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This paper presents an extensive study on the application of AI techniques for software effort estimation in the past five years from 2017 to 2023. By overcoming the limitations of traditional methods, the study aims to improve accuracy and…

Software Engineering · Computer Science 2024-02-09 Nhi Tran , Tan Tran , Nam Nguyen

A fundamental unit of work in programming is the code contribution ("commit") that a developer makes to the code base of the project in work. An author's commit frequency describes how often that author commits. Knowing the distribution of…

Software Engineering · Computer Science 2014-08-22 Carsten Kolassa , Dirk Riehle , Michel A. Salim

Software development effort estimation is one of the most major activities in software project management. A number of models have been proposed to construct a relationship between software size and effort; however we still have problems…

Software Engineering · Computer Science 2010-07-27 P. V. G. D. Prasad Reddy , K. R. Sudha , P. Rama Sree , S. N. S. V. S. C. Ramesh

In the last decade, several studies have explored automated techniques to estimate the effort of agile software development. We perform a close replication and extension of a seminal work proposing the use of Deep Learning for Agile Effort…

Software Engineering · Computer Science 2022-12-20 Vali Tawosi , Rebecca Moussa , Federica Sarro

A critical issue faced by open-source software projects is the risk of key personnel leaving the project. This risk is exacerbated in large projects that have been under development for a long time and experienced growth in their…

Software Engineering · Computer Science 2024-01-09 Aliza Lisan , Boyana Norris

Early software effort estimation is a hallmark of successful software project management. Building a reliable effort estimation model usually requires historical data. Unfortunately, since the information available at early stages of…

Software Engineering · Computer Science 2017-03-20 Mohammad Azzeh , Ali Bou Nassif

The open source software (OSS) assessment has become important given the increased adoption of OSS in commercial product development. Researchers proposed many OSS assessment models. However, little is known about the industrial relevance…

Software Engineering · Computer Science 2022-12-02 Sai Pranav Koyyada , Denim Deshmukh Deepika Badampudi , Vida Ahmadi , Muhammad Usman

A fundamental unit of work in programming is the code contribution ("commit") that a developer makes to the code base of the project in work. We use statistical methods to derive a model of the probabilistic distribution of commit sizes in…

Software Engineering · Computer Science 2014-08-22 Carsten Kolassa , Dirk Riehle , Michel A. Salim

Accurately estimating the software size, cost, effort and schedule is probably the biggest challenge facing software developers today. It has major implications for the management of software development because both the overestimates and…

Software Engineering · Computer Science 2012-05-01 Roheet Bhatnagar , Mrinal Kanti Ghose

A novel modeling framework is proposed for dynamic scheduling of projects and workforce assignment in open source software development (OSSD). The goal is to help project managers in OSSD distribute workforce to multiple projects to achieve…

Software Engineering · Computer Science 2020-09-22 Hui Xi , Dong Xu , Young-Jun Son

Software effort estimation plays a critical role in project management. Erroneous results may lead to overestimating or underestimating effort, which can have catastrophic consequences on project resources. Machine-learning techniques are…

Software Engineering · Computer Science 2019-02-12 Ali Bou Nassif , Mohammad Azzeh , Ali Idri , Alain Abran

Open Source Software (OSS) has been recognized by the software development community as an effective way to deliver software. Unlike traditional software development, OSS development is driven by collaboration among developers spread…

Software Engineering · Computer Science 2020-08-13 Bianca Minetto Napoleão , Fabio Petrillo , Sylvain Hallé

Effort estimation is a complex area in decision-making, and is influenced by a diversity of factors that could increase the estimation error. The effects on effort estimation accuracy of having obsolete requirements in specifications have…

Software Engineering · Computer Science 2019-04-05 Lucas Gren , Richard Berntsson Svensson , Michael Unterkalmsteiner

Project Management process plays a significant role in effective development of software projects. Key challenges in the project management process are the estimation of time, cost, defect count, and subsequently selection of apt…

Software Engineering · Computer Science 2014-07-22 Shashikumar N. R. , T. R. Gopalakrishnan Nair , Suma V

Software cost estimation is one of the prerequisite managerial activities carried out at the software development initiation stages and also repeated throughout the whole software life-cycle so that amendments to the total cost are made. In…

Software Engineering · Computer Science 2023-12-21 Efi Papatheocharous , Harris Papadopoulos , Andreas S. Andreou

Effort estimation is a crucial activity in agile software development, where teams collaboratively review, discuss, and estimate the effort required to complete user stories in a product backlog. Current practices in agile effort estimation…

Software Engineering · Computer Science 2025-09-19 Thanh-Long Bui , Hoa Khanh Dam , Rashina Hoda

Background. Effort-aware metrics (EAMs) are widely used to evaluate the effectiveness of software defect prediction models, while accounting for the effort needed to analyze the software modules that are estimated defective. The usual…

Software Engineering · Computer Science 2025-04-29 Luigi Lavazza , Gabriele Rotoloni , Sandro Morasca

Software project development process is requiring accurate software cost and schedule estimation for achieve goal or success. A lot it referred to as the "Intricate brainteaser" because of its conscience attribute which is impact by…

Software Engineering · Computer Science 2015-03-12 Kardile Vilas Vasantrao

[Context] Open Source Software (OSS) is nowadays used and integrated in most of the commercial products. However, the selection of OSS projects for integration is not a simple process, mainly due to a of lack of clear selection models and…

Software Engineering · Computer Science 2022-02-07 Xiaozhou Li , Sergio Moreschini , Zheying Zhang , Davide Taibi

Open source software (OSS), playing an increasingly critical role nowadays, has been commonly adopted and integrated in various software products. For many practitioners, selecting and adopting suitable OSS can help them greatly. Though…

Software Engineering · Computer Science 2021-02-25 Xiaozhou Li , Sergio Moreschini