Predicting UML Statechart Diagrams Understandability Using Fuzzy Logic-Based Techniques

نویسندگان

  • José A. Cruz-Lemus
  • Marcela Genero
  • José Angel Olivas
  • Francisco P. Romero
  • Mario Piattini
چکیده

In this work, we present an application of the Fuzzy Logic in the field of prediction in Software Engineering. We specifically use the Fuzzy Prototypical Knowledge Discovery for characterizing the UML statechart diagrams according to their understandability, starting from the structural complexity and size of the diagrams, expressed by means of metrics, and the Fuzzy Deformable Prototypes, to obtain a prediction model of the understandability time of the UML statechart diagrams. The obtained model, built from data obtained through experimentation, is valid –in a certain waysince the 75% of the estimated values are at least 70% accurate, although it is necessary further validation with data obtained from real projects.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

The impact of structural complexity on the understandability of UML statechart diagrams

Given the relevance that UML models and their quality have gained in actual software development strategies, such as the Model Driven-Development (MDD), we present an empirical study about the effect that structural complexity has on the understandability of UML statechart diagrams, i.e., the diagram’s ability to be easily understood. The current study is based on a family of three experiments....

متن کامل

Defining and Validating Metrics for UML Statechart Diagrams

Maintainability is an increasingly relevant quality aspect in the development of object oriented software systems (OOSS). It is generally accepted that OOSS maintainability is highly dependent on the decisions made early in the development life cycle. Conceptual modelling is an important task of this early development. So that the maintainability of conceptual models have a great influence on t...

متن کامل

Defining Metrics for UML Statechart Diagrams in a Methodological Way

The fact that the usage of metrics at early phases of OO development can help designers make better decisions is gaining relevance. Moreover, the necessity of having early indicators of external quality attributes, such as understandability, based on early metrics is growing. There exists several works related to metrics for UML structural diagrams such as class diagrams. However, UML behaviora...

متن کامل

Model Checking UML Statechart Diagrams Using JACK

Statechart Diagrams provide a graphical notation for describing dynamic aspects of system behaviour within the Unified Modeling Language (UML). In this paper we present a branching time model-checking approach to the automatic verification of formal correctness of UML Statechart Diagrams specifications. We use a formal operational semantics for building a labeled transition system (automaton) w...

متن کامل

Towards a Formal Operational Semantics of UML Statechart Diagrams

Statechart Diagrams are a notation for describing behaviours in the framework of UML, the Unified Modeling Language of object-oriented systems. UML is a semi-formal language, with a precisely defined syntax and static semantics but with an only informally specified dynamic semantics. UML Statechart Diagrams differ from classical statecharts, as defined by Harel, for which formalizations and res...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2004