Boian S. Alexandrov

Latest

Classifying Malware Using Tensor Decomposition
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization
Tensor Train Low-rank Approximation (TT-LoRA): Democratizing AI with Accelerated LLMs
Binary Bleed: Fast Distributed and Parallel Method for Automatic Model Selection
TopicTag: Automatic Annotation of NMF Topic Models Using Chain of Thought and Prompt Tuning with LLMs
Cyber-Security Knowledge Graph Generation by Hierarchical Nonnegative Matrix Factorization
Catch'em all: Classification of Rare, Prominent, and Novel Malware Families
Electrical Grid Anomaly Detection via Tensor Decomposition
Interactive Distillation of Large Single-Topic Corpora of Scientific Papers
Distributed out-of-memory NMF on CPU/GPU architectures
Semi-supervised Classification of Malware Families Under Extreme Class Imbalance via Hierarchical Non-Negative Matrix Factorization with Automatic Model Selection
MalwareDNA: Simultaneous Classification of Malware, Malware Families, and Novel Malware
Malware-DNA: Machine Learning for Malware Analysis that Treats Malware as Mutations in the Software Genome
Malware-DNA: Machine Learning for Malware Analysis that Treats Malwares as Mutations in the Genome of the Software
Sub-topic and Semantic Sub-structure Extraction via SPLIT: Joint Nonnegative Matrix Factorization (NMF) with Automatic Model Selection
One-Shot Federated Group Collaborative Filtering
SeNMFk-SPLIT: Large Corpora Topic Modeling by Semantic Non-negative Matrix Factorization with Automatic Model Selection
General-Purpose Unsupervised Cyber Anomaly Detection via Non-Negative Tensor Factorization
COVID-19 Multidimensional Kaggle Literature Organization
Multi-Dimensional Anomalous Entity Detection via Poisson Tensor Factorization
Anomalous Event Detection using Non-Negative Poisson Tensor Factorization