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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Siddharth Gupta

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Review Open access Sep 2026

A systematic review on cardiovascular risk stratification in the artificial intelligence paradigm using radiogenomics

Background: The cardiovascular risk and patient management are evaluated on the basis of risk scores that account for the multifactorial risk factors and thus fail in the estimation of an individual’s cardiovascular disease (CVD) risk. Advances in the field of medical imaging, especially cardiac computed tomography ang...

Manasvi Singh, N. Khanna, A. Nicolaides et al. · 0 citations
#machine learning Preprint Sep 2026

Cross-Model Agreement as a Deployment-Time Reliability Signal for Automatic Polyp Segmentation

This study supports cross-model agreement as a practical, interpretable reliability framework for automated polyp segmentation in real-time colonoscopy by measuring agreement between a primary segmentation model and an independently trained referee on the same image.

Siddharth Gupta, Jitin Singla · 1 citation
Jul 2026

INTELLIGENT MACHINE LEARNING FRAMEWORK FOR ENERGY CONSUMPTION PREDICTION IN SMART BUILDINGS: A COMPARATIVE STATISTICAL AND PREDICTIVE DIAGNOSTIC ANALYSIS

A detailed machine learning model to forecast energy usage in an IoT-monitored educational facility in Jaipur, India, during one operation regimes, namely mechanical cooling (AC-ON), serves to legitimize ensemble machine learning as a sound premise toward the smart building environment in terms of defining intelligent...

Siddharth Gupta, Renu Bagoria · 0 citations

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