Open Access
Research Article·pp. i–vii·Vol. 47, Issue 5-BMay 2026
Ramesh Chandra Poonia, Kamal Upreti, Nidhi Singh, Dyuti Banerjee, Rajesh Kumar, Agnieszka Góra-Błaszczykowska, G.V Radhakrishnan, Kapil Joshi
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-47-5-B-Foreword In this paper: This special issue titled “Information and Optimization Techniques for Sustainable Computing”, presents rigorously peer-reviewed research contributions aligned with the fields of information sciences...
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Open Access
Research Article·pp. 1879–1886·Vol. 47, Issue 5-BMay 2026
Swati Gopal Gawhale, Deepak Suresh Asudani, Omkar Mahesh Manav, E. Shalini, Karuna S. Bhosale
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2280 In this paper: There is a constrained in wireless sensor network by the limited battery as a resources, make efficiently use of energy efficiency in design protocol. Premature node death reduces coverage, connectivi...
Open Access
Research Article·pp. 1887–1895·Vol. 47, Issue 5-BMay 2026
Sinu Nambiar, Manjusha Tatiya, Kajal Sanjay Diwate, Deepika Sharma, Samir N. Ajani, Yogesh Nagargoje
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2281 In this paper: Federated learning (FL) lets multiple people work together to train a model without storing private data in one place. This has a lot of promise for making AI more privacy-aware. However, FL is still...
Open Access
Research Article·pp. 1897–1906·Vol. 47, Issue 5-BMay 2026
Pooja Bagane, Sonali Kothari, Ankur Goyal, Ranjeet Bidwe, Vaibhavi Rana, Sanju Saji, Sankalp Taneja, Manya Chandiramani
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2282 In this paper: In an evolving digital era, and ransomware forms are significantly increasing day by day. These attacks use encryption to lock down victims’ data and ask for cash (a ransom) in turn for a decrypting k...
Open Access
Research Article·pp. 1907–1917·Vol. 47, Issue 5-BMay 2026
Aashmit Mckenzie, Malay Doshi, Gauri Deoghare, Ranjeet Bidwe, Sonali Kothari, Pooja Bagane, Ankur Goyal
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2283 In this paper: Broken Access Control (BAC) is identified as the most dangerous and common vulnerability in the modern web systems. BAC can cause severe problems, such as data leaks, privilege escalations and unautho...
Open Access
Research Article·pp. 1919–1930·Vol. 47, Issue 5-BMay 2026
Rahul Maheshwari, Vivek Kapoor
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2284 In this paper: This research introduces an enhanced LSTM framework utilizing PSO for forecasting the opening value of the NSE index. This study introduces the LSTM and augmented PSO-LSTM framework for stock price pr...
Open Access
Research Article·pp. 1931–1943·Vol. 47, Issue 5-BMay 2026
Rahul Maheshwari, Vivek Kapoor
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2285 In this paper: Forecasting share market’s imminent is a complex and challenging task, necessitating the examination of vast data and the evaluation of various political, social, and economic variables. Due to the in...
Open Access
Research Article·pp. 1945–1954·Vol. 47, Issue 5-BMay 2026
Sumit Kumar, Hukum Chand Saini, Madan Lal Saini, Sandeep Kumar
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2286 In this paper: In wireless sensor networks Energy-efficient communication is one of the key requirements for a long lifetime. Clustered organization of the sensor nodes is widely acceptable as an energy-efficient ro...
Open Access
Research Article·pp. 1955–1964·Vol. 47, Issue 5-BMay 2026
Rahul Kumar Sharma, Vivek Kapoor
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2287 In this paper: In today’s data-centric world, safeguarding confidentiality and staying compliant with strict privacy laws is no longer optionality – it is essential. However, traditional database security often lack...
Open Access
Research Article·pp. 1965–1975·Vol. 47, Issue 5-BMay 2026
G. K. Shwetha, Maitri Patel, Monica Bhutani, Nagamani Molakatala, H. S. Gururaja, Rijuta Prashant Joshi, Shazia Shaikh
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2288 In this paper: The use of AI with cognitive technologies is dramatically reshaping the field of making intelligent machines. In this paper, we developed a framework using deep learning to help robots with perception...
Open Access
Research Article·pp. 1977–1988·Vol. 47, Issue 5-BMay 2026
Ravi Saharan
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2289 In this paper: As we know that healthcare contains sensitive information of human health history. Privacy and security are main concern. By internet enables sharing information of those record possible. It creates a...
Open Access
Research Article·pp. 1989–2001·Vol. 47, Issue 5-BMay 2026
Ankita Chopra, Madan Lal Saini, Vivek Kumar Sharma
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2290 In this paper: The growing demand for skilled professionals highlights the need for accurate prediction of employability and placement success among engineering students. Traditional methods of assessing placement s...
Open Access
Research Article·pp. 2003–2010·Vol. 47, Issue 5-BMay 2026
Sonica Upadhyay, Yogesh Kumar Gupta
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2291 In this paper: Due to the exponential growth of textual information on the internet, online monitoring and mining of textual data have become a prominent task for researchers, which requires a deeper understanding o...
Open Access
Research Article·pp. 2011–2019·Vol. 47, Issue 5-BMay 2026
Ravi Raj Choudhary, Himanshu Kumar Prashar, Gaurav Meena
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2292 In this paper: Lung cancer is the leading cause of cancer-related fatalities worldwide, owing mostly to its late detection and fast development. Early and precise detection is crucial to increasing survival rates....
Open Access
Research Article·pp. 2021–2029·Vol. 47, Issue 5-BMay 2026
Mahesh Mali, Payal Mishra, Hiral Modi
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2293 In this paper: With the onset of the new age, consumers are overwhelmed by the many choices of movies that can be watched. A solution gives rise to the need for a recommendation system (RecSys) that will suggest a t...
Open Access
Research Article·pp. 2031–2042·Vol. 47, Issue 5-BMay 2026
J. J. C. Prasad Yadav, R. Raja Kumar
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2294 In this paper: Many resource-poor and morphologically rich Indian languages struggle to benefit from recent advancements in feature representations in Natural Language Processing (NLP) because of lack of massive, an...
Open Access
Research Article·pp. 2043–2052·Vol. 47, Issue 5-BMay 2026
Wanus Srimaharaj, Neeta N. Thune, Supansa Chaising, A. B. Kanwade, G. S. Gawande
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2295 In this paper: This study proposes a Gaussian Process Regression (GPR) model with a custom composite kernel for age prediction from normal electroencephalogram (EEG) signals. Using the TUH Abnormal EEG Corpus from t...
Open Access
Research Article·pp. 2053–2064·Vol. 47, Issue 5-BMay 2026
Muntaj Begum Shaik, D. S. Rao
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2296 In this paper: In social networks, hate speech detection is an emerging need for avoiding offensive messages as well as to block the corresponding users. Many users are affected by these messages on social networks...
Open Access
Research Article·pp. 2065–2073·Vol. 47, Issue 5-BMay 2026
Madhuri B. Thorat, Vaishali Pawan Wawage, Durga Prasad Yadav, P. Pushpalatha, Yatin Gandhi
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2297 In this paper: Neural network optimisation is a major problem in deep learning. It needs algorithms that work well with millions of parameters and keep convergence stable and generalisation. Stochastic gradient desc...
Open Access
Research Article·pp. 2075–2082·Vol. 47, Issue 5-BMay 2026
Zaware Sarika Nitin, Pooja Ashok Shelar, Deepika Sharma, V. Dhanalakshmi, Sharyu Ikhar, Yogesh Nagargoje
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2298 In this paper: With the incorporation of fuzzy set theory into Multi-criteria decision-making (MCDM), the engineers have modified how they make decisions in consideration of uncertainty and imprecision. Where emotio...
Open Access
Research Article·pp. 2083–2093·Vol. 47, Issue 5-BMay 2026
Rahul Namdeo Jadhav, G. Sudhagar
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2299 In this paper: Using Long Short-Term Memory (LSTM) and Gated Recurrent Unit (GRU) methods, this study aims to create accurate models that can predict the growth of brain tumours. We used a complete method that inclu...
Open Access
Research Article·pp. 2095–2107·Vol. 47, Issue 5-BMay 2026
Lakshmi Deepthi Nukala, T. Aruna Sri, K. Rajendra Prasad
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2300 In this paper: In the field of medical research on skin diseases, machine learning categorization approaches are becoming increasingly prominent. The classification process frequently makes use of the extraction of...
Open Access
Research Article·pp. 2109–2117·Vol. 47, Issue 5-BMay 2026
Sonika Malik, Preet Rathee, Anupama Kaushik, Prabhjot Kaur, Akshay Singh
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2301 In this paper: This study presents a hybrid framework combining BERT embeddings with a Random Forest classifier to detect fraudulent job postings. To address the severe class imbalance between genuine and fake listi...
Open Access
Research Article·pp. 2119–2127·Vol. 47, Issue 5-BMay 2026
Suchita Arora, Sunil Kumar, Sandeep Kumar
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2302 In this paper: Nature solves complex problems in a simple manner. This inspired researchers to develop a mathematical model to solve real-world problems that are not solvable or require high-end resources. The parti...
Open Access
Research Article·pp. 2129–2138·Vol. 47, Issue 5-BMay 2026
Suchita Arora, Sunil Kumar, Sandeep Kumar, Bhupesh Kumar Singh
Published Online: 23 Apr 2026DOI: 10.47974/JIOS-2303 In this paper: Wildfires claim many lives yearly and cause huge environmental and economic damage. Some of the worst wildfire disasters can be found in world history. Reducing CO2 emissions is critical to prevent ir...