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crystal22's Projects

thacil-1 icon thacil-1

Temporal Hierarchical Attention at Category- and Item-Level for Micro-Video Click-Through Prediction

tida-gcn icon tida-gcn

Implementation of "Time Interval-enhanced Graph Neural Network for Shared-account Cross-domain Sequential Recommendation" (TNNLs 2022)

time-series-prediction icon time-series-prediction

A collection of time series prediction methods: rnn, seq2seq, cnn, wavenet, transformer, unet, n-beats, gan, kalman-filter

tisasrec icon tisasrec

TensorFlow implementation for paper Time Interval Aware Self-Attention for Sequential Recommendation.

tlr-m icon tlr-m

In this research, we present a problem of queuing time aware next POI recommendation and demonstrate how it is non-trivial to both recommend a next POI and simultaneously predict its queuing time. To solve this problem, we propose a multi-task, multi head attention transformer model called TLR-M. The model recommends next POIs to the target users and predicts queuing time to access the POIs simultaneously. By utilizing multi-head attention, the TLR-M model can integrate long range dependencies between any two POI visit efficiently and evaluate their contribution to select next POIs and to predict queuing time. To use this code in your research work please cite the following paper. Sajal Halder, Kwan Hui Lim, Jeffrey Chan, and Xiuzhen Zhang. Transformer-based multi-task learning for queuing time aware next poi recommendation. In Pacific-Asia Conference on Knowledge Discovery and Data Mining, pages 510–523. Springer, 2021, DOI: https://doi.org/10.1007/978-3-030-75765-6_41

tmca icon tmca

Code For Next Point-of-Interest Recommendation with Temporal and Multi-level Context Attention

tpa-lstm icon tpa-lstm

Attention Mechanism for Multivariate Time Series Forecasting

tpg icon tpg

CIKM'2023 official implementation code

traffic_prediction icon traffic_prediction

Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).

trainor_aaai21 icon trainor_aaai21

Out-of-Town Recommendation with Travel Intention Modeling (AAAI2021)

trajbert icon trajbert

Code release for "TrajBERT: BERT-Based Trajectory Recovery with Spatial-Temporal Refinement for Implicit Sparse Trajectories"

trajectory2vec icon trajectory2vec

code for "Trajectory clustering via deep representation learning"

transformer icon transformer

A TensorFlow Implementation of the Transformer: Attention Is All You Need

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