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2020 – today
- 2024
[j9]Navid Mohammadi Foumani
, Lynn Miller, Chang Wei Tan, Geoffrey I. Webb, Germain Forestier, Mahsa Salehi:
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey. ACM Comput. Surv. 56(9): 217:1-217:45 (2024)- [j8]Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Mahsa Salehi:
Improving position encoding of transformers for multivariate time series classification. Data Min. Knowl. Discov. 38(1): 22-48 (2024) - [j7]Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Hamid Rezatofighi, Mahsa Salehi:
Series2vec: similarity-based self-supervised representation learning for time series classification. Data Min. Knowl. Discov. 38(4): 2520-2544 (2024) - [c9]Angus Dempster, Chang Wei Tan, Lynn Miller, Navid Mohammadi Foumani, Daniel F. Schmidt, Geoffrey I. Webb:
Highly Scalable Time Series Classification for Very Large Datasets. AALTD@ECML/PKDD 2024: 80-95 - [c8]Gia-Bao Dinh Ho, Chang Wei Tan, Zahra Zamanzadeh Darban, Mahsa Salehi, Reza Haffari, Wray L. Buntine:
MTP: A Dataset for Multi-Modal Turning Points in Casual Conversations. ACL (Short Papers) 2024: 314-326 - [c7]Anthony J. Bagnall, Matthew Middlehurst, Germain Forestier, Ali Ismail-Fawaz, Antoine Guillaume, David Guijo-Rubio, Chang Wei Tan, Angus Dempster, Geoffrey I. Webb:
A Hands-on Introduction to Time Series Classification and Regression. KDD 2024: 6410-6411 - [e1]Zhaoxia Wang, Chang Wei Tan:
Trends and Applications in Knowledge Discovery and Data Mining - PAKDD 2024 Workshops, RAFDA and IWTA, Taipei, Taiwan, May 7-10, 2024, Proceedings. Lecture Notes in Computer Science 14658, Springer 2024, ISBN 978-981-97-2649-3 [contents] - [i15]Gia-Bao Dinh Ho, Chang Wei Tan, Zahra Zamanzadeh Darban, Mahsa Salehi, Gholamreza Haffari, Wray L. Buntine:
MTP: A Dataset for Multi-Modal Turning Points in Casual Conversations. CoRR abs/2409.14801 (2024) - 2023
- [j6]Matthieu Herrmann, Chang Wei Tan, Geoffrey I. Webb:
Parameterizing the cost function of dynamic time warping with application to time series classification. Data Min. Knowl. Discov. 37(5): 2024-2045 (2023) - [j5]D. Nhu, M. Janmohamed, L. Shakhatreh, O. Gonen, Piero Perucca, A. Gilligan, Patrick Kwan, Terence J. O'Brien, Chang Wei Tan, Levin Kuhlmann:
Automated Interictal Epileptiform Discharge Detection from Scalp EEG Using Scalable Time-series Classification Approaches. Int. J. Neural Syst. 33(1): 2350001:1-2350001:18 (2023) - [j4]Chang Wei Tan, Matthieu Herrmann, Geoffrey I. Webb:
Ultra-fast meta-parameter optimization for time series similarity measures with application to nearest neighbour classification. Knowl. Inf. Syst. 65(5): 2123-2157 (2023) - [i14]Matthieu Herrmann, Chang Wei Tan, Geoffrey I. Webb:
Parameterizing the cost function of Dynamic Time Warping with application to time series classification. CoRR abs/2301.10350 (2023) - [i13]Seyed Navid Mohammadi Foumani, Lynn Miller, Chang Wei Tan, Geoffrey I. Webb, Germain Forestier, Mahsa Salehi:
Deep Learning for Time Series Classification and Extrinsic Regression: A Current Survey. CoRR abs/2302.02515 (2023) - [i12]Matthieu Herrmann, Chang Wei Tan, Mahsa Salehi, Geoffrey I. Webb:
Proximity Forest 2.0: A new effective and scalable similarity-based classifier for time series. CoRR abs/2304.05800 (2023) - [i11]Ali Ismail-Fawaz, Angus Dempster, Chang Wei Tan, Matthieu Herrmann, Lynn Miller, Daniel F. Schmidt, Stefano Berretti, Jonathan Weber, Maxime Devanne, Germain Forestier, Geoffrey I. Webb:
An Approach to Multiple Comparison Benchmark Evaluations that is Stable Under Manipulation of the Comparate Set. CoRR abs/2305.11921 (2023) - [i10]Seyed Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Mahsa Salehi:
Improving Position Encoding of Transformers for Multivariate Time Series Classification. CoRR abs/2305.16642 (2023) - [i9]Navid Mohammadi Foumani, Chang Wei Tan, Geoffrey I. Webb, Hamid Rezatofighi, Mahsa Salehi:
Series2Vec: Similarity-based Self-supervised Representation Learning for Time Series Classification. CoRR abs/2312.03998 (2023) - 2022
- [j3]Chang Wei Tan, Angus Dempster, Christoph Bergmeir, Geoffrey I. Webb:
MultiRocket: multiple pooling operators and transformations for fast and effective time series classification. Data Min. Knowl. Discov. 36(5): 1623-1646 (2022) - [i8]Alexey Chernikov, Chang Wei Tan, Pablo Montero-Manso, Christoph Bergmeir:
FRANS: Automatic Feature Extraction for Time Series Forecasting. CoRR abs/2209.07018 (2022) - 2021
- [j2]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Time series extrinsic regression. Data Min. Knowl. Discov. 35(3): 1032-1060 (2021) - [c6]Chang Wei Tan, Matthieu Herrmann, Geoffrey I. Webb:
Ultra fast warping window optimization for Dynamic Time Warping. ICDM 2021: 589-598 - [c5]Seyed Navid Mohammadi Foumani, Chang Wei Tan, Mahsa Salehi:
Disjoint-CNN for Multivariate Time Series Classification. ICDM (Workshops) 2021: 760-769 - [i7]Chang Wei Tan, Angus Dempster, Christoph Bergmeir, Geoffrey I. Webb:
MultiRocket: Effective summary statistics for convolutional outputs in time series classification. CoRR abs/2102.00457 (2021) - [i6]Surayez Rahman, Chang Wei Tan:
Classification of multivariate weakly-labelled time-series with attention. CoRR abs/2102.08245 (2021) - 2020
- [j1]Chang Wei Tan, François Petitjean, Geoffrey I. Webb:
FastEE: Fast Ensembles of Elastic Distances for time series classification. Data Min. Knowl. Discov. 34(1): 231-272 (2020) - [d25]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Appliances Energy Dataset. Zenodo, 2020
- [d24]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Monash, UEA & UCR Time Series Regression Datasets. Version 1. Zenodo, 2020 [all versions] - [d23]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Australia Rainfall Dataset. Zenodo, 2020 - [d22]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Beijing PM10 Dataset. Zenodo, 2020 - [d21]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Beijing PM2.5 Dataset. Zenodo, 2020 - [d20]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Benzene Concentration Dataset. Zenodo, 2020 - [d19]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
BIDMC Heart Rate Dataset (32 seconds window). Version 1. Zenodo, 2020 [all versions] - [d18]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
BIDMC Respiratory Rate Dataset (32 seconds window). Version 1. Zenodo, 2020 [all versions] - [d17]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
BIDMC Blood Oxygen Saturation Dataset (32 seconds window). Version 1. Zenodo, 2020 [all versions] - [d16]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Covid-19 Death Rate Dataset. Zenodo, 2020 - [d15]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Flood Modeling Dataset 1. Zenodo, 2020 - [d14]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Flood Modeling Dataset 2. Zenodo, 2020 - [d13]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Flood Modeling Dataset 3. Zenodo, 2020 - [d12]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Household Active Power Consumption Dataset. Zenodo, 2020 - [d11]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Household Reactive Power Consumption Dataset. Zenodo, 2020 - [d10]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
IEEEPPG Dataset. Zenodo, 2020 - [d9]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Live Fuel Moisture Content Dataset. Version 1. Zenodo, 2020 [all versions] - [d8]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
News Headline Sentiment Dataset. Zenodo, 2020 - [d7]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
News Title Sentiment Dataset. Zenodo, 2020 - [d6]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
PPGDalia Dataset. Zenodo, 2020 - [d5]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
BIDMC Heart Rate Dataset (32 seconds window). Version 2. Zenodo, 2020 [all versions] - [d4]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
BIDMC Respiratory Rate Dataset (32 seconds window). Version 2. Zenodo, 2020 [all versions] - [d3]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
BIDMC Blood Oxygen Saturation Dataset (32 seconds window). Version 2. Zenodo, 2020 [all versions] - [d2]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Live Fuel Moisture Content Dataset. Version 2. Zenodo, 2020 [all versions] - [d1]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Monash, UEA & UCR Time Series Regression Datasets. Version 2. Zenodo, 2020 [all versions] - [i5]Chang Wei Tan, Mahsa Salehi, Geoffrey Mackellar:
Detecting Driver's Distraction using Long-term Recurrent Convolutional Network. CoRR abs/2004.11839 (2020) - [i4]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Monash University, UEA, UCR Time Series Regression Archive. CoRR abs/2006.10996 (2020) - [i3]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Time Series Regression. CoRR abs/2006.12672 (2020)
2010 – 2019
- 2019
- [b1]Chang Wei Tan:
Time Series Classification at Scale. Monash University, Australia, 2019 - [c4]Chang Wei Tan, François Petitjean, Geoffrey I. Webb:
Elastic bands across the path: A new framework and method to lower bound DTW. SDM 2019: 522-530 - [i2]Chang Wei Tan, François Petitjean, Eamonn J. Keogh, Geoffrey I. Webb:
Time series classification for varying length series. CoRR abs/1910.04341 (2019) - 2018
- [c3]Chang Wei Tan, Matthieu Herrmann, Germain Forestier, Geoffrey I. Webb, François Petitjean:
Efficient search of the best warping window for Dynamic Time Warping. SDM 2018: 225-233 - [i1]Chang Wei Tan, François Petitjean, Geoffrey I. Webb:
Elastic bands across the path: A new framework and methods to lower bound DTW. CoRR abs/1808.09617 (2018) - 2017
- [c2]Chang Wei Tan, Geoffrey I. Webb, François Petitjean:
Indexing and classifying gigabytes of time series under time warping. SDM 2017: 282-290 - [c1]Fan Wu, Chang Wei Tan, Majid Sarvi, Christoph Rüdiger, Mehmet Rasit Yuce:
Design and Implementation of a Low-Power Wireless Sensor Network Platform Based on XBee. VTC Spring 2017: 1-5
Coauthor Index
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