Shiv Prakash

1 month ago | nature.com | Shiv Prakash |Rajkumar Singh Rathore |Vivek Kumar Pandey |Tiansheng Yang |Priyanshu Sinha |Dinesh Sahu

The growing use of IoT has brought enormous safety issues that constantly demand stronger hide from increasing risks of intrusions. This paper proposes an Advanced LSTM-CNN Secure Framework to optimize real-time intrusion detection in the IoT context. It adds LSTM layers, which allow for temporal dependencies to be learned, and CNN layers to decompose spatial features which makes this model efficient in identifying threats. It is important to note that the used BoT-IoT dataset involves various cyber attack typologies like DDoS, botnet, reconnaissance, and data exfiltration. These outcomes present that the proposed LSTM-CNN model has 99.87% accuracy, 99.89% precision, and 99.85% recall with a low false positive rate of 0.13% and exceeds CNN, RNN, Standard LSTM, BiLSTM, GRU deep learning models. In addition, the model has 90.2% accuracy in conditions of adversarial attack proving that the model is robust and can be used for practical purposes. Based on feature importance analysis using SHAP, the work finds that packet size, connection duration, and protocol type should be the possible indicators for threat detection. These outcomes suggest that the Hybrid LSTM-CNN model could be useful in improving the security of IoT devices to provide increased reliability with low false alarm rates.

Nov 8, 2024 | arxiv.org | Shiv Prakash |Sudhakar Singh

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Oct 15, 2024 | dailypioneer.com | Shiv Prakash

Politicians continue to exploit social divisions for electoral gains, while foreign forces seek to undermine India’s unityThe legacy of British colonialism in India remains a contentious issue, with far-reaching consequences that continue to impact the country’s social fabric. In the contemporary context, this can be seen in the practice of politics by the opposition parties, particularly the Indian National Congress (INC).

Feb 9, 2023 | taxguru.in | Shiv Prakash

| Income Tax - Articles | A Glance of Section 43B (h): The Finance Bill 2023 has a new insertion of clause (h) to section 43B of the Income Tax Act 1961. The said clause has been inserted as a Socio Economic Welfare Measure to ensure timely payments are realized by micro and small enterprises. Section 43B of the Act provides for certain deductions to be allowed only on actual payment.

Jan 27, 2023 | hindustantimes.com | Shiv Prakash

Home/ Opinion/ India will showcase its democratic ethos at G20Read this news in brief form. Click hereXBy describing India as the mother of democracy, PM Modi showcased the country’s democratic foundations and history, which has only strengthened since ancient times. The G20 will serve as a medium to reaffirm and showcase this distinctive Indian contribution to the worldUnder the leadership of Prime Minister (PM) Narendra Modi, India will host the G20 summit later this year.