal Interfaces
ABSTRACT
INTRODUCTION
USABILITY EVALUATION OF MOBILE APPLICATIONS
USABILITY EVALUATION METHODS FOR MULTIMODAL INTERACTION
EVALUATING MULTIMODAL INTERFACES IN MOBILE SETTINGS
A CASE STUDY: EVALUATING A TOURIST GUIDE
SUMMARY AND OUTLOOK
REFERENCES
KEY TERMS AND DEFINITIONS
Compilation of References
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