activity
20052023
most citedLightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version

102 citations · 359 across the 36 of their papers we have counts for

collaborators

36 papers

cs.LG2023★ 2 cited

LightPath: Lightweight and Scalable Path Representation Learning

Sean Bin Yang, Jilin Hu, Chenjuan Guo +2

Movement paths are used widely in intelligent transportation and smart city applications. To serve such applications, path representation learning aims to provide compact represent…

cs.LG2023★ 5 cited

Origin-Destination Travel Time Oracle for Map-based Services

Yan Lin, Huaiyu Wan, Jilin Hu +4

Given an origin (O), a destination (D), and a departure time (T), an Origin-Destination (OD) travel time oracle~(ODT-Oracle) returns an estimate of the time it takes to travel from…

cs.LG2023

CHGNN: A Semi-Supervised Contrastive Hypergraph Learning Network

Yumeng Song, Yu Gu, Tianyi Li +4

Hypergraphs can model higher-order relationships among data objects that are found in applications such as social networks and bioinformatics. However, recent studies on hypergraph…

cs.DB2023★ 1 cited

Data Imputation for Sparse Radio Maps in Indoor Positioning (Extended Version)

Xiao Li, Huan Li, Harry Kai-Ho Chan +2

Indoor location-based services rely on the availability of sufficiently accurate positioning in indoor spaces. A popular approach to positioning relies on so-called radio maps that…

cs.LG2023★ 102 cited

LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation -- Extended Version

David Campos, Miao Zhang, Bin Yang +3

Due to the sweeping digitalization of processes, increasingly vast amounts of time series data are being produced. Accurate classification of such time series facilitates decision…

cs.LG2022★ 1 cited

Gaussian Process Latent Variable Modeling for Few-shot Time Series Forecasting

Yunyao Cheng, Chenjuan Guo, Kaixuan Chen +6

Accurate time series forecasting is crucial for optimizing resource allocation, industrial production, and urban management, particularly with the growth of cyber-physical and IoT…