[] Research Interests | Prof. Aruna Tiwari – IIT Indore
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Prof. Aruna Tiwari · IIT Indore

Research Interests

Exploring the frontiers of machine learning and artificial intelligence

Research Interests

Formal research interests for the laboratory, organized by core themes and application domains.

  • Artificial Intelligence / Machine Learning / Big Data Analytics
  • Generative AI (GANs for video anomaly detection)
  • Soft Computing Techniques
  • Data Mining

More Specifically

  1. Agricultural plant leaves disease detection and classification using deep learning.
  2. Ensemble learning of classifiers.
  3. Improvement in clustering algorithms.
  4. Multimodal optimization using differential evolution and its applications.
  5. Design of semi-supervised neuro-fuzzy systems.
  6. Optimization of soft computing frameworks.
  7. Cybersecurity using machine learning algorithms.
  8. Binary neural network learning with quantum processing.

Specialization Field

  1. Soft computing with innovations in Big Data handling, including neural network learning algorithms, genetic programming, support vector machines, fuzzy sets, and rough sets.
  2. Deep learning algorithms and architectures, especially generative adversarial networks (GANs).
  3. AI and ML algorithms for classification, clustering, prediction, and data mining.

Research Keywords

🧠

Computational Intelligence

🤖

Machine Learning

🧬

Generative AI

🎥

GAN

💨

Diffusion Models

📊

Big Data

🧬

Genomics

🌾

Precision Agriculture

⚠️

Anomaly Detection