Modules

TELF.factorization

Method	Dense	Sparse	GPU	CPU	Multiprocessing	HPC	Description	Example
NMFk	✔️	✔️	✔️	✔️	✔️	✔️	NMF with Automatic Model Determination	Link
Custom NMFk	✔️	✔️	✔️	✔️	✔️	✔️	Use Custom NMF Functions with NMFk	Link
TriNMFk	✔️	✔️	✔️	✔️	✔️		NMF with Automatic Model Determination for Clusters and Patterns	Link
RESCALk	✔️	✔️	✔️	✔️	✔️	✔️	RESCAL with Automatic Model Determination	Link
RNMFk	✔️	✔️	✔️	✔️	✔️	✔️	Recommender NMFk	Link
SymNMFk	✔️		✔️	✔️	✔️	✔️	NMFk with Symmetric Clustering	Link
WNMFk	✔️		✔️	✔️	✔️	✔️	NMFk with weighting - used for recommendation system	Link
HNMFk	✔️	✔️	✔️	✔️	✔️	✔️	Hierarchical NMFk	Link
BNMFk	✔️		✔️	✔️	✔️	✔️	Boolean NMFk	Link
LMF	✔️		✔️	✔️			Logistic Matrix Factorization	Link
SPLIT	✔️	✔️	✔️	✔️	✔️		Joint NMFk factorization of multiple data via SPLIT	Link
SPLITTransfer	✔️	✔️	✔️	✔️	✔️		Supervised transfer learning method via SPLIT and NMFk	Link

TELF.pre_processing

Method	Multiprocessing	HPC	Description	Example
Vulture	✔️	✔️	Advanced text processing tool for cleaning and NLP	Link
Beaver	✔️	✔️	Fast matrix and tensor building tool for text mining	Link
iPenguin	✔️		Online information retrieval tool for Scopus, SemanticScholar, and OSTI	Link
Orca	✔️		Duplicate author detector for text mining and information retrieval	Link

TELF.post_processing

Method	Description	Example
Wolf	Graph centrality and ranking tool	Link
Peacock	Data visualization and generation of actionable statistics	Link
SeaLion	Generic report generation tool	Link
Fox	Report generation tool for text data from NMFk using OpenAI	Link
ArcticFox	Report generation tool for text data from HNMFk using local LLMs	Link

TELF.applications

Method	Description	Example
Cheetah	Fast search by keywords and phrases	Link
Bunny	Dataset generation tool for documents and their citations/references	Link
Penguin	Text storage tool	Link
Termite	Knowladge graph building tool	🔜