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                <text>Automated Risk Management Based Software Security Vulnerabilities Management</text>
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                <text>integrated security management system; machine learning; quantitative risk assessment; Quantitative threat modeling; software security</text>
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                <text>An automated risk assessment approach is explored in this work. The focus is to optimize the conventional threat modeling approach to explore software system vulnerabilities. Data produced in the software development processes are better leveraged using Machine Learning approaches. A large amount of industry knowledge around security vulnerabilities can be leveraged to enhance current threat modeling approaches. Work done here is in the ecosystem of software development processes that use Agile methodology. Insurance business domain data are explored as a target for this study. The focus is to enhance the traditional threat modeling approach with a better quantitative approach and reduce the biases introduced by the people who are part of software development processes. This effort will help bridge multiple data sources prevalent across the software development ecosystem. Bringing these various data sources together will assist in understanding patterns associated with security aspects of the software systems. This perspective further helps to understand and devise better controls. Approaches explored so far have considered individual areas of software development and their influence on improving security. There is a need to build an integrated approach for a total security solution for the software systems. A wide variety of machine learning approaches and ensemble approaches will be explored. The insurance business domain is considered for the research here. CWE (Common Weaknesses Enumeration) mapping from industry knowledge are leveraged to validate the security needs from the industry perspective. This combination of industry and company data will help get a holistic picture of the software system's security. Combining the industry and company data helps lay down the path for an integrated security management system in software development. The risk management framework with the quantitative threat modeling process is the work's uniqueness. This work contributes toward making the software systems secure and robust with time.   2013 IEEE.</text>
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                <text>Althar R.R.; Samanta D.; Kaur M.; Singh D.; Lee H.-N.</text>
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                <text>IEEE Access, Vol-10, pp. 90597-90608.</text>
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                <text>Institute of Electrical and Electronics Engineers Inc.</text>
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                <text>&lt;a href="https://doi.org/10.1109/ACCESS.2022.3185069" target="_blank" rel="noreferrer noopener"&gt;https://doi.org/10.1109/ACCESS.2022.3185069&lt;/a&gt;
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                <text>ISSN: 21693536</text>
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                <text>Althar R.R., Christ University, Data Science Department, Karnataka, Bangalore, 560029, India, First American India Private Ltd., Qms, Karnataka, Bangalore, 560038, India; Samanta D., Christ University, Department of Computer Science, Karnataka, Bangalore, 560029, India; Kaur M., First American India Private Ltd., Qms, Karnataka, Bangalore, 560038, India; Singh D., First American India Private Ltd., Qms, Karnataka, Bangalore, 560038, India; Lee H.-N., First American India Private Ltd., Qms, Karnataka, Bangalore, 560038, India</text>
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                <text>annotated; classifier; computer-assisted diagnosis; deep learning; digital image analysis; histopathological images; machine learning; nuclear; nuclei; segmentation; whole slide images</text>
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                <text>Various kinds of cancer are detected and diagnosed using histopathological analysis. Recent advances in whole slide scanner technology and the shift towards digitisation of whole slides have inspired the application of computational methods on histological data. Digital analysis of histopathological images has the potential to tackle issues accompanying conventional histological techniques, like the lack of objectivity and high variability. In this paper, we present a framework for the automated segmentation of nuclei from human histopathological whole slide images, and their classification using morphological and colour characteristics of the nuclei. The segmentation stage consists of two methods, thresholding and the watershed transform. The features of the segmented regions are recorded for the classification stage. Experimental results show that the knowledge from the selected features is capable of classifying a segmented object as a candidate nucleus and filtering out the incorrectly identified segments. Copyright  2022 Inderscience Enterprises Ltd.</text>
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                <text>Vincent S.; Chandra J.</text>
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                <text>International Journal of Biomedical Engineering and Technology, Vol-38, No. 3, pp. 249-266.</text>
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                <text>ISSN: 17526418</text>
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                <text>Vincent S., Department of Computer Science, CHRIST (Deemed to be University), Bangalore, India; Chandra J., Department of Computer Science, CHRIST (Deemed to be University), Bangalore, India</text>
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                <text>Code smells; Cyclometric complexity; Halstead volume; Interface analysis; Single responsibility principle</text>
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                <text>In this study, we delve into the sphere of automated code scrutiny, specifically concentrating on compliance with the single responsibility principle (SRP), a key principle in software architecture. The SRP proposes that a class should have a singular reason for modification, thereby enhancing code cohesion and facilitating its maintenance and reusability. The study presents a pioneering system that utilizes a holistic strategy to ascertain SRP compliance within code. This system rigorously inspects code interfaces, the interaction points among various software components. Through this process, we extract critical insights into the codes maintainability and reusability. An optimally designed interface can significantly improve code management and foster its reuse, leading to superior software design efficiency. Beyond interface inspection, our system also explores complexity metrics such as cyclomatic complexity and hassel volume. Cyclomatic complexity offers a numerical indicator of the count of linearly independent paths traversing a programs source code, serving as a measure of code complexity. Hassel volume is an additional metric that can quantify code complexity. Moreover, our system employs code smell detection methodologies to identify instances of high interdependence between classes, often a sign of SRP breaches. High interdependence, or tight coupling, complicates code modification and maintenance. The system integrates the conclusions from these varied analyses to determine SRP compliance. The outcomes of this investigation highlight a hopeful trajectory toward automated SRP detection. This could provide developers with tools that proactively foster the development of well-organized and maintainable code, thereby enhancing software design quality.  The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024.</text>
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                <text>Jacob B.A.; Manohar M.; Roy G.</text>
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                <text>Lecture Notes in Networks and Systems, Vol-1112 LNNS, pp. 343-353.</text>
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                <text>ISSN: 23673370; ISBN: 978-981976683-3</text>
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                <text>Jacob B.A., Department of Computer Science and Engineering, School of Engineering and Technology, CHRIST (Deemed to Be University), Karnataka, Bangalore, 560074, India; Manohar M., Department of Computer Science and Engineering, School of Engineering and Technology, CHRIST (Deemed to Be University), Karnataka, Bangalore, 560074, India; Roy G., Department of Computer Science and Engineering, School of Engineering and Technology, CHRIST (Deemed to Be University), Karnataka, Bangalore, 560074, India</text>
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                <text>The SOLID principles are foundational to software engineering, focusing on the maintainability, scalability, and extensibility of software systems. The Open/Closed Principle (OCP), a pivotal element among these principles, underscores the need to design software modules that are open for extension yet closed for modification. This research explores automated verification techniques for OCP, addressing the validation of software modules through extensibility and adaptability assessments. The principal objectives involve the development of a code analysis approach and a methodology capable of automating the verification of adherence to OCP in developed codes, providing actionable insights to software developers. The system focuses on specific aspects of OCP, including inheritance, abstraction, and polymorphism, and aims to provide clear indications of where violations occur within a codebase. The implementation uses the Abstract Syntax Tree (AST) analysis to examine class definitions. The automated analysis of Python code using the defined rules offers a clear understanding of OCP adherence. Results are presented in Pandas DataFrames, indicating potential violations and providing developers with actionable insights to enhance code quality and maintainability. Overall, the automated code verification system aims to enhance code quality and adherence to fundamental design principles, paving the way for advancements in automated code analysis and software engineering practices.  2024 IEEE.</text>
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                <text>Roy G., Department of Computer Science and Engineering, School of Engineering and Technology, CHRIST (Deemed to be University), Bangalore, India; Manohar M., Department of Computer Science and Engineering, School of Engineering and Technology, CHRIST (Deemed to be University), Bangalore, India; Jacob B.A., Department of Computer Science and Engineering, School of Engineering and Technology, CHRIST (Deemed to be University), Bangalore, India</text>
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                <text>This article presents a neural network and machine vision-based approach to classify the vegetables as normal or affected. The farmers will have great difficulty if there is a change from one disease control to another. The examination through an open eye to classify the diseases by name is more expensive. The texture and color features are used to identify and classify different vegetables into normal or affected using a neural network and machine vision. The mixture of both the features is proved to be more effective. The results of experiments show that the proposed methodology extensively supports the accuracy in automatic detection of affected and normal vegetables. The applications in packing and grading of vegetables are the outcome of this research article.  2019, Springer Nature Singapore Pte Ltd.</text>
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                <text>Madgi M.; Danti A.</text>
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                <text>Communications in Computer and Information Science, Vol-1037, pp. 529-537.</text>
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                <text>CEUR Workshop Proceedings, Vol-3335, pp. 77-86.</text>
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                <text>Ayush Kumar A., National Institute of Technology, Tiruchirappalli, India; Deepak G., Manipal Institute of Technology Bengaluru, Manipal Academy of Higher Education, Manipal, India; Sheeba Priyadarshini J., CHRIST (Deemed to be University), Bangalore, India</text>
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                <text>Automatic Skin Lesion SegmentationA Novel Approach of Lesion Filling through Pixel Path</text>
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                <text>directional seed; lesion filling; lesion pixel path; melanoma; most probable seed region</text>
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                <text>Abstract: Lesion segmentation is a vital step in a melanoma recognition system. Many algorithms were developed for the efficient skin lesion segmentation. Most of them fails to realize a perfect segmentation. This paper proposes a novel, fully automatic system, for the lesion segmentation in dermatograms. The proposed approach executes in two steps. Selection of root seed is the first step. All the lesion pixels in the dermatogram are identified during the second step. Traversal through a predefined lesion pixel path ensures the reachability of all lesion pixels irrespective of the possible lesion discontinuity. The proposed algorithm is tested with two publically available dataset, PH2 and images of ISBI2016 challenge. Out of the six evaluation parameters, the proposed method shows the best values for specificity, accuracy, Hammuode distance and XOR. This confirms the merit of the proposal with respect to existing popular methods.  2020, Pleiades Publishing, Ltd.</text>
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                <text>Pattern Recognition and Image Analysis, Vol-30, No. 4, pp. 815-826.</text>
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                <text>Nikesh P., School of Computer Sciences, Mahathma Gandhi University, Kottayam, 686560, Kerala, India; Raju G., Department of Data Science, Christ (Deemed to be University), Lavasa Campus, Pune, 412112, Maharashtra, India</text>
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                <text>Patent Number: 202141025155, Applicant: J Omana.&#13;
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