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Data, Benchmarks, and methods submitted to the M5 forecasting competition
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m5-methods's Introduction
๏ปฟ
Period |
Institution |
Major |
Degree |
Remarks |
2022.06~ |
Yonsei Univ. |
Department of Industrial Engineering, Knowledge Fusion Artificial Intelligence Lab |
Master's |
Enrolled |
2021.12~ |
Kookmin Univ. |
Department of Computer Science, Artificial Intelligence Lab |
Undergraduate Researcher |
Completed |
2021.03~ |
Kookmin Univ. |
Data Science |
Minor |
Graduated |
2020.03~ |
Kookmin Univ. |
AI Bigdata & management |
Major |
Graduated |
2019.03~ |
Kookmin Univ. |
Forest & Bio technology |
- |
Major changed |
Research Area |
Computer Vision with Deep Learning |
Anomaly Detection |
Open-Set Recognition |
Few-Shot Learning |
Incremental/Continual Learning |
Self-Supervised Learning |
Semantic Segmentation with less supervision |
Object Detection |
๐ Competition & Project
Year |
Category |
Host |
Project |
Result |
2023 |
Image |
CVPR |
Workshop VPLOW Object Discovery challenge |
2nd place |
2023 |
Sensor |
LG Energy Solution |
Self-Supervised Learning for sensor-based anomaly detection |
|
2022 |
Video |
KMU |
DREAM: Debiased Representation based Evidential Open Set Action Recognition with Multi-modality |
link |
2022 |
Image Generation |
D&A |
Personal Color Classification and Makeup Style Transfer |
|
2022 |
Recommendation System |
KMU |
ViT(Vision Transformer)-based Recommendation System utilizing Auxiliary Information |
link |
2022 |
Distributed Computing |
KMU |
Implementation of removing duplicate edges and loops from the hyperlink network graph dataset of Wikipedia using MapReduce |
|
2022 |
Multi-modal |
AI Spark Challenge |
Planning and Development of Counseling Support Service through Emotion Analysis |
Advanced to the Final Round |
2021 |
NLP |
DACON |
News Topic Classification AI Competition |
top 4% |
2021 |
Time Series |
Big Contest |
ECO Jeju Division, Predicting Food Waste Amount and Deriving Reduction Strategies |
|
2021 |
NLP |
KMU |
Analysis of Customer Reviews in Musinsa Shopping Mall |
|
2021 |
Spatial Data Analysis (QGIS) |
KMU |
If Seoul's Starbucks stores need to be reduced by 20% due to prolonged COVID-19, which areas and why? |
|
2021 |
Spatial Data Analysis (QGIS) |
KMU |
Mapping and Characteristic Analysis of Restaurants that Survived for 10 Years in the Sungshin Women's University Commercial Area |
|
2021 |
Speech |
KMU |
Prediction of Depression through Voice Emotion Analysis |
|
2021 |
Machine Learning |
D&A |
Prediction of Customer Gender based on Department Store |
|
2020 |
Machine Learning |
KMU |
Customized promotion planning based on gender and age group through analysis of L-point customer purchase data |
|
m5-methods's People
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