Ajay Kumar Jena

• KIIT University

Software Defect Prediction (SDP) empowers the creators to diagnose and unscramble defects in the introductory legs of the software evolution process to reduce the effort and cost invested in creating high-quality software. Feature Selection (FS) is critical to pinpoint the most pertinent features for defect prediction. This paper intends to employ...

Background Software Defect Prediction (SDP) enables developers to investigate unscrambled faults in the inaugural parts of the software progression mechanism. However, SDP faces the threat of high dimensionality. Feature selection (FS) selects the finest features while carefully discarding others. Several meta-heuristic algorithms, like Genetic Alg...

Advancements in microarray technology allow scientists to study thousands of genes, offering valuable insights into cellular functions and aiding in the diagnosis and prediction of diseases like cancer, diabetes, and heart disease. However, the complexity of gene data, characterized by numerous variables, noise, and limited samples, poses challenge...

Background Software defects can have catastrophic consequences. Therefore, fixing these defects is crucial for the evolution of software. Software Defect Prediction (SDP) enables developers to investigate unscramble faults in the inaugural parts of the software progression mechanism. However, SDP faces many challenges, including the high magnitude...

Software testing offers re-utilization of the model for the operation of validation and this leverages the test case generation growth. It is a very crucial and complicated action in software establishment as it is very concise with software standards. The testing process is comprised of three main parts, such as test scenarios generation, test imp...

Speech-based emotional state recognition must have a significant impact on artificial intelligence as machine learning advances. When it comes to emotion recognition, proper feature selection is critical. As a result, feature fusion technology is offered in this work as a means of achieving high prediction accuracy by emphasizing the extraction of...

Heart disease is a clinical illness that is caused by structural and functional tissue dysfunction. According to the arena health company (WHO), heart disease is the leading cause of death worldwide, with a recent study finding that heart disease accounts for 23% of all deaths in the United States. As a result, early and accurate diagnosis of heart...

The 100 Smart Cities Mission in India was launched by Honorable Prime Minister Narendra Modi on June 25, 2015, with an objective to promote sustainable and inclusive cities that provide core infrastructure to give a decent quality of life, a clean and sustainable environment through application of some smart solutions such as data driven traffic ma...

The diabetic disease is a quick-rising persistent disease among humans. Diabetes is also named diabetes mellitus, and it is the most significant hazard disease in recent days. In this paper, the optimization approach, named as Improved Invasive Weed Bird Swarm Optimization Algorithm (IWBSOA) is devised for diabetic prediction. The gene expression d...

Software Defined Network (SDN) tends to provide an agile and flexible network. Segment Routing (SR) protocol uses a source to receiver sensible way and is made out of a succession of fragments as a compelling routing procedure. Each section is spoken to by a center point. Combining the SR and SDN can result the separated requirements of clients and...

System modeling in software engineering describes the procedure of creating a demonstration of real system in a conceptual way to know the system behavior. The software testing promotes reusing the model for the function of testing and this accelerates test case generation development. The test case generation verifies the reliability of system thr...

Blockchain—the technology behind the popular cryptocurrency bitcoin is revolutionizing the world and bringing significant changes in our technology and business environment. Blockchain is a tamper-proof, distributed and decentralized peer-to-peer technology that could track and verify digital transactions. It aims to bring in transparency, security...

Blockchain technology now a day is becoming a more secure and effective way for information sharing in various areas such as the financial sector, SCM in different industries, and in the field of IoT as well. Along with these fields currently, blockchain technology is playing a vital role in the field of Health Care System. This technology brings t...

The term blockchain can be practically viewed as a database as storage, and retrieval of information can be performed within blocks. But database cannot be termed as blockchain. In the simplest definition, it is the time stamped series of data along with heterogeneity which is managed by a cluster of systems with security implementing the cryptogra...

Every human has a unique face that may vary with a wide variety of details from person to person. But, in twins, these differences are very less to be noticed but much significance. Hence, this raises a problem in creating digital faces of humans with all distinguishable features to that of a real human. Also, identify the faces that are not comple...

This article describes how electronic payments are financial transactions made over the internet for goods or services. In the digital era, the e-commerce industry has gone beyond the traditional in-store service due to the wide spread of internet-based shopping. Developed countries are greatly relying on e-commerce business and a sizable number of...

This paper introduces the technique to select the test cases from the unified modeling language (UML) behavioral diagram. The UML behavioral diagram describes the boundary, structure, and behavior of the system that is fed as input for generating the graph. The graph is constructed by assigning the weights, nodes, and edges. Then, test case sequenc...

One of the deadly diseases prevailing worldwide is cancer. The rigorous symptoms of cancers should be studied properly prior to the diagnosis to save patients life. Thus, an automatic prediction system for classifying cancer using gene expression data is needed. This paper develops a cancer classification and detection method by proposing the Rider...

Software Testing using the object-oriented approach is always a challenging job for the researchers in recent days. To produce quality software, Automation of Software Testing plays a vital role. This chapter concentrates on an innovative idea to produce test scenarios by combining UML sequence and state machine diagrams. First, the author designed...

This book discusses various open issues in software engineering, such as the efficiency of automated testing techniques, predictions for cost estimation, data processing, and automatic code generation. Many traditional techniques are available for addressing these problems. But, with the rapid changes in software development, they often prove to be...

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-orient...

Question Answering (QA) is an all-around inquired issue in Natural Language Processing (NLP). This paper expands the boundaries of Question Answering by including textual and visual aspects, then further combining it with the SNS for enhancing its interaction with visually impaired people. In our proposed work, a text supported with an image is fed...

Cloud computing is an emerging area of research and is useful for all level of users from end users to top business companies. There are several research areas of cloud computing including load balancing, cost management, workflow scheduling etc., which has been the current research interest of researchers. To deal with such problems, some conventi...

This article describes how electronic payments are financial transactions made over the internet for goods or services. In the digital era, the e-commerce industry has gone beyond the traditional in-store service due to the wide spread of internet-based shopping. Developed countries are greatly relying on e-commerce business and a sizable number of...

Particle swarm optimization (PSO) is a powerful globally accepted evolutionary swarm intelligence method for solving both linear and non-linear problems. In this paper, a PSO based evolutionary multilayer perceptron is proposed which is intended for classification task in data mining. The network is trained by using the back propagation algorithm....

Test case generation is the most crucial job of testing paradigm. Unified Modelling Language (UML) model, give a lot of information for testing which is accepted widely by both the academia and industry. By using UML artifacts the early detection of faults can be achieved during designing while the architectural overview of the software is consider...

Electrical power grid is a complex network infrastructure. It is necessary to design one infrastructure which can communicate and control the different grid stations. Topological analysis provides the static properties of power grid, which does not meet the real-time requirement of power grid. It is focused on only physical significance of the powe...

Unified modeling language (UML) is used to design the tests in various levels of testing. To create the test cases from the source code using traditional methods is becoming very difficult and cumbersome in cluster levels. UML artifacts provide a lot of facts which help the user to navigate through the flaws from the designed documents. In this wor...

Software testing approaches are mainly divided into three types i.e. code based testing, specification based testing and model based testing. In model based testing, the testing can be started from the design process at the beginning phase. So, early detection of faults can be achieved by using this approach. An approach for the generation of test...