Literature DB >> 35468075

Automatically Building Service-Based Systems With Function Relaxation.

Le Sun, Rui Zhou, Dandan Peng, Athman Bouguettaya, Yanchun Zhang.   

Abstract

Building a quality service-based system (SBS) is one of the most important research topics in software engineering. Many studies investigate intelligent methods to simplify the process of building SBSs. In particular, some keyword-based SBS building methods allow service users to automatically build an SBS by only providing a few of keywords. This type of work usually constructs a directed weighted graph of a service repository. A set of minimum-weight group Steiner trees (MSTs) is extracted from the graph to represent the service functions and their relations. However, to the best of our knowledge, none of the existing keyword-based SBS building methods allow the relaxation of the function requirements for a user. A relaxed SBS may achieve a comparable functionality versus a complete SBS containing all the query functions. To fill in the above gap, we define a new problem: a bounded skyline SBS building problem, whose solution is more adaptive and less limited than the traditional keyword-based SBS building methods. To solve this problem, we propose two algorithms based on skyline query, dynamic programming, and lower bound pruning. In the experiments, we collect real-world datasets and label the nodes with keywords. We conduct a comprehensive study to demonstrate the time efficiency of our algorithms on automatically finding SBSs. We make the annotated real-world datasets and our source code open to peer researchers.

Entities:  

Year:  2022        PMID: 35468075     DOI: 10.1109/TCYB.2022.3164767

Source DB:  PubMed          Journal:  IEEE Trans Cybern        ISSN: 2168-2267            Impact factor:   11.448


  4 in total

1.  A multi-label classification system for anomaly classification in electrocardiogram.

Authors:  Chenyang Li; Le Sun; Dandan Peng; Sudha Subramani; Shangwe Charmant Nicolas
Journal:  Health Inf Sci Syst       Date:  2022-08-25

2.  A Micro Neural Network for Healthcare Sensor Data Stream Classification in Sustainable and Smart Cities.

Authors:  Jin Wu; Le Sun; Dandan Peng; Siuly Siuly
Journal:  Comput Intell Neurosci       Date:  2022-06-24

3.  Study of Deep Learning-Based Legal Judgment Prediction in Internet of Things Era.

Authors:  Min Zheng; Bo Liu; Le Sun
Journal:  Comput Intell Neurosci       Date:  2022-08-08

4.  Machine Learning-Based Psychology Evaluation of College Students for Building Innovative Health Service System.

Authors:  Xi Zhang
Journal:  J Environ Public Health       Date:  2022-09-27
  4 in total

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