Advances in Services Computing

Name: Advances in Services Computing | 9th Asia-Pacific Services Computing Conference, APSCC 2015, Bangkok, Thailand, December 7-9, 2015, Proceedings
Brand: Springer
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9th Asia-Pacific Services Computing Conference, APSCC 2015, Bangkok, Thailand, December 7-9, 2015, Proceedings

Lina Yao Xia Xie Qingchen Zhang Laurence T. Yang Albert Y. Zomaya Hai Jin(Editor)

Springer (Publisher)

Published on 8. December 2015

XIV, 312 pages

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978-3-319-26979-5 (ISBN)

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Content

Intro
Preface
Organization
Invited Talks (Abstracts)
When HPC, Big Data Science, and Wireless Technology Merge: The World of Endless Opportunities and Challenges
Challenges and Future Research Direction of Developing Trustworthy Services Computing Systems
Contents
Regular Papers
A Context-Aware Usage Prediction Approach for Smartphone Applications
1 Introduction
2 Related Work
3 Dataset and Evaluation Metrics
3.1 The Real Dataset
3.2 Evaluation Metrics
4 A Hybrid Usage Prediction Model
4.1 Frequency and Time Decay Model
4.2 Stickiness and Cycle Model
4.3 Location-based Collaborative Filtering
4.4 Combination of Three Models
5 Experiment and Conclusion
5.1 Experiment Methods and Result
5.2 Conclusion
6 A Dynamic Desktop for Android Platform
7 Conclusion and Future Work
References
A Framework for Fast Service Verification and Query Execution for Boolean Service Rules
1 Introduction
2 Motivation for This Work
3 Detailed Methodology
3.1 Algorithm for Minimal Support Set Generation
3.2 A Complete Example
4 Implementation and Results
5 Conclusion and Future Work
References
A Novel Reactive-Predictive Hybrid Resource Provision Method in Cloud Datacenter
Abstract
1 Introduction
2 Related Work
3 System Architecture
4 RPHRPM Modules and Components
4.1 Resource Monitor
4.2 Prediction Module
4.3 Reactive Trigger
4.4 Resource Analyzer
4.5 Resource Controller
5 Experiment and Analysis
5.1 Experimental Setup
5.2 Results and Analysis
6 Conclusion and Future Work
References
A Social Balance Theory-Based Service Recommendation Approach
Abstract
1 Introduction
2 Formalization and Motivation
2.1 Formalization
2.2 Motivation
3 SBT-SR: A Service Recommendation Approach Based on Social Balance Theory
4 Case Study
5 Experiment Analyses
5.1 The Dataset and Experiment Deployment
5.2 Experiment Results
5.3 Complexity Analyses
6 Related Works and Discussion
6.1 Related Works and Comparison Analyses
6.2 Further Discussion
7 Conclusions
Acknowledgements
References
A Software-Defined Cloud Resource Management Framework
1 Introduction
1.1 Our Approach
1.2 Evaluations and Contributions
1.3 Outline
2 Background and Motivation
2.1 Cloud Resource Management
2.2 Challenges in Cloud Resource Management
2.3 Motivation
3 Problem Statement
4 System Design and Architecture
4.1 Methodology
4.2 Design Considerations in Cloud Resource Administration
4.3 Architecture
4.4 Summary of Functions
5 Evaluation and Results
5.1 Implementation
5.2 Discussion and Results
6 Related Work
6.1 SDN Support for Datacentre Management
6.2 Developments in Software-Defined Clouds
7 Conclusions and Future Work
References
Automated Clarification of Constraints in Web Services for Accurate Service Reuse
Abstract
1 Introduction
2 Empirical Investigation
2.1 Dataset
2.2 Location Constraint
2.3 Object Constraint
3 Constraints Clarification Approach
3.1 Preparing Web Services Along with Tags
3.2 Clarifying Web Services with Constraints
4 Evaluation
4.1 Effectiveness of Constraints Clarification Approach
4.2 Impacts of Constraints on Relation Identification
5 Related Work
6 Conclusion
References
Common Topic Group Mining for Web Service Discovery
Abstract
1 Introduction
2 Related Work
3 Problem Definition and Solution Overview
3.1 Problem Definition
3.2 Overall Framework
4 Mining Common Topic Groups
5 Web Service Matching and Ranking Based on CTGs
6 Experiments and Result Analysis
6.1 Evaluation of Service Discovery Based on Topic Models
6.2 Evaluation of CTG-Based Service Discovery
7 Conclusions and Future Work
References
Context-Aware Web Services Recommendation Based on User Preference Expansion
Abstract
1 Introduction
2 Related Works
3 A Motivating Example
4 CASR-UPE Algorithm: Context-Aware Web Services Recommendation Based on User Preference Expansion
4.1 Problem Definition
4.2 Modeling the Influence of User Location Update on User Preference
4.3 Context-Aware Similarity Mining for Updated Location
4.4 QoS Predication and Services Recommendation
5 Experiments
5.1 Datasets and Data Processing
5.2 Evaluation Metrics
5.3 Evaluation
5.4 Discussion
6 Conclusion
Acknowledgment
References
CPFirewall: A Novel Parallel Firewall Scheme for FWaaS in the Cloud Environment
Abstract
1 Introduction
1.1 Anomaly Detection
1.2 Load Balance
1.3 Dynamic Scale
2 Related Work
3 System Architecture
4 CPFirewall Implementation
4.1 Anomaly Detector
4.2 Rule Allocator
4.3 Classifier
4.4 Monitor
5 Experiment and Analysis
5.1 Rule-Splitting Algorithm Experiment
5.2 Rule Allocation Experiments
5.3 System Performance Experiment
6 Conclusion and Future Work
References
Dependency Aware Business Process Analysis for Service Identification
1 Introduction
2 Related Work
3 Dependency Aware Service Identification
3.1 Requirement Acquisition
3.2 Scenario Matching
3.3 Service Grouping
4 Case Study
4.1 Requirement Acquisition
4.2 Scenario Matching and Service Grouping
4.3 Discussion
5 Conclusion and Future Work
References
Dynamic Allocation of Virtual Resources Based on Genetic Algorithm in the Cloud
1 Introduction
2 Related Work
3 Problem Formulation
4 Multi-objective Genetic Algorithm (MOGA)
4.1 Encoding
4.2 Initial Population Generation
4.3 Fitness Function
4.4 Three Main Operators
4.5 Termination Condition
5 Performance Evaluation
5.1 Evolutionary Process of MOGA
5.2 Stabilization Time and Migration Overhead
6 Conclusion and Future Work
References
Effective Mashup Service Clustering Method by Exploiting LDA Topic Model from Multiple Data Sources
Abstract
1 Introduction
2 Related Work
3 Mashup Service Clustering Approach
3.1 Mashup Service Clustering Framework
3.2 Data Preprocessing
3.3 DAT-LDA
3.4 Mashup Service Clustering
4 Experiments
4.1 Experiment Settings
4.2 Evaluation Metrics
4.3 Baseline Approaches
4.4 Experiment Results
4.4.1 The Number of Optimal Topic
4.4.2 Clustering Accuracy Comparison
4.4.3 The Impact of T
5 Conclusions
References
Efficient Search-Based Automatic Execution Replay for Virtual Machines
1 Introduction
2 Method
2.1 Method Overview
2.2 The Record Phase
2.3 The Search Phase
2.4 The Replay Phase
3 Implementation
4 Evaluation
5 Related Work
6 Conclusion and Future Work
References
Leveraging Process Mining on Service Events Towards Service Composition
Abstract
1 Introduction
2 Related Work
3 Framework Overview
4 Detailed Approach
4.1 Log Processing and Process Mining Based on the Meta-Model
4.2 Service Composition Based on Scene Model
4.3 Further Development and Deployment Based on BPEL Instance
5 Case Study and Discussion
5.1 Case Study
5.2 Discussion
6 Conclusion
References
RAID-6Plus: A Fast and Reliable Coding Scheme Aided by Multi-failure Degradation
Abstract
1 Introduction
2 Backgrounds and Motivation
2.1 Failure Modes in Disk and SSD
2.2 Growing Reconstruction Window for Single Failure
2.3 Motivation
3 System Design
3.1 Optimal Reconstruction for Single Failure in RDP
3.2 Redundancy Coding in RAID-6Plus
3.3 Reconstruction in RAID-6Plus
4 Performance Analysis
4.1 Parity Computation Complexity
4.2 Update Penalty
4.3 Reconstruction Cost
4.4 Storage Overhead and Reliability
5 Conclusions
References
The Searching Ranking Model Based on the Sharing and Recommending Mechanism of Social Network
Abstract
1 Introduction
2 Related Work
3 Using Social Sharing and Recommending Mechanism to Optimize Search Ranking
3.1 Relevant Conceptions of SRRR
3.2 Process of SRRR
4 Analysis of SRRR
4.1 Theoretical and Empirical Analysis
4.2 Experimental Verification
5 Conclusions and Future Work
Acknowledgement
References
WebCDN: A Peer-to-Peer Web Browser CDN Based WebRTC
Abstract
1 Introduction
2 Development of WebRTC and HTML5
3 Design of WebCDN Architecture
3.1 Design of WebCDN Client
3.2 Design of WebCDN Server
4 Workflow of WebRTC
4.1 Client Initial Workflow
4.2 Resource Request Workflow
5 Experiment and Evaluation
5.1 Latency of WebRTC
5.2 Simulation Experiment
6 Conclusion
References
Short Papers
DDS: A Deadline Driven Workflow Scheduling Algorithm for Hybrid Amazon Instances
Abstract
1 Introduction
2 Background
2.1 Related Work
2.2 Instances in Cloud
2.3 Workflows
3 System Model
4 Deadline Driven Scheduling Algorithm
4.1 Deadline Assignment
4.2 Global Weight Calculation and Group Partition
4.3 Mapping Instances and Out-of-Bid Strategy
5 Experiments
5.1 Instance Resource Pool
5.2 Bidding Strategies and Baseline Algorithms
5.3 Experimental Results and Analyses
5.4 Results Analyses
6 Conclusion
References
GPU-based Static State Security Analysis in Power Systems
1 Introduction
2 Related Work
3 The Workflow and Modules of Static State Security Analysis
3.1 Overview of Static State Security Analysis
3.2 Preprocessing
3.3 Power Flow Calculation
3.4 Static State Security Analysis
4 Performance Evaluation
4.1 Dataset and Experimental Environment
4.2 Evaluation of the Static State Security Analysis System
5 Conclusion and Future Work
References
Improved WSN Capabilities Through Efficient Duty-Cycle Mechanism
Abstract
1 Introduction
2 Related Work
2.1 Nodes Clustering Organization
2.2 Duty Cycle Mechanism
2.3 Cross-Layer Scheduling Algorithms for Power Efficiency
3 Proposed Protocol
3.1 Assumptions
3.2 Description of the Proposed Protocol
3.2.1 Phase 1: Initialization and Grid Formation
3.2.2 Phase 2: Synchronization of Duty-Cycle
4 Performance Evaluation
4.1 Metrics of Comparison
4.2 Simulation Results
5 Conclusion
References
Mining Multiple Periods in Event Time Sequence
Abstract
1 Introduction
2 Related Works
3 Problem Definition
3.1 Event and States
3.2 Multiple Periods
3.3 Support and Support Threshold
3.4 Basic Thoughts of Multiple Periods Acquisition Algorithm
4 Mining Multiple Periods
4.1 Preliminary Screening and Storage of Suspected Periods
4.2 Acquiring True Periods and Changing Matrix Dynamically
5 Experiments
5.1 Determining the Support Threshold
5.2 Analysis of All Employees' Attendance Data
5.3 Compared Experiment
5.4 Time and Space Complexity of This Algorithm
6 Conclusion
References
Social Aware Mobile Payment Service Popularity Analysis: The Case of WeChat Payment in China
1 Introduction
2 Theoretical Foundations and Related Work
2.1 Technology Acceptance Model
2.2 Social Network Based Mobile Payment Analysis
3 Hypotheses
3.1 TAM
3.2 Trust
3.3 Perceived Enjoyment
3.4 Use Context
3.5 Social Interaction
4 Analysis and Result
4.1 Data Collection
4.2 Exploratory Factor Analysis
4.3 Confirmatory Factor Analysis
4.4 Discussion
5 Conclusion and Future Work
References
Towards Truly Elastic Distributed Graph Computing in the Cloud
Abstract
1 Introduction
2 Background and Model
3 System Architecture
4 Two-Level Graph Partitioning
5 Execution Engine and Dynamic Load Balancing
6 Differentiated Fault Tolerance
7 Preliminary Evaluation and Discussions
8 Related Work
9 Conclusion
References
Author Index

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Advances in Services Computing

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