Saisuman Singamsetty

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Questions related from Saisuman Singamsetty

Real-Time Governance-Driven PCA-DT Optimization Under Regulatory Constraints in Banking ML Systems?

How can a data governance feedback loop dynamically recalibrate PCA eigenvector selection thresholds and Decision Tree split criteria in real-time on high-dimensional, regulated banking...

19 July 2025 5,453 2 View

Is the Random Forest Algorithm Immune to the Curse of Dimensionality?

When talking about high-dimensional data, we often hear about the curse of dimensionality — the idea that as the number of features grows, learning becomes harder. At first, it’s tempting to...

01 January 1970 8,415 1 View

Can Att-TCGAN + Ze-KPr + Fr-Agg set a new standard for privacy-preserving federated learning in IoT? What are the risks to real-world adoption?

I’m currently working on a Q1-level paper (under review) that proposes a novel framework integrating: Att-TCGAN: Attention-based Temporal Convolutional GAN for privacy-preserving deep feature...

01 January 1970 6,207 0 View

What Are Your Proven Strategies for Solving Logistic Regression Convergence Issues?

In applied machine learning, logistic regression remains a go-to algorithm — but many of us have faced convergence issues where the model fails to reach an optimal solution within the allowed...

01 January 1970 2,258 3 View

Can Hybrid AI Models Revolutionize Financial Forecasting?

The financial world is becoming increasingly reliant on AI-powered tools to navigate the volatility of stock markets. This paper introduces a hybrid model combining LSTM, ARIMA, and the Sparrow...

01 January 1970 1,370 2 View