hanbaeklyu Goto Github PK

ba

Repository for simulating various extensions of Ballistic Annihilation

bmm-dr

Block Coordinate Descent with Diminishing Radius (implemented for tensor CP factorization)

fca

Firefly Cellular Automata

math156_ucla_sp21

Repository for Math 156 Machine Learning at UCLA in Spring 2021 (Instructor: Hanbaek Lyu)

math444_gnids

Math 444: Graphs and Networks in Data Science

modeling-onmf

Time-series prediction by combining modeling and ONMF based prediction

motif_sampling

Algorithms for motif sampling from networks and computing CHD profiles

ndl_paper

Network Dictionary Learning repository for generating figures in the paper

nnetwork

Custom graph/network/multi-weighted network class based on storing list of neighbors for each nodes (as opposed to edge list) for scalable sampling and searching algorithms

onlinecpdl

Online CP-Dictionary Learning algorithm

onmf-covid19

Time series applications of ONMF/ONTF on COVID19 data sets

onmf_ontf_ndl

Online Matrix/Tensor Factorization and applications to Network Dictionary Learning and images

parking_processes

rnn_nmf_chatbot

Topic-aware chatbot based on RNN seq2seq model and NMF-based topic baising

ronmf

Robust Online NMF

srmm

Stochastic Regularized Majorization-Minimization

subgraph_mining

Randomized algorithm for finding isomorphic copies of a motif inside a given world graph using MCMC motif sampling

tdl

Temporal Dictionary Learning