Search Results for author: Jae-Hun Jung

Found 7 papers, 0 papers with code

PHLP: Sole Persistent Homology for Link Prediction -- Interpretable Feature Extraction

no code implementations23 Apr 2024 Junwon You, Eunwoo Heo, Jae-Hun Jung

Link prediction (LP), inferring the connectivity between nodes, is a significant research area in graph data, where a link represents essential information on relationships between nodes.

Link Prediction Topological Data Analysis

Supervised low-rank semi-nonnegative matrix factorization with frequency regularization for forecasting spatio-temporal data

no code implementations15 Nov 2023 Keunsu Kim, Hanbaek Lyu, Jinsu Kim, Jae-Hun Jung

We propose a novel methodology for forecasting spatio-temporal data using supervised semi-nonnegative matrix factorization (SSNMF) with frequency regularization.

Machine Composition of Korean Music via Topological Data Analysis and Artificial Neural Network

no code implementations29 Mar 2022 Mai Lan Tran, Dongjin Lee, Jae-Hun Jung

In \cite{TPJ}, the new concept of the {\it {\color{black}{Overlap}} matrix} has been proposed, which visualizes how those cycles are interconnected over the music flow, in a matrix form.

Topological Data Analysis

Weighted Isolation and Random Cut Forest Algorithms for Anomaly Detection

no code implementations1 Feb 2022 Sijin Yeom, Jae-Hun Jung

To introduce the WIF and WRCF, we first present a new geometric measure, a density measure, which is crucial for constructing the WIF and WRCF.

Anomaly Detection Time Series Analysis

Topological Data Analysis of Korean Music in Jeongganbo: A Cycle Structure

no code implementations11 Mar 2021 Mai Lan Tran, Changbom Park, Jae-Hun Jung

The graph is used as a point cloud whose homological structure is investigated by measuring the hole structure in each dimension.

Topological Data Analysis Sound Computational Geometry Audio and Speech Processing

The Interconnectivity Vector: A Finite-Dimensional Vector Representation of Persistent Homology

no code implementations23 Nov 2020 Megan Johnson, Jae-Hun Jung

In this paper we propose a new finite-dimensional vector, called the interconnectivity vector, representation of a PD adapted from Bag-of-Words (BoW).

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