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Geoffrey I. Webb
- > Home > Persons > Geoffrey I. Webb
Publications
- 2025
- [j134]Zahra Zamanzadeh Darban
, Geoffrey I. Webb
, Shirui Pan
, Charu Aggarwal
, Mahsa Salehi
:
Deep Learning for Time Series Anomaly Detection: A Survey. ACM Comput. Surv. 57(1): 15:1-15:42 (2025) - [j133]Chang Wei Tan
, Matthieu Herrmann, Mahsa Salehi, Geoffrey I. Webb:
Proximity forest 2.0: a new effective and scalable similarity-based classifier for time series. Data Min. Knowl. Discov. 39(2): 14 (2025) - [j128]Zahra Zamanzadeh Darban
, Geoffrey I. Webb
, Shirui Pan, Charu C. Aggarwal, Mahsa Salehi:
CARLA: Self-supervised contrastive representation learning for time series anomaly detection. Pattern Recognit. 157: 110874 (2025) - [j126]Zahra Zamanzadeh Darban, Yiyuan Yang, Geoffrey I. Webb, Charu C. Aggarwal, Qingsong Wen, Shirui Pan, Mahsa Salehi:
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series. IEEE Trans. Knowl. Data Eng. 37(8): 4485-4496 (2025) - [i65]Zahra Zamanzadeh Darban, Qizhou Wang, Geoffrey I. Webb, Shirui Pan, Charu C. Aggarwal, Mahsa Salehi:
GenIAS: Generator for Instantiating Anomalies in time Series. CoRR abs/2502.08262 (2025) - [i64]Angus Dempster, Navid Mohammadi Foumani, Chang Wei Tan, Lynn Miller, Amish Mishra, Mahsa Salehi, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb:
MONSTER: Monash Scalable Time Series Evaluation Repository. CoRR abs/2502.15122 (2025) - 2024
- [j124]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) - [j123]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) - [j121]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) - [i58]Zahra Zamanzadeh Darban, Geoffrey I. Webb, Mahsa Salehi:
DACAD: Domain Adaptation Contrastive Learning for Anomaly Detection in Multivariate Time Series. CoRR abs/2404.11269 (2024) - 2023
- [i54]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) - [i53]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) - [i51]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) - [i48]Zahra Zamanzadeh Darban, Geoffrey I. Webb, Shirui Pan, Mahsa Salehi:
CARLA: A Self-supervised Contrastive Representation Learning Approach for Time Series Anomaly Detection. CoRR abs/2308.09296 (2023) - [i43]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
- [j100]Chaitanya Manapragada
, Heitor Murilo Gomes
, Mahsa Salehi
, Albert Bifet
, Geoffrey I. Webb
:
An eager splitting strategy for online decision trees in ensembles. Data Min. Knowl. Discov. 36(2): 566-619 (2022) - [c90]Chaitanya Manapragada
, Mahsa Salehi
, Geoffrey I. Webb
:
Extremely Fast Hoeffding Adaptive Tree. ICDM 2022: 319-328 - [i41]Zahra Zamanzadeh Darban, Geoffrey I. Webb
, Shirui Pan, Charu C. Aggarwal, Mahsa Salehi
:
Deep Learning for Time Series Anomaly Detection: A Survey. CoRR abs/2211.05244 (2022) - 2020
- [i26]Chaitanya Manapragada, Geoffrey I. Webb, Mahsa Salehi, Albert Bifet:
Emergent and Unspecified Behaviors in Streaming Decision Trees. CoRR abs/2010.08199 (2020) - [i25]Chaitanya Manapragada, Heitor Murilo Gomes
, Mahsa Salehi, Albert Bifet, Geoffrey I. Webb:
An Eager Splitting Strategy for Online Decision Trees. CoRR abs/2010.10935 (2020) - 2018
- [c77]Chaitanya Manapragada
, Geoffrey I. Webb
, Mahsa Salehi
:
Extremely Fast Decision Tree. KDD 2018: 1953-1962 - [i15]Chaitanya Manapragada, Geoffrey I. Webb, Mahsa Salehi:
Extremely Fast Decision Tree. CoRR abs/1802.08780 (2018)

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