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ICWS 2019: Milan, Italy
- Elisa Bertino, Carl K. Chang, Peter Chen, Ernesto Damiani, Michael Goul, Katsunori Oyama:

2019 IEEE International Conference on Web Services, ICWS 2019, Milan, Italy, July 8-13, 2019. IEEE 2019, ISBN 978-1-7281-2717-0
Technical Papers
Session 1: Privacy
- Shuo Wang, Surya Nepal

, Richard O. Sinnott, Carsten Rudolph
:
P-STM: Privacy-Protected Social Tie Mining of Individual Trajectories. 1-10 - Maribel Fernández

, Jenjira Jaimunk
, Bhavani Thuraisingham:
Privacy-Preserving Architecture for Cloud-IoT Platforms. 11-19
Session 2: Blockchain
- Dinesh C. Verma, Graham White, Geeth de Mel:

Federated AI for the Enterprise: A Web Services Based Implementation. 20-27 - Babar Shahzaad

, Athman Bouguettaya, Sajib Mistry
, Azadeh Ghari Neiat
:
Composing Drone-as-a-Service (DaaS) for Delivery. 28-32 - Ketki Joshi, Karuna Pande Joshi, Sudip Mittal:

A Semantic Approach for Automating Knowledge in Policies of Cyber Insurance Services. 33-40
Session 3: IoT Services
- Kyeong-Deok Baek, In-Young Ko:

Effect-Driven Dynamic Selection of Physical Media for Visual IoT Services Using Reinforcement Learning. 41-49 - Mengyu Sun, Zhangbing Zhou, Wenbo Zhang, Patrick C. K. Hung:

IoT Service Composition for Concurrent Timed Applications. 50-54 - Hessam Moeini, I-Ling Yen, Farokh B. Bastani:

Service Specification and Discovery in IoT Networks. 55-59
Session 4: Microservices
- Meng Ma, Weilan Lin, Disheng Pan, Ping Wang:

MS-Rank: Multi-Metric and Self-Adaptive Root Cause Diagnosis for Microservice Applications. 60-67 - Guangba Yu, Pengfei Chen, Zibin Zheng

:
Microscaler: Automatic Scaling for Microservices with an Online Learning Approach. 68-75 - Wei Wang, Liqing Zhang, Dong Guo, Shaoling Wu, HaiBo Cui, Fenglin Bi:

Reg: An Ultra-Lightweight Container That Maximizes Memory Sharing and Minimizes the Runtime Environment. 76-82
Session 5: Edge Computing
- Wei Du, Tao Lei, Qiang He, Wei Liu, Qiwang Lei, Hailiang Zhao

, Wei Wang:
Service Capacity Enhanced Task Offloading and Resource Allocation in Multi-Server Edge Computing Environment. 83-90 - Qinglan Peng, Yunni Xia, Feng Zeng, Jia Lee, Chunrong Wu, Xin Luo, Wanbo Zheng, Hui Liu, Yidan Qin, Peng Chen

:
Mobility-Aware and Migration-Enabled Online Edge User Allocation in Mobile Edge Computing. 91-98 - Ying Liu, Qiang He, Dequan Zheng, Mingwei Zhang, Feifei Chen, Bin Zhang:

Data Caching Optimization in the Edge Computing Environment. 99-106
Session 6: Service Composition
- Meng Wang, Bo Cheng

, Shuai Zhao, Biyi Li, Wendi Feng
, Junliang Chen:
Availability-Aware Service Chain Composition and Mapping in NFV-Enabled Networks. 107-115 - Jing Li, Guodong Fan, Ming Zhu, Yuhong Yan:

Pre-Joined Semantic Indexing Graph for QoS-Aware Service Composition. 116-120 - Satish Kumar, Rami Bahsoon, Tao Chen, Rajkumar Buyya

:
Identifying and Estimating Technical Debt for Service Composition in SaaS Cloud. 121-125
Session 7: Recommender Systems
- Yiwen Zhang, Lei Wu, Qiang He, Feifei Chen, Shuiguang Deng

, Yun Yang:
Diversified Quality Centric Service Recommendation. 126-133 - Chenkai Guo, Yifan Xu, Xiaolei Hou, Naipeng Dong

, Jing Xu, Quanqi Ye:
Deep Attentive Factorization Machine for App Recommendation Service. 134-138 - Ran Li, Hong Lin, Yilong Shi, Hongxia Wang:

SocialST: Social Liveness and Trust Enhancement Based Social Recommendation. 139-145
Session 8: Resource Allocation and Discovery
- Lara Kallab, Richard Chbeir, Michael Mrissa

:
Automatic K-Resources Discovery for Hybrid Web Connected Environments. 146-153 - Wei Du, Qiwang Lei, Qiang He, Wei Liu, Feifei Chen, Lei Pan

, Tao Lei, Hailiang Zhao
:
Multiple Energy Harvesting Devices Enabled Joint Computation Offloading and Dynamic Resource Allocation for Mobile-Edge Computing Systems. 154-158
Session 9: Social Services
- Bin Liang, Bo Xu, Xiaowei Wu, Dong Wu, Deqing Yang, Yanghua Xiao, Wei Wang:

A Community-Based Collaborative Filtering Method for Social Recommender Systems. 159-162 - Julian Jarrett, Kimberley Hemmings-Jarrett, M. Brian Blake:

Towards a Service-Oriented Architecture for Pre-Processing Crowd-Sourced Sentiment from Twitter. 163-171
Session 10: Reputation and Trust
- Mohammed Bahutair

, Athman Bouguettaya, Azadeh Ghari Neiat
:
Adaptive Trust: Usage-Based Trust in Crowdsourced IoT Services. 172-179 - Okba Tibermacine, Chouki Tibermacine, Mohamed Lamine Kerdoudi:

Reputation Evaluation with Malicious Feedback Prevention Using a HITS-Based Model. 180-187 - Prabath Abeysekara, Hai Dong

, A. Kai Qin
:
Machine Learning-Driven Trust Prediction for MEC-Based IoT Services. 188-192
Session 11: Mobile Service Computing
- Hailiang Zhao

, Shuiguang Deng
, Cheng Zhang, Wei Du, Qiang He, Jianwei Yin:
A Mobility-Aware Cross-Edge Computation Offloading Framework for Partitionable Applications. 193-200 - Hongyue Wu, Shuiguang Deng

, Wei Li, Jianwei Yin, Xiaohong Li, Zhiyong Feng, Albert Y. Zomaya
:
Mobility-Aware Service Selection in Mobile Edge Computing Systems. 201-208 - Xiaolong Xu

, Shucun Fu, Lianyong Qi, Xuyun Zhang
, Wanchun Dou:
A Multi-Objective Crowdsourcing Method for Mobile Video Streaming. 209-213
Session 12: Service Applications Beyond the Web
- Chao Wang, Shizhan Chen, Zhiyong Feng, Yanan Jiang, Xiao Xue:

Block Chain-Based Data Audit and Access Control Mechanism in Service Collaboration. 214-218 - Yaoliang Chen, Jingxiao Gu, Shi Chen, Sheng Huang, X. Sean Wang:

A Full-Spectrum Blockchain-as-a-Service for Business Collaboration. 219-223 - Ada Bagozi

, Devis Bianchini, Valeria De Antonellis, Massimiliano Garda
, Michele Melchiori:
Services as Enterprise Smart Contracts in the Digital Factory. 224-228
Session 13: Service Composition and Planning
- Tiziana Catarci, Donatella Firmani

, Francesco Leotta
, Federica Mandreoli
, Massimo Mecella, Francesco Sapio
:
A Conceptual Architecture and Model for Smart Manufacturing Relying on Service-Based Digital Twins. 229-236 - Siying Guo, Chao Xu, Shizhan Chen, Xiao Xue, Zhiyong Feng, Shiping Chen

:
Crossover Service Fusion Approach Based on Microservice Architecture. 237-241 - Jianpeng Hu, Linpeng Huang, Ying Fan, Lanxuan Tong, Wenqiang Hu:

Bandwidth Planning of Web Services in Changing Contexts Based on Network Simulation. 242-246
Session 14: Service Selection
- Yingcheng Cao, Jianxun Liu, Min Shi, Buqing Cao, Xiangping Zhang, Yan Wang

:
Relationship Network Augmented Web Services Clustering. 247-254 - Songyuan Li

, Jiwei Huang, Bo Cheng
, Lizhen Cui, Yuliang Shi:
FASS: A Fairness-Aware Approach for Concurrent Service Selection with Constraints. 255-259 - Lalit Purohit

, Sandeep Kumar
:
Clustering Based Approach for Web Service Selection Using Skyline Computations. 260-264
Session 15: Service Recommendation and Prediction
- Fenfang Xie, Shenghui Li

, Liang Chen, Yangjun Xu, Zibin Zheng
:
Generative Adversarial Network Based Service Recommendation in Heterogeneous Information Networks. 265-272 - Edgar Eduardo Ceh-Varela

, Huiping Cao:
Recommending Packages of Multi-Criteria Items to Groups. 273-282 - Jing Liu, Xueyong Tan, Yan Wang:

CSSAP: Software Aging Prediction for Cloud Services Based on ARIMA-LSTM Hybrid Model. 283-290
Session 16: Cloud
- Bo An, Yan Li, Junming Ma, Gang Huang, Xiangqun Chen, Donggang Cao:

DCStore: A Deduplication-Based Cloud-of-Clouds Storage Service. 291-295 - Shengsong Yang, Li Pan, Shijun Liu:

An Online Algorithm for Selling Your Reserved IaaS Instances in Amazon EC2 Marketplace. 296-303 - Sheik Mohammad Mostakim Fattah

, Athman Bouguettaya, Sajib Mistry
:
Long-Term IaaS Provider Selection Using Short-Term Trial Experience. 304-311
Session 17: Location-Based and Mobile Services
- Yifan Zhang, An Liu, Guanfeng Liu

, Zhixu Li, Qing Li:
Deep Representation Learning of Activity Trajectory Similarity Computation. 312-319 - Detian Zhang, An Liu, Gaoming Jin, Qing Li

:
Edge-Based Shortest Path Caching for Location-Based Services. 320-327 - Yi Liu, Enze Xu

, Yun Ma, Xuanzhe Liu
:
A First Look at Instant Service Consumption with Quick Apps on Mobile Devices. 328-335
Session 18: Data-Driven Services
- Sumit Kumar Monga, Sheshadri K. R, Yogesh Simmhan:

ElfStore: A Resilient Data Storage Service for Federated Edge and Fog Resources. 336-345 - Zhongmei Zhang, Jian Yu

, Xiaohong Li, Chen Liu, Yanbo Han, Yunan Ma:
A Data-Driven Service Creation Approach for Effectively Capturing Events from Multiple Sensor Streams. 346-354 - Yishan Chen, Shuiguang Deng

, Hailiang Zhao
, Qiang He, Ying Li, Honghao Gao:
Data-Intensive Application Deployment at Edge: A Deep Reinforcement Learning Approach. 355-359
Session 19: Service Monitoring and Management
- Jiaojiao Wang, Dongjin Yu, Chengfei Liu

, Xiaoxiao Sun:
Outcome-Oriented Predictive Process Monitoring with Attention-Based Bidirectional LSTM Neural Networks. 360-367 - Jian Cao, Xiaofu Huang, Qing Qi:

Selecting Publishing Points for the Optimal Sharing of Predictive Monitoring Information of a Service Process. 368-372 - Lanxuan Tong, Jian Cao, Qing Qi, Shiyou Qian:

AIMS: A Predictive Web API Invocation Behavior Monitoring System. 373-382
Session 20: Business Process Management
- Xue Han, Yabin Dang, Lijun Mei, Yanfei Wang, Shaochun Li, Xin Zhou:

A Novel Part of Speech Tagging Framework for NLP Based Business Process Management. 383-387 - Xiaoxiao Sun, Wenjie Hou, Dongjin Yu, Jiaojiao Wang, Jianliang Pan:

Filtering Out Noise Logs for Process Modelling Based on Event Dependency. 388-392 - Lin Ye, Biqi Zhu, Chenglong Hu, Liang Zhang, Hong-Linh Truong

:
On-the-Fly Collaboration for Legacy Business Process Systems in an Open Service Environment. 393-397
Session 21: Web Services Application
- Tianqi Zhao:

Deep Multimodal Learning: An Effective Method for Video Classification. 398-402 - Song Xu, Lei Liu, Lizhen Cui, Qingzhong Li, Zhongmin Yan:

Promoting Higher Revenues for Both Crowdsourcer and Crowds in Crowdsourcing via Contest. 403-407 - Jiaxing Wang

, Jianchao Lu
, Bin Cao, Jing Fan, Dapeng Tan:
KS-Diff: A Key Structure Based Difference Detection Method for Process Models. 408-412
Session 22: Provenance, Security, and Reliability
- Shreya Chakraborty, Balaji Viswanathan, Praveen Jayachandran:

Value Attribution through Provenance Tracking in Blockchain Networks. 413-417 - Donatella Firmani

, Francesco Leotta
, Massimo Mecella:
On Computing Throttling Rate Limits in Web APIs through Statistical Inference. 418-425 - Zheng Song

, Eli Tilevich
:
Equivalence-Enhanced Microservice Workflow Orchestration to Efficiently Increase Reliability. 426-433
Work-in-Progress Papers
Session 1: Deep Learning in Services Computing
- Guobing Zou, Zhen Qin, Qiang He, Pengwei Wang, Bofeng Zhang, Yanglan Gan:

DeepWSC: A Novel Framework with Deep Neural Network for Web Service Clustering. 434-436 - Incheon Paik, Ryo Ataka:

Adaptable Deep Learning Generation by Automatic Service Composition. 437-439 - Yilong Yang

, Wei Ke
, Weiru Wang, Yongxin Zhao:
Deep Learning for Web Services Classification. 440-442
Session 2: Service Management
- Marco Franceschetti

, Johann Eder:
Checking Temporal Service Level Agreements for Web Service Compositions with Temporal Parameters. 443-445 - Hui Song, Phu Hong Nguyen

, Franck Chauvel, Jens M. Glattetre, Thomas Schjerpen:
Customizing Multi-Tenant SaaS by Microservices: A Reference Architecture. 446-448 - Meng Niu, Bo Cheng

, Junling Chen:
GTAA: A Geo-Aware Task Allocation Approach in Cloud Workflow. 449-451 - Xuan Liu, Bo Cheng

, Junliang Chen:
VCA-Optimizer: SOA-Based Customizable Virtual Cluster Allocation in the Cloud Datacenter. 452-454

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