Just-in-Time Bug Prediction in Mobile Applications: The Domain Matters!

•

0 likes•393 views

Paper Accepted and Awarded at the 4th IEEE/ACM International Conference on Mobile Software Engineering and System (MobileSoft) 2017 - Student Research Competition FULL PAPER: https://tinyurl.com/lbjpe5x

Software

Just-In-Time Bug Prediction in Mobile Applications:
The Domain Matters!
Gemma Catolino - University of Salerno
Student Research
Competition

The mechanism that allows users to rate releases of the apps
has meant that users appear as quality assurance managers

APP
RELEASED
The mechanism that allows users to rate releases of the apps
has meant that users appear as quality assurances

LITERATURE
metrics for
usability
adapt standard
metrics
OO METRICS
COSMIC

No studies address the issue of bug prediction
within the mobile context

Bugs may produce a decreasing of the reputation of
mobile apps

BUG PREDICTION JIT BUG PREDICTION
SYSTEM
RELEASE COMMIT

KAMEI ET AL. METRICS
Empirically evaluate the usefulness of the metrics
proposedby Kamei et al. for JIT bug prediction in the
context of the mobile app development
Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

KAMEI ET AL. METRICS
SIZE
Line of code added
Line of code
deleted
Line of code in ﬁle
before the change
Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

KAMEI ET AL. METRICS
SIZE EXPERIENCE
Line of code added
Line of code
deleted
Line of code in ﬁle
before the change
Developer experience
Recent developer experience
Developer experience on a subsystem
Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

KAMEI ET AL. METRICS
SIZE
PURPOSE
EXPERIENCE
Line of code added
Line of code
deleted
Line of code in ﬁle
before the change
Fix
Developer experience
Recent developer experience
Developer experience on a subsystem
Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

KAMEI ET AL. METRICS
SIZE
DIFFUSION
PURPOSE
EXPERIENCE
#modiﬁed subsystems
#modiﬁed directories
#modiﬁed ﬁle
Entropy
Line of code added
Line of code
deleted
Line of code in ﬁle
before the change
Fix
Developer experience
Recent developer experience
Developer experience on a subsystem
Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

KAMEI ET AL. METRICS
SIZE
DIFFUSION HISTORY
PURPOSE
EXPERIENCE
#modiﬁed subsystems
#modiﬁed directories
#modiﬁed ﬁle
Entropy
Line of code added
Line of code
deleted
Line of code in ﬁle
before the change
Fix
Developer experience
Recent developer experience
Developer experience on a subsystem
#developers that changed the modiﬁed ﬁles
Average time interval between the last and current change
Number of unique changes to modiﬁed ﬁles
Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

Evaluate the performance of prediction model built using the metrics
proposed by Kamei et al. in the context of mobile applications
GOAL

5 open source
mobile Android
applications
CONTEXT
Evaluate the performance of prediction model built using the metrics
proposed by Kamei et al. in the context of mobile applications

AnySoftKeyboard
ChatSecure
Owncloud
Worpress
Afwall

5 open source
mobile Android
applications
Metric values for apps
extracted from
COMMIT GURU PLATFORM
DATA
Evaluate the performance of prediction model built using the metrics
proposed by Kamei et al. in the context of mobile applications
COMMITx m1 m4….m2 m3
BUGGY
NON-BUGGY
SYSTEM X

BUILD MODEL PREDICTION
5 open source
mobile Android
applications
Metric values for apps
extracted from
COMMIT GURU PLATFORM
Apply a feature selection
algorithm in order
to avoid multi-collinearity
Evaluate the performance of prediction model built using the metrics
proposed by Kamei et al. in the context of mobile applications

PREDICTORS
14 METRICS
WRAPPER TECHNIQUE
5 METRICS
# Modiﬁed subsystems
# Added lines# Lines of code before the commit
# Developers working on the committed ﬁles in the last month
experience of the committer

BUILD MODEL PREDICTION
5 open source
mobile Android
applications
Metric values for apps
extracted from
COMMIT GURU PLATFORM
Logistic Regression
10-folds CrossValidation
Apply a feature selection
algorithm in order
to avoid multi-collinearity
Evaluate the performance of prediction model built using the metrics
proposed by Kamei et al. in the context of mobile applications

EVALUATION METRICS
5 open source
mobile Android
applications
Metric values for apps
extracted from
COMMIT GURU PLATFORM
Accuracy, Precision, Recall, F-Measure, AUC-ROC
Apply a feature selection
algorithm in order
to avoid multi-collinearity
Logistic Regression
10-folds CrossValidation
Evaluate the performance of prediction model built using the metrics
proposed by Kamei et al. in the context of mobile applications

0
25
50
75
100
AnySoftKeyborad Afwall ChatSecure Owncloud WordPress
F-MEASURE

0
25
50
75
100
AnySoftKeyborad Afwall ChatSecure Owncloud WordPress
0
25
50
75
100
AnySoftKeyborad Afwall ChatSecure Owncloud WordPress
F-MEASURE

Model is able to discover only a limited number of real bugs
occurring in the subject apps, thus providing a limited
usefulness to developers

Developers’ experience
Mobile apps can be developed by both
expert and novice developers, thus
possibly creating confounding effects
with respect to the computed metrics
POSSIBLE CAUSES

Development Process
The release process of mobile apps is
shorter than the one of traditional
applications: this implies that the source
code change continuously
POSSIBLE CAUSES

# Lines of code before the commit
May not be signiﬁcant in the mobile context
POSSIBLE CAUSES

#modiﬁed subsystems
May not make sense for mobile apps
POSSIBLE CAUSES

FUTURE DIRECTION
Extend study
with more systems
Make a Survey
with Developers
Deﬁnition of
new metrics

The document discusses the accomplishments and future challenges of defect prediction in software engineering. It provides an overview of defect prediction, including leveraging data from repositories to measure source code metrics and build prediction models. Major accomplishments include increased data availability and openness, the ability to extract various metric types, and improved modeling performance. However, challenges remain such as keeping up with fast development paces and making models more accessible. The document argues that future areas of focus include defect prediction for mobile apps and integrating just-in-time models into continuous integration processes.

Assessing the Reliability of a Human Estimator

Tim Menzies

The document summarizes research on building predictive models to estimate software project efforts based on human estimators' demographics. A web survey collected estimators' demographics and estimates. Models were constructed using demographics as attributes to predict estimates. Some models achieved up to 78% accuracy. Attribute reduction improved accuracy. Decision trees were created to distinguish over-estimators from best estimators based on demographics.

CNMES15 - Futuro de COSMIC - Frank Vogelezang & Alain Abran

COSMIC - Common Software Measurement International Consortium

Mobile App Development and Management: Results from a Qualitative Investigation

MobileSoft

Challenges and solutions in mobile and cloud computing testing - ZANEC

Satya Kaliki

Presentacion testing-procesos

Dilia Ortega

This document outlines different types of testing applied to business applications including: 1. Static testing involves reviewing documentation and requirements. Dynamic testing validates requirements and includes usability, system integration, and regression testing. 2. Integration testing is done by developers, testers, and QA analysts and includes unit testing tools. Completed test formats are loaded for integration and system testing. 3. Confirmation, usability, and regression testing are performed by QA analysts. Usability testing checks functionality, visual design, and browser compatibility. Regression testing validates that modifications haven't introduced defects. 4. User acceptance testing involves clients accessing applications and APIs to test functionality and provide test results via email.

Roger Spencer has over 30 years of experience in semiconductor process engineering, holding various senior engineering and leadership roles at Intel and Digital Equipment Corporation, with expertise in semiconductor process and metrology equipment, defect analysis, and yield improvement. He holds both a BS in Electrical Engineering and Materials Science from Cornell University and an MBA from Babson College, and seeks a new position utilizing his extensive experience in product, process, and equipment engineering and management.

Application Quality Best Practices with Visual Studio 2010 - Adrian Dunne

Spiffy

The document announces a Microsoft Cloud Day event on April 27th 2011 from 9am to 5pm at the Microsoft Auditorium in Singapore. The event will cover application quality best practices using Visual Studio 2010, including reducing unit testing time with test impact analysis and code coverage metrics, enforcing coding standards with code analysis and metrics, identifying performance bottlenecks with profiling tools, and identifying application limits with load testing. The document provides details on these strategies and includes demos of the Visual Studio tools.

Challenges in Security Testing

Shikha Jarial

Promise Keynote

Tim Menzies

- The document discusses the history and limitations of traditional software metrics approaches, noting a lack of commercial relevance and failure to meet the objective of quantitative risk assessment. - It proposes that causal Bayesian network models provide a better approach to using metrics to quantitatively predict and manage risks, allowing decision-making and intervention. - An example causal model is presented relating defects introduced and found to factors like complexity, testing effort, and design quality, with results showing actual versus predicted defects.

D J Gawera Resume

Dennis Gawera

How to integrate mobile security into app development

Appinventiv

Complexity Measures for Secure Service-Orieted Software Architectures

Tim Menzies

The document proposes a measurement framework to quantitatively assess attackability in early software development. It defines metrics for service complexity and URL jumping attack effort/reward. An empirical study on an online flower shop system calculates these metrics and finds a strong correlation between service complexity and relative attackability. More case studies are needed to generalize the relationships between structural attributes and attack success likelihood.

Jean Paul Varwijk - Discussing the Future of Software Testing - EuroSTAR 2013

TEST Huddle

The Gap Between Academic Research and Industrial Practice in Software Testing

Zoltan Micskei

In software engineering, there is always a gap between the current research topics and the everyday industrial practice. However, in my experience this gap is much wider in software testing, e.g. advanced testing techniques seldom reach everyday testers. This gap can be attributed to several factors, the talk will highlight education and tools from the possible causes. In order to illustrate this gap the talk will collect and compere the topics of recent academic and industrial testing related conferences. My goal is to offer a glimpse into recent software testing research topics to practitioners, and start a discussion whether there is really a wide gap between academy and industry.

Same App, Different App Stores: A comparative Study

MobileSoft

Unit 4

jayanthi_2009

The document discusses software reliability engineering and its goals of balancing reliability, availability, delivery time, and cost based on customer needs. It addresses three key questions: 1) What is software practitioners' biggest problem in meeting conflicting customer demands? 2) How does software reliability engineering approach resolving this issue? 3) What has been the experience with software reliability engineering? The process involves defining the product and users, implementing operational profiles to efficiently test critical functions, and engineering the right level of reliability through failure analysis and testing to deliver the product on time and at an acceptable cost.

Khan Umair Resume Feb2010

Umair Khan

Umair Khan is an electrical engineer with experience in RF/microwave engineering, signal processing, and wireless design. He has worked as a system analyst and product engineer, delivering electrical systems and controls. His experience includes design, development, testing, and optimization of wireless lighting control systems and RF components. He is proficient in MATLAB, PSpice, C#, Verilog, and MS Office applications.

Model based vulnerability testing

Kupili Archana

This document discusses model-based vulnerability testing (MBVT) for web applications. MBVT aims to improve the accuracy and precision of vulnerability testing. The document outlines the MBVT approach, which includes formalizing vulnerability test patterns, modeling the system under test, generating test cases from the model and test purposes, and adapting and executing the test cases. An example of applying the MBVT approach to the Damn Vulnerable Web Application is provided to test for reflected cross-site scripting vulnerabilities. The document also discusses advantages of MBVT in addressing both technical and logical vulnerabilities, and disadvantages such as effort required to design models, test patterns, and adapters.

Open Issues On Sqam

Dr Anjan Krishnamurthy

This document discusses open issues with software quality models and metrics. It outlines that while quality models and metrics are used to measure software quality, there are still missing facts and inconsistencies. Specifically, it notes issues with human estimation of quality being subjective, a lack of standard metrics, and quality characteristics not being equally impactful. Possible solutions include categorizing assessors, evaluating runtime values, using coefficients, and extending quality models.

Considering Context Events in Event-Based Testing of Mobile Applications

Porfirio Tramontana

A relevant complexity factor in developing and testing mobile apps is given by their sensibility to changes in the context in which they run. As an example, apps running on a smartphone can be influenced by location changes, phone calls, device movements and many other typologies of context events. In this paper, we address the problem of testing a mobile app as an event-driven system by taking into account both context events and GUI events. We present approaches based on the definition of reusable event patterns for the manual and automatic generation of test cases for mobile app testing. One of the proposed testing techniques, based on a systematic and automatic exploration of the behaviour of an Android app, has been implemented and some preliminary case studies on real apps have been carried out in order to explore their effectiveness.

Welcome to International Journal of Engineering Research and Development (IJERD)

IJERD Editor

call for paper 2012, hard copy of journal, research paper publishing, where to publish research paper, journal publishing, how to publish research paper, Call For research paper, international journal, publishing a paper, IJERD, journal of science and technology, how to get a research paper published, publishing a paper, publishing of journal, publishing of research paper, reserach and review articles, IJERD Journal, How to publish your research paper, publish research paper, open access engineering journal, Engineering journal, Mathemetics journal, Physics journal, Chemistry journal, Computer Engineering, Computer Science journal, how to submit your paper, peer reviw journal, indexed journal, reserach and review articles, engineering journal, www.ijerd.com, research journals, yahoo journals, bing journals, International Journal of Engineering Research and Development, google journals, hard copy of journal

Shruti_Tayal_Resume

Shruti Tayal

This document contains the resume of Shruti Tayal summarizing her professional experience as a Test Engineer with over 3 years of experience in software testing for the automotive industry. She has worked on projects involving infotainment systems for Ford and Panasonic testing multimedia, CarPlay, Android Auto and vehicle modules. She is proficient in test case development, defect tracking, automation testing and has strong communication and problem solving skills.

A hybrid crowd-powered.compressed

joseph wanjekeche

This document proposes a hybrid crowd-powered approach for compatibility testing of mobile devices and applications. It discusses limitations of existing automated, cloud-based, and crowdsourced testing approaches. The proposed approach involves a web-based crowdtesting platform that allows both low-level code testing and high-level testing of physical device features through public crowd testers using real mobile devices. It also includes a knowledge base for storing and sharing results of compatibility testing to help developers address issues. The goal is to provide a comprehensive solution for testing mobile apps across a wide variety of devices and OS versions through a global crowd.

E031202024029

ijceronline

This document discusses the design and development of a Service Oriented Architecture (SOA) interface for mobile device testing. It proposes using a SOA approach to address the challenges of mobile device testing, which is made difficult by the complex and evolving nature of mobile software and hardware. The paper describes building modular components according to SOA principles and using a common interface to allow components to communicate and reuse test cases. It outlines developing fault injection techniques and a taxonomy of faults specific to SOA to test the reliability of the proposed interface. The goal is to create a more flexible and reusable framework for mobile device testing.

Optimizing API Performance Testing A Comprehensive Guide

Testrig Technologies

Spoorthi B

This document contains the resume of Spoorthi B, who has over 4 years of experience as a Software QA Engineer. She currently works as a Product QA Engineer for MetricStream Infotech Pvt Ltd, where she has been for over 1 year. Her responsibilities include test case preparation, defect tracking, automation testing using Sahi, and ensuring browser compatibility. She has experience testing a variety of web applications, including for loss management and operational risk management systems.

Iwsm2014 measuring cosmic software size from functional execution traces of...

COSMIC - Common Software Measurement International Consortium

This document discusses automating functional size measurement (FSM) using the COSMIC method. It presents a prototype tool called COSMIC Solver that measures COSMIC size from execution traces of Java applications. COSMIC Solver uses AspectJ to tag sequence diagrams from traces. It then applies COSMIC rules to measure size. The tool is demonstrated on examples and its benefits and limitations are discussed. Future work aims to develop the prototype into a robust tool and evaluate its accuracy and usefulness.

What's hot

Roger Spencer Resume revised 9_20_16

Roger Spencer

Application Quality Best Practices with Visual Studio 2010 - Adrian Dunne

Spiffy

Challenges in Security Testing

Shikha Jarial

Promise Keynote

Tim Menzies

D J Gawera Resume

Dennis Gawera

How to integrate mobile security into app development

Appinventiv

Complexity Measures for Secure Service-Orieted Software Architectures

Tim Menzies

Jean Paul Varwijk - Discussing the Future of Software Testing - EuroSTAR 2013

TEST Huddle

The Gap Between Academic Research and Industrial Practice in Software Testing

Zoltan Micskei

Same App, Different App Stores: A comparative Study

MobileSoft

Unit 4

jayanthi_2009

Khan Umair Resume Feb2010

Umair Khan

Model based vulnerability testing

Kupili Archana

Open Issues On Sqam

Dr Anjan Krishnamurthy

Considering Context Events in Event-Based Testing of Mobile Applications

Porfirio Tramontana

Welcome to International Journal of Engineering Research and Development (IJERD)

IJERD Editor

Shruti_Tayal_Resume

Shruti Tayal

A hybrid crowd-powered.compressed

joseph wanjekeche

What's hot (18)

Roger Spencer Resume revised 9_20_16

Application Quality Best Practices with Visual Studio 2010 - Adrian Dunne

Challenges in Security Testing

Promise Keynote

D J Gawera Resume

How to integrate mobile security into app development

Complexity Measures for Secure Service-Orieted Software Architectures

Jean Paul Varwijk - Discussing the Future of Software Testing - EuroSTAR 2013

The Gap Between Academic Research and Industrial Practice in Software Testing

Same App, Different App Stores: A comparative Study

Unit 4

Khan Umair Resume Feb2010

Model based vulnerability testing

Open Issues On Sqam

Considering Context Events in Event-Based Testing of Mobile Applications

Welcome to International Journal of Engineering Research and Development (IJERD)

Shruti_Tayal_Resume

A hybrid crowd-powered.compressed

Similar to Just-in-Time Bug Prediction in Mobile Applications: The Domain Matters!

E031202024029

ijceronline

Optimizing API Performance Testing A Comprehensive Guide

Testrig Technologies

Spoorthi B

Iwsm2014 measuring cosmic software size from functional execution traces of...

COSMIC - Common Software Measurement International Consortium

Enabling Continuous Quality in Mobile App Development

Matthew Young

This document discusses how organizations can extend continuous integration (CI) practices to mobile app development. CI allows for continuous feedback throughout development to improve quality while speeding up time to market. However, mobile app testing presents new challenges due to the large number of device and OS combinations. The document recommends that mobile CI solutions provide scalable test automation across many devices, emulate real-world conditions on real devices, and integrate seamlessly with development tools and workflows to provide actionable feedback. This will allow mobile teams to thoroughly test apps and build quality in from the start to meet demanding timelines.

SONAL MITTAL CV

Sonal Mittal

Raji_new_July_2015

Raja Kumari

Rajakumari Thota has over 9 years of experience in software testing of web, mobile, and desktop applications. She has expertise in test automation using Selenium WebDriver, Appium, JMeter, and other tools. Her experience includes test automation framework development, test case writing, defect tracking, test execution and reporting. She is proficient in testing methodologies like test planning, requirement analysis, test design, test execution and defect management.

Implementing AI for improved performance testing – Cuneiform.pdf

Cuneiform Consulting Pvt Ltd.

The document discusses how artificial intelligence is being used to improve performance testing. It describes what performance testing is and why it is important. It then explains how AI can help with various aspects of performance testing like data analysis, issue identification, test automation, and load testing. The key benefits of using AI for performance testing include increased efficiency, precision, coverage, and cost savings. It concludes by stating that AI has the potential to revolutionize software testing.

Rabish kumar singh QA Engineer 3 years experience

Ravish Singh

implementing_ai_for_improved_performance_testing_the_key_to_success.pdf

sarah david

Experience a revolution in software testing with our AI-driven Performance Testing solutions at Cuneiform Consulting. In a world dominated by technological advancements, implementing AI is the key to unlocking unparalleled software performance. Boost your applications with speed, scalability, and responsiveness, ensuring a seamless user experience. Cuneiform Consulting leads the way in reshaping quality assurance, adhering to the predictions of the World Quality Report for AI's significant role in the next decade. Join us to stay ahead, save costs with constant AI-powered testing, and explore the boundless possibilities of AI/ML development services. Contact us now for a future-proof digital transformation!

Resume imran ansari ansari

Md Imran Ansari

Md Imran Ansari has over 4 years of experience in software testing and quality assurance. He has expertise in functional, integration, regression, and mobile application testing. He is proficient with testing tools like HP Quality Center, Jira, and mobile testing tools like Perfecto. He has worked on projects in domains like insurance, transportation, and hospitality. His experience includes test case design, execution, defect logging, and test reporting.

Sunil_Personal

sunil kumar

DevOps for the Mobile Enterprise: Test and Deploy

Rosalind Radcliffe

software testing trends set to define the industry in 2024

Stelo Technology

Automated Front End Testing_ Navigating Types and Tools for Optimal Web Devel...

kalichargn70th171

The quote, "A first impression is the last impression," can extend to customers using apps. Customers place a high value on their experience while using an app. It makes sense, then, that automated front-end testing is a cornerstone for ensuring user interface functionality and overall application reliability. This blog explores the different types of automated front-end testing, their significance, and the tools that make them effective. By understanding these aspects, developers and testers can significantly enhance the quality of web applications.

Can We Deliver Mobile Apps Continuously?

Dan Waters

Automated Generation, Evolution and Maintenance: a perspective for mobile GUI...

Riccardo Coppola

Jatin Joshi Resume

Jatin Joshi

This document provides a summary of Jatin Joshi's work experience and qualifications. He has over 4 years of experience as a QA Analyst testing web, mobile, and client/server applications. Some of the projects he has tested include applications in the travel, financial, and e-commerce domains. He is proficient in both manual and automation testing methods and has experience using tools like Selenium, JIRA, and SQL.

Ayaz_Resume

Mohammad Ayaz Khan

Ayaz has over 6 years of experience in manual and automation testing. He has expertise in testing web, desktop, and web service applications. He manages a team of 3 QA engineers, responsible for task planning and mentoring. He has extensive experience developing test automation frameworks using Selenium, Cucumber, and C#. Ayaz received several awards for his work on projects at Tesco, including building a test automation framework. He holds certifications in testing and programming languages.

Automated Testing.pdf

Appdeveloper10

Automated Testing: How A Mobile App Development Company Can Improve App Efficiency Each mobile app development company tests its product ere it is released. Bugs are basic web designers elements of app developers that are still to be released. This indicates the necessity for proper app development before the final discharge. Web developers Testing is simply the best way to app developers efficiency, software development technical coverage, capacity, and effectiveness of a mobile app developers. Mobile app developers device app development meets important challenges, which pass through to their web designers testing. What Is a mobile app developers? A mobile app developers is a type of software created to run on a mobile app developers, app development or smartphone. Mobile app developers seldom permit multitasking due to restricted software developers az ability, one-screen forces, and incorporation idata scientists quality. What is mobile app developers testing? Mobile app development is performed to evaluate the performance of the top app development in a simulated environment to forecast a app developers experience after a software developers near me public release. For web developers testers, performance assessment usually means running parallel tests of the software company near me system answer on a scale of flutter developers devices, monitoring the app developers performance at top app development points of traffic loads, and assuring that it’s constant under poor internet connection and helps flutter developers device-specific app development. There are two types of app development testing methods • Manual app development testing. • Automated mobile app developers testing. Manual app development testing It will usually need the services of a app developers to carefully perform the test the a software developers steps right in front of a computer. While registering notes and connecting the results to the proposed behavior, the inspector is required to try various web development usage and input sequences. Normally, manual tests are performed annually throughout the web development stage to identify changes in source code, hardware arrangements, and other engaging environments. However, manual tests are not always stable and can be restricted in several ways from the need for an automated app development testing software development tool. Automation web development testing It requires the use of an automation software development tool to execute a test case order. With automated web developers testing, app developers can efficiently register and playback performances, associate the expected performance of the ios app developers to the already attained results, and report observations to the flutter development manager in real-time.

Similar to Just-in-Time Bug Prediction in Mobile Applications: The Domain Matters! (20)

E031202024029

Optimizing API Performance Testing A Comprehensive Guide

Iwsm2014 measuring cosmic software size from functional execution traces of...

Enabling Continuous Quality in Mobile App Development

SONAL MITTAL CV

Raji_new_July_2015

Implementing AI for improved performance testing – Cuneiform.pdf

Rabish kumar singh QA Engineer 3 years experience

implementing_ai_for_improved_performance_testing_the_key_to_success.pdf

Resume imran ansari ansari

Sunil_Personal

DevOps for the Mobile Enterprise: Test and Deploy

software testing trends set to define the industry in 2024

Automated Front End Testing_ Navigating Types and Tools for Optimal Web Devel...

Can We Deliver Mobile Apps Continuously?

Automated Generation, Evolution and Maintenance: a perspective for mobile GUI...

Jatin Joshi Resume

Ayaz_Resume

Automated Testing.pdf

More from Gemma Catolino

Ensemble Techniques for Software Change Prediction: A Preliminary Investigation

Gemma Catolino

Git and GitHub - The beginning

Gemma Catolino

This document provides an introduction to Git and GitHub. It discusses setting up Git on different operating systems, how Git and GitHub work together for version control and collaboration, and basic Git commands for creating repositories, tracking changes, branching code, and pushing/pulling from remote repositories. The goal is to explain the fundamentals of distributed version control using Git and hosting projects on GitHub.

Git e GitHub - L'essenziale

Gemma Catolino

Metrics for Effort/Cost Estimation of Mobile apps development

Gemma Catolino

This document discusses metrics for estimating the effort and cost of developing mobile apps. It proposes defining a set of early metrics that can be extracted before full development begins. These early metrics are mapped to guidelines for estimating Cosmic Function Points (CFP). An empirical study evaluates the accuracy of CFP estimations based on the early metrics by comparing them to actual CFP values for 13 mobile apps. The results show the early estimations were reasonably close to the actual values, with mean magnitude relative error of 0.2 and prediction of actual values within 25% for 61% of apps. Future work involves additional validation with companies and gathering more project data.

#PetaloRosaDay

Gemma Catolino

Post mortem Review

Gemma Catolino

This document summarizes a post-mortem review of a web application project completed by a team of students. It provides details of the project scope, team composition, timeline, methodology, and reviews each project phase. Key metrics like functional size, resource allocation, documentation, and lessons learned are reported. Overall, the project was completed on time while respecting deadlines and delivering good quality, though the actual team composition differed from what was considered ideal.

Analisi posizionamento punto ristorazione Salerno

Gemma Catolino

GoBus - App challenge

Gemma Catolino

Presentation SCORE-IT

Gemma Catolino

The problem of mobility is one of the major challenges for governments around the world, because of the problems growing concern that noise pollution and environmental. In recent years, the European Union encouraged, through promotional campaigns and appropriations ad hoc funds, the use of alternative methods for the circulation of people. In this context, the organizational challenges the use of public transport in the cities, big and small they are particularly felt. The information on schedules, trips, lines and bus stops are not always readily available from part of those who are to use the services of transport. The natural consequence is represented by discomforts of all sorts of which is spoken daily in the media. In this paper GoBus is presented, a service for the simplification management processes, exposure of information about transportation activities, both in terms of users from that of the companies.GoBus allows users to order access to information on mobility organized by services Transportation of each city and at the same time, companies to manage this information by placing a continuous feedback from the their users. Compared to concurrent applications, GoBus allows you to catalog and display the information on services offered by companies in a new way. The holding of the project followed the guidelines regarding the management of the projects software and application of techniques and processes proposed from Engineering Software. The report describes the entire engineering process applied, the techniques and the description of the prototype consisting of a web application, which acts as a management for companies, a web service for the export of infos and a mobile application for Windows Phone platform to use the service.

CE.RE.S: An Eclipse plug-in to evaluate source code readability

Gemma Catolino

During software evolution, change is the rule rather than the exception. It has been demonstrated as the maintenance phase costs 75% more than development costs. One of the reason of such a cost is about the effort of developers in understanding the source code produced in the development lifecycle. In this work, we designed a novel comprehensive model, namely CodE REadability in eclipSe (CE.RE.S), for measuring code readability. CE.RE.S enriches previous code readability metrics by considering textual (or lexical) aspects of source code, that are crucial for effectively capturing code readability. The proposed approach has been empirically evaluated through a controlled experiment involving ten university students and two industrial developers, and it was aimed at analyzing the benefits provided by CE.RE.S during software development and maintenance. The results achieved indicate that CE.RE.S helps developers improving overall readability of the produced source code, especially in terms of meaningfulness of the resulting identifier names.

More from Gemma Catolino (10)

Ensemble Techniques for Software Change Prediction: A Preliminary Investigation

Git and GitHub - The beginning

Git e GitHub - L'essenziale

Metrics for Effort/Cost Estimation of Mobile apps development

#PetaloRosaDay

Post mortem Review

Analisi posizionamento punto ristorazione Salerno

GoBus - App challenge

Presentation SCORE-IT

CE.RE.S: An Eclipse plug-in to evaluate source code readability

Recently uploaded

The Key to Digital Success_ A Comprehensive Guide to Continuous Testing Integ...

kalichargn70th171

ALGIT - Assembly Line for Green IT - Numbers, Data, Facts

Green Software Development

Hand Rolled Applicative User ValidationCode Kata

Philip Schwarz

Could you use a simple piece of Scala validation code (granted, a very simplistic one too!) that you can rewrite, now and again, to refresh your basic understanding of Applicative operators <*>, <*, *>? The goal is not to write perfect code showcasing validation, but rather, to provide a small, rough-and ready exercise to reinforce your muscle-memory. Despite its grandiose-sounding title, this deck consists of just three slides showing the Scala 3 code to be rewritten whenever the details of the operators begin to fade away. The code is my rough and ready translation of a Haskell user-validation program found in a book called Finding Success (and Failure) in Haskell - Fall in love with applicative functors.

Modelling Up - DDDEurope 2024 - Amsterdam

Alberto Brandolini

Using Query Store in Azure PostgreSQL to Understand Query Performance

Grant Fritchey

E-Invoicing Implementation: A Step-by-Step Guide for Saudi Arabian Companies

Quickdice ERP

原版定制美国纽约州立大学奥尔巴尼分校毕业证学位证书原版一模一样

mz5nrf0n

原版一模一样【微信：741003700 】【美国纽约州立大学奥尔巴尼分校毕业证学位证书】【微信：741003700 】学位证，留信认证（真实可查，永久存档）offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。本公司拥有海外各大学样板无数，能完美还原海外各大学 Bachelor Diploma degree, Master Degree Diploma 1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700 留信网认证的作用: 1:该专业认证可证明留学生真实身份 2:同时对留学生所学专业登记给予评定 3:国家专业人才认证中心颁发入库证书 4:这个认证书并且可以归档倒地方 5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息 6:个人职称评审加20分 7:个人信誉贷款加10分 8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才

zOS Mainframe JES2-JES3 JCL-JECL Differences

YousufSait3

Oracle 23c New Features For DBAs and Developers.pptx

Remote DBA Services

KuberTENes Birthday Bash Guadalajara - Introducción a Argo CD

rodomar2

14 th Edition of International conference on computer vision

ShulagnaSarkar2

About the event 14th Edition of International conference on computer vision Computer conferences organized by ScienceFather group. ScienceFather takes the privilege to invite speakers participants students delegates and exhibitors from across the globe to its International Conference on computer conferences to be held in the Various Beautiful cites of the world. computer conferences are a discussion of common Inventions-related issues and additionally trade information share proof thoughts and insight into advanced developments in the science inventions service system. New technology may create many materials and devices with a vast range of applications such as in Science medicine electronics biomaterials energy production and consumer products. Nomination are Open!! Don't Miss it Visit: computer.scifat.com Award Nomination: https://x-i.me/ishnom Conference Submission: https://x-i.me/anicon For Enquiry: Computer@scifat.com

J-Spring 2024 - Going serverless with Quarkus, GraalVM native images and AWS ...

Bert Jan Schrijver

Microservice Teams - How the cloud changes the way we work

Sven Peters

A lot of technical challenges and complexity come with building a cloud-native and distributed architecture. The way we develop backend software has fundamentally changed in the last ten years. Managing a microservices architecture demands a lot of us to ensure observability and operational resiliency. But did you also change the way you run your development teams? Sven will talk about Atlassian’s journey from a monolith to a multi-tenanted architecture and how it affected the way the engineering teams work. You will learn how we shifted to service ownership, moved to more autonomous teams (and its challenges), and established platform and enablement teams.

Preparing Non - Technical Founders for Engaging a Tech Agency

ISH Technologies

Preparing non-technical founders before engaging a tech agency is crucial for the success of their projects. It starts with clearly defining their vision and goals, conducting thorough market research, and gaining a basic understanding of relevant technologies. Setting realistic expectations and preparing a detailed project brief are essential steps. Founders should select a tech agency with a proven track record and establish clear communication channels. Additionally, addressing legal and contractual considerations and planning for post-launch support are vital to ensure a smooth and successful collaboration. This preparation empowers non-technical founders to effectively communicate their needs and work seamlessly with their chosen tech agency.Visit our site to get more details about this. Contact us today www.ishtechnologies.com.au

一比一原版(USF毕业证)旧金山大学毕业证如何办理

dakas1

USF硕士毕业证成绩单【微信95270640】一比一伪造旧金山大学文凭@假冒USF毕业证成绩单+Q微信95270640办理USF学位证书@仿造USF毕业文凭证书@购买旧金山大学毕业证成绩单USF真实使馆认证/真实留信认证回国人员证明 #一整套旧金山大学文凭证件办理#—包含旧金山大学旧金山大学本科毕业证成绩单学历认证|使馆认证|归国人员证明|教育部认证|留信网认证永远存档教育部学历学位认证查询办理国外文凭国外学历学位认证#我们提供全套办理服务。一整套留学文凭证件服务：一：旧金山大学旧金山大学本科毕业证成绩单毕业证 #成绩单等全套材料从防伪到印刷水印底纹到钢印烫金二：真实使馆认证（留学人员回国证明）使馆存档三：真实教育部认证教育部存档教育部留服网站永久可查四：留信认证留学生信息网站永久可查国外毕业证学位证成绩单办理方法： 1客户提供办理旧金山大学旧金山大学本科毕业证成绩单信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：我们有专业老师帮你查询）； 2开始安排制作毕业证成绩单电子图； 3毕业证成绩单电子版做好以后发送给您确认； 4毕业证成绩单电子版您确认信息无误之后安排制作成品； 5成品做好拍照或者视频给您确认； 6快递给客户（国内顺丰国外DHLUPS等快读邮寄）。教育部文凭学历认证认证的用途：如果您计划在国内发展那么办理国内教育部认证是必不可少的。事业性用人单位如银行国企公务员在您应聘时都会需要您提供这个认证。其他私营 #外企企业无需提供！办理教育部认证所需资料众多且烦琐所有材料您都必须提供原件我们凭借丰富的经验帮您快速整合材料让您少走弯路。实体公司专业为您服务如有需要请联系我: 微信95270640奈一次次令他失望山娃今年岁上五年级识得很多字从走出小屋开始山娃就知道父亲的家和工地共有一个很动听的名字——天河工地的底层空空荡荡很宽阔很凉爽在地上铺上报纸和水泥袋父亲和工人们中午全睡在地上地面坑坑洼洼山娃曾多次绊倒过也曾有长铁钉穿透凉鞋刺在脚板上但山娃不怕工地上也常有五六个从乡下来的小学生他们的父母亲也是高楼上的建筑工人小伙伴来自不同省份都操着带有浓重口音的普通话可不知为啥山娃不仅很快与他们熟识了

Energy consumption of Database Management - Florina Jonuzi

Green Software Development

Top Benefits of Using Salesforce Healthcare CRM for Patient Management.pdf

VALiNTRY360

Salesforce Healthcare CRM, implemented by VALiNTRY360, revolutionizes patient management by enhancing patient engagement, streamlining administrative processes, and improving care coordination. Its advanced analytics, robust security, and seamless integration with telehealth services ensure that healthcare providers can deliver personalized, efficient, and secure patient care. By automating routine tasks and providing actionable insights, Salesforce Healthcare CRM enables healthcare providers to focus on delivering high-quality care, leading to better patient outcomes and higher satisfaction. VALiNTRY360's expertise ensures a tailored solution that meets the unique needs of any healthcare practice, from small clinics to large hospital systems. For more info visit us https://valintry360.com/solutions/health-life-sciences

WWDC 2024 Keynote Review: For CocoaCoders Austin

Patrick Weigel

fiscal year variant fiscal year variant.

AnkitaPandya11

YAML crash COURSE how to write yaml file for adding configuring details

NishanthaBulumulla1

Recently uploaded (20)

The Key to Digital Success_ A Comprehensive Guide to Continuous Testing Integ...

ALGIT - Assembly Line for Green IT - Numbers, Data, Facts

Hand Rolled Applicative User ValidationCode Kata

Modelling Up - DDDEurope 2024 - Amsterdam

Using Query Store in Azure PostgreSQL to Understand Query Performance

E-Invoicing Implementation: A Step-by-Step Guide for Saudi Arabian Companies

原版定制美国纽约州立大学奥尔巴尼分校毕业证学位证书原版一模一样

zOS Mainframe JES2-JES3 JCL-JECL Differences

Oracle 23c New Features For DBAs and Developers.pptx

KuberTENes Birthday Bash Guadalajara - Introducción a Argo CD

14 th Edition of International conference on computer vision

J-Spring 2024 - Going serverless with Quarkus, GraalVM native images and AWS ...

Microservice Teams - How the cloud changes the way we work

Preparing Non - Technical Founders for Engaging a Tech Agency

一比一原版(USF毕业证)旧金山大学毕业证如何办理

Energy consumption of Database Management - Florina Jonuzi

Top Benefits of Using Salesforce Healthcare CRM for Patient Management.pdf

WWDC 2024 Keynote Review: For CocoaCoders Austin

fiscal year variant fiscal year variant.

YAML crash COURSE how to write yaml file for adding configuring details

Just-in-Time Bug Prediction in Mobile Applications: The Domain Matters!

1. Just-In-Time Bug Prediction in Mobile Applications: The Domain Matters! Gemma Catolino - University of Salerno Student Research Competition

2. complexity of mobile apps is increasing

3. monitoring the quality is necessary

4. The mechanism that allows users to rate releases of the apps has meant that users appear as quality assurance managers

5. APP RELEASED The mechanism that allows users to rate releases of the apps has meant that users appear as quality assurances

6. LITERATURE

7. LITERATURE metrics for usability

8. LITERATURE metrics for usability adapt standard metrics OO METRICS COSMIC

9. No studies address the issue of bug prediction within the mobile context

10. Bugs may produce a decreasing of the reputation of mobile apps

11. Just-In-Time Bug Prediction

12. BUG PREDICTION JIT BUG PREDICTION SYSTEM RELEASE COMMIT

13. KAMEI ET AL. METRICS Empirically evaluate the usefulness of the metrics proposedby Kamei et al. for JIT bug prediction in the context of the mobile app development Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

14. KAMEI ET AL. METRICS SIZE Line of code added Line of code deleted Line of code in ﬁle before the change Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

15. KAMEI ET AL. METRICS SIZE EXPERIENCE Line of code added Line of code deleted Line of code in ﬁle before the change Developer experience Recent developer experience Developer experience on a subsystem Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

16. KAMEI ET AL. METRICS SIZE PURPOSE EXPERIENCE Line of code added Line of code deleted Line of code in ﬁle before the change Fix Developer experience Recent developer experience Developer experience on a subsystem Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

17. KAMEI ET AL. METRICS SIZE DIFFUSION PURPOSE EXPERIENCE #modified subsystems #modified directories #modified file Entropy Line of code added Line of code deleted Line of code in file before the change Fix Developer experience Recent developer experience Developer experience on a subsystem Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

18. KAMEI ET AL. METRICS SIZE DIFFUSION HISTORY PURPOSE EXPERIENCE #modified subsystems #modified directories #modified file Entropy Line of code added Line of code deleted Line of code in file before the change Fix Developer experience Recent developer experience Developer experience on a subsystem #developers that changed the modified files Average time interval between the last and current change Number of unique changes to modified files Kamei,Yasutaka, et al. "A large-scale empirical study of just-in-time quality assurance." IEEETransactions on Software Engineering

19. EMPIRICAL STUDY

20. Evaluate the performance of prediction model built using the metrics proposed by Kamei et al. in the context of mobile applications GOAL

21. 5 open source mobile Android applications CONTEXT Evaluate the performance of prediction model built using the metrics proposed by Kamei et al. in the context of mobile applications

22. AnySoftKeyboard ChatSecure Owncloud Worpress Afwall

23. 5 open source mobile Android applications Metric values for apps extracted from COMMIT GURU PLATFORM DATA Evaluate the performance of prediction model built using the metrics proposed by Kamei et al. in the context of mobile applications COMMITx m1 m4….m2 m3 BUGGY NON-BUGGY SYSTEM X

24. BUILD MODEL PREDICTION 5 open source mobile Android applications Metric values for apps extracted from COMMIT GURU PLATFORM Apply a feature selection algorithm in order to avoid multi-collinearity Evaluate the performance of prediction model built using the metrics proposed by Kamei et al. in the context of mobile applications

25. PREDICTORS WRAPPER TECHNIQUE

26. PREDICTORS 14 METRICS WRAPPER TECHNIQUE

27. PREDICTORS 14 METRICS WRAPPER TECHNIQUE

28. PREDICTORS 14 METRICS WRAPPER TECHNIQUE 5 METRICS # Modiﬁed subsystems # Added lines# Lines of code before the commit # Developers working on the committed ﬁles in the last month experience of the committer

29. BUILD MODEL PREDICTION 5 open source mobile Android applications Metric values for apps extracted from COMMIT GURU PLATFORM Logistic Regression 10-folds CrossValidation Apply a feature selection algorithm in order to avoid multi-collinearity Evaluate the performance of prediction model built using the metrics proposed by Kamei et al. in the context of mobile applications

30. EVALUATION METRICS 5 open source mobile Android applications Metric values for apps extracted from COMMIT GURU PLATFORM Accuracy, Precision, Recall, F-Measure, AUC-ROC Apply a feature selection algorithm in order to avoid multi-collinearity Logistic Regression 10-folds CrossValidation Evaluate the performance of prediction model built using the metrics proposed by Kamei et al. in the context of mobile applications

31. RESULTS

32. 0 25 50 75 100 AnySoftKeyborad Afwall ChatSecure Owncloud WordPress F-MEASURE

33. 0 25 50 75 100 AnySoftKeyborad Afwall ChatSecure Owncloud WordPress 0 25 50 75 100 AnySoftKeyborad Afwall ChatSecure Owncloud WordPress F-MEASURE

34. 0 25 50 75 100 AnySoftKeyborad Afwall ChatSecure Owncloud WordPress 0 25 50 75 100 AnySoftKeyborad Afwall ChatSecure Owncloud WordPress F-MEASURE 34% AVERAGE

35. PRECISION RECALL 76% 28% ACCURACY 58%

36. Model is able to discover only a limited number of real bugs occurring in the subject apps, thus providing a limited usefulness to developers

37. POSSIBLE CAUSES

38. Developers’ experience Mobile apps can be developed by both expert and novice developers, thus possibly creating confounding effects with respect to the computed metrics POSSIBLE CAUSES

39. Development Process The release process of mobile apps is shorter than the one of traditional applications: this implies that the source code change continuously POSSIBLE CAUSES

40. # Lines of code before the commit May not be signiﬁcant in the mobile context POSSIBLE CAUSES

41. SIZE APP APP POSSIBLE CAUSES

42. #modiﬁed subsystems May not make sense for mobile apps POSSIBLE CAUSES

43. #modiﬁed subsystems May not make sense for mobile apps POSSIBLE CAUSES

44. FUTURE DIRECTION Extend study with more systems Make a Survey with Developers Deﬁnition of new metrics

45. Just-In-Time Bug Prediction in Mobile Applications: The Domain Matters! Gemma Catolino - University of Salerno Student Research Competition

Just-in-Time Bug Prediction in Mobile Applications: The Domain Matters!

Recommended

Recommended

More Related Content

What's hot

What's hot (18)

Similar to Just-in-Time Bug Prediction in Mobile Applications: The Domain Matters!

Similar to Just-in-Time Bug Prediction in Mobile Applications: The Domain Matters! (20)

More from Gemma Catolino

More from Gemma Catolino (10)

Recently uploaded

Recently uploaded (20)

Just-in-Time Bug Prediction in Mobile Applications: The Domain Matters!