An Implementation Framework for Optimizing Test Case Generation Using Model
Checking Longhui Chang1,2(✉), Huaikou Miao1 ... Model checking based
automated software testing has gained a great popularity in the field of software
Author: Shaoying Liu
This book constitutes the thoroughly refereed post-workshop proceedings of the 4th International Workshop on Structured Object-Oriented Formal Language and Method, SOFL+MSVL 2014, held in Luxembourg, Luxembourg, in November 2014. The 12 papers presented in this volume were carefully reviewed and selected from 20 submissions. They are organized in topical sections on testing and inspection; model checking and animation; education and verification; and semantics and analysis.
However, in literature, focus is mostly given on UML model based automatic
generation of test cases, rather than optimization of test cases. Researchers and
practitioners have worked on various optimization approaches from decades.
Author: Khalid Saeed
Publisher: Springer Nature
This book constitutes the proceedings of the 18th International Conference on Computer Information Systems and Industrial Management Applications, CISIM 2019, held in Belgrade, Serbia, in September 2019. The 43 full papers presented together with 3 abstracts of keynotes were carefully reviewed and selected from 70 submissions. The main topics covered by the chapters in this book are biometrics, security systems, multimedia, classification and clustering, industrial management. Besides these, the reader will find interesting papers on computer information systems as applied to wireless networks, computer graphics, and intelligent systems. The papers are organized in the following topical sections: biometrics and pattern recognition applications; computer information systems; industrial management and other applications; machine learning and high performance computing; modelling and optimization; various aspects of computer security.
... estimation Neural Networks Requirements 2003 Extracting test sequences
from a Markov software usage model Ant Colony Optimization Testing 2003
Automated test reduction Data analytics (Machine 2003 Learning) Test case
Author: Feras A. Batarseh
Publisher: Academic Press
Data Democracy: At the Nexus of Artificial Intelligence, Software Development, and Knowledge Engineering provides a manifesto to data democracy. After reading the chapters of this book, you are informed and suitably warned! You are already part of the data republic, and you (and all of us) need to ensure that our data fall in the right hands. Everything you click, buy, swipe, try, sell, drive, or fly is a data point. But who owns the data? At this point, not you! You do not even have access to most of it. The next best empire of our planet is one who owns and controls the world’s best dataset. If you consume or create data, if you are a citizen of the data republic (willingly or grudgingly), and if you are interested in making a decision or finding the truth through data-driven analysis, this book is for you. A group of experts, academics, data science researchers, and industry practitioners gathered to write this manifesto about data democracy. The future of the data republic, life within a data democracy, and our digital freedoms An in-depth analysis of open science, open data, open source software, and their future challenges A comprehensive review of data democracy's implications within domains such as: healthcare, space exploration, earth sciences, business, and psychology The democratization of Artificial Intelligence (AI), and data issues such as: Bias, imbalance, context, and knowledge extraction A systematic review of AI methods applied to software engineering problems
From the scope of test case generation strategy, Fuzzing can be classified into
the Fuzzing based on generation and the Fuzzing based on mutation . From
the ... detection method, one important disadvantages of fuzzing is not to
guarantee high path coverage rate and high automatic level. Therefore,
optimizing test case generation strategy is the major research direction for
improving fuzzing efficiency.
Author: Xingming Sun
This six volume set LNCS 11063 – 11068 constitutes the thoroughly refereed conference proceedings of the 4th International Conference on Cloud Computing and Security, ICCCS 2018, held in Haikou, China, in June 2018. The 386 full papers of these six volumes were carefully reviewed and selected from 1743 submissions. The papers cover ideas and achievements in the theory and practice of all areas of inventive systems which includes control, artificial intelligence, automation systems, computing systems, electrical and informative systems. The six volumes are arranged according to the subject areas as follows: cloud computing, cloud security, encryption, information hiding, IoT security, multimedia forensics.
We finally generated 46 test cases for control flow test and 3 test cases for data
flow test by the proposed optimization ... Automatic generation of
observationbased and length - optimized test cases for EFSM model in
conformance testing " ...
The papers at this conference should appeal to researchers, professors, practitioners, students, and other computing professionals."
Kaur K, Chopra V (2014) Review of automatic test case generation from UML
diagram using evolutionary algorithm. Int JInvent Eng Sci 2:17–20 Kennedy J (
2010) Particle swarm optimization. Encyclopedia of machine learning, pp 760–
Author: Ajay Kumar Jena
Publisher: Springer Nature
This book covers both theory and applications in the automation of software testing tools and techniques for various types of software (e.g. object-oriented, aspect-oriented, and web-based software). When software fails, it is most often due to lack of proper and thorough testing, an aspect that is even more acute for object-oriented, aspect-oriented, and web-based software. Further, since it is more difficult to test distributed and service-oriented architecture-based applications, there is a pressing need to discuss the latest developments in automated software testing. This book discusses the most relevant issues, models, tools, challenges, and applications in automated software testing. Further, it brings together academic researchers, scientists, and engineers from a wide range of industrial application areas, who present their latest findings and identify future challenges in this fledging research area.
In the future research we are planning to develop algorithms , which will further
minimize the number of test cases by ... [ 4 ] Besse , C. , Cavalli , A. , Lee , D. , "
An Automatic and Optimized Test Generation Technique Applying to TCP / IP ...
Papers from an October 2001 address such themes as requirements engineering, component-based development, protocols and harmonization, quality management, software architecture, workflow systems, and software testing, distributed systems, UML, commercial off-the-shelf components, e-learning applicat
An Automatic and Optimized Test Generation Technique Applying to TCP / IP
Protocol Cédric Besse Ana Cavalli Institut ... For such a sophisticated protocol ,
the algorithm efficiently constructs 22 tests that cover all the required portions of
Author: IEEE Computer Society
Twenty-five papers presented at the October 1999 conference are grouped into sessions having the broad topics of software synthesis, requirements elicitation, reuse, test synthesis, analysis, verification, transformation, architecture, and automated testing. Among the topics are data mining library reuse patterns in user-selected applications, industrial applications of software synthesis via category theory, automated translation of UML models of architectures for verification and simulation using SPIN, verification of picture generated code, evolving object-oriented designs with refactorings, automatically detecting mismatches during component-based and model-based development, and an overview of Lutess: a specification- based tool for testing synchronous software. There are also 25 short papers that represent novel work not yet fully mature. No subject index. Annotation copyrighted by Book News, Inc., Portland, OR.
This paper proposes an Ant Colony Optimization approach to automatic test
sequence generation for control flow based ... ACO has been applied now a day
frequently in many software testing applications for generating test case
Author: Sushil K. Prasad
Publisher: Springer Science & Business Media
This book constitutes the refereed proceedings of the Third International Conference on Information Systems, Technology and Management, ICISTM 2009, held in Ghaziabad, India, in March 2009 The 30 revised full papers presented together with 4 keynote papers were carefully reviewed and selected from 79 submissions. The papers are organized in topical sections on storage and retrieval systems; data mining and classification; managing digital goods and services; scheduling and distributed systems; advances in software engineering; case studies in information management; algorithms and workflows; authentication and detection systems; recommendation and negotiation; secure and multimedia systems; as well as 14 extended poster abstracts.
Author: Institute of Electrical and Electronics Engineers
Issues for 1973- cover the entire IEEE technical literature.
As test data generation is treated as an optimization problem, Genetic Algorithm
has been used successfully to ... This chapter describes a framework that
automatically generates an optimal set of test cases to achieve path coverage of
Author: Satchidananda Dehuri
Publisher: World Scientific
Knowledge Mining Using Intelligent Agents explores the concept of knowledge discovery processes and enhances decision-making capability through the use of intelligent agents like ants, termites and honey bees. In order to provide readers with an integrated set of concepts and techniques for understanding knowledge discovery and its practical utility, this book blends two distinct disciplines data mining and knowledge discovery process, and intelligent agents-based computing (swarm intelligence and computational intelligence). For the more advanced reader, researchers, and decision/policy-makers are given an insight into emerging technologies and their possible hybridization, which can be used for activities like dredging, capturing, distributions and the utilization of knowledge in their domain of interest (i.e. business, policy-making, etc.). By studying the behavior of swarm intelligence, this book aims to integrate the computational intelligence paradigm and intelligent distributed agents architecture to optimize various engineering problems and efficiently represent knowledge from the large gamut of data.
Both the number of test cases and the phasing of their execution can be
optimized , eliminating test redundancy A known level ... The approach supports
automated test driver generation open ( e.g. , C , C ++ , Java , Ada , Perl , PL ,
SQL ) and ...
The proceedings from the November 2001 conference in Greenbelt, Maryland comprise 21 papers on software aspects of aerospace systems, experience management systems, security, risk analysis, project planning and estimation, cost-benefit analysis, Smerfs, natural language requirements, requirements validation, erroneous requirements, value assessments, verification and validation of autonomous systems, reliability modeling, and collaborative test management. Case studies and the results of empirical research are featured. Abstracts are provided for each paper. A CD-ROM is included. Name index only. Annotation copyrighted by Book News Inc., Portland, OR.
The underlying multi-objective optimization problem is solved by genetic
algorithms. The resulting automatic test case generation supports the derivation
of conservative reliability measures as well as high interaction coverage.
Author: Jens B. Schmitt
This book constitutes the refereed proceedings of the 16th International GI/ITG Conference on Measurement, Modeling and Evaluation of Computing Systems and Dependability and Fault Tolerance, MMB & DFT 2012, held in Kaiserslautern, Germany, in March 2012. The 16 revised full papers presented together with 5 tool papers and 5 selected workshop papers were carefully reviewed and selected from 54 submissions. MMB & DFT 2012 covers diverse aspects of performance and dependability evaluation of systems including networks, computer architectures, distributed systems, software, fault-tolerant and secure systems.
Then, they iteratively generate and execute several sets of additional test cases
to narrow down the set of suspicious parameter ... Classification tree  or SAT
solving/optimization techniques  can be applied to find these combinations ...
Author: Jian Zhang
This book reviews the state-of-the-art in combinatorial testing, with particular emphasis on the automatic generation of test data. It describes the most commonly used approaches in this area - including algebraic construction, greedy methods, evolutionary computation, constraint solving and optimization - and explains major algorithms with examples. In addition, the book lists a number of test generation tools, as well as benchmarks and applications. Addressing a multidisciplinary topic, it will be of particular interest to researchers and professionals in the areas of software testing, combinatorics, constraint solving and evolutionary computation.