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Geoffrey I. Webb
Geoff Webb
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- affiliation: Monash University, Melbourne, Australia
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2020 – today
- 2025
- [j123]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) - 2024
- [j122]Mengmeng Gao, Daokun Zhang, Yi Chen, Yiwen Zhang, Zhikang Wang, Xiaoyu Wang, Shanshan Li, Yuming Guo, Geoffrey I. Webb, Anh T. N. Nguyen, Lauren T. May, Jiangning Song:
GraphormerDTI: A graph transformer-based approach for drug-target interaction prediction. Comput. Biol. Medicine 173: 108339 (2024) - [j121]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) - [j120]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) - [j119]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
quant: a minimalist interval method for time series classification. Data Min. Knowl. Discov. 38(4): 2377-2402 (2024) - [j118]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) - [j117]Huan Yee Koh, Anh T. N. Nguyen, Shirui Pan, Lauren T. May, Geoffrey I. Webb:
Physicochemical graph neural network for learning protein-ligand interaction fingerprints from sequence data. Nat. Mac. Intell. 6(6): 673-687 (2024) - [c95]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 - [e16]Tongliang Liu, Geoffrey I. Webb, Lin Yue, Dadong Wang:
AI 2023: Advances in Artificial Intelligence - 36th Australasian Joint Conference on Artificial Intelligence, AI 2023, Brisbane, QLD, Australia, November 28 - December 1, 2023, Proceedings, Part I. Lecture Notes in Computer Science 14471, Springer 2024, ISBN 978-981-99-8387-2 [contents] - [e15]Tongliang Liu, Geoffrey I. Webb, Lin Yue, Dadong Wang:
AI 2023: Advances in Artificial Intelligence - 36th Australasian Joint Conference on Artificial Intelligence, AI 2023, Brisbane, QLD, Australia, November 28 - December 1, 2023, Proceedings, Part II. Lecture Notes in Computer Science 14472, Springer 2024, ISBN 978-981-99-8390-2 [contents] - [d184]Huan Yee Koh, Anh T. N. Nguyen, Shirui Pan, Lauren T. May, Geoffrey I. Webb:
Datasets for "Physicochemical graph neural network for learning protein-ligand interaction fingerprints from sequence data". Zenodo, 2024 - [i60]Angus Dempster, Geoffrey I. Webb, Daniel F. Schmidt:
Prevalidated ridge regression is a highly-efficient drop-in replacement for logistic regression for high-dimensional data. CoRR abs/2401.15610 (2024) - [i59]Lynn Miller, Charlotte Pelletier, Geoffrey I. Webb:
Deep Learning for Satellite Image Time Series Analysis: A Review. CoRR abs/2404.03936 (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) - [i57]Shiyuan Li, Yixin Liu, Qingfeng Chen, Geoffrey I. Webb, Shirui Pan:
Noise-Resilient Unsupervised Graph Representation Learning via Multi-Hop Feature Quality Estimation. CoRR abs/2407.19944 (2024) - [i56]Yizhen Zheng, Huan Yee Koh, Maddie Yang, Li Li, Lauren T. May, Geoffrey I. Webb, Shirui Pan, George Church:
Large Language Models in Drug Discovery and Development: From Disease Mechanisms to Clinical Trials. CoRR abs/2409.04481 (2024) - 2023
- [j116]Yan Zhu, Fuyi Li, Xudong Guo, Xiaoyu Wang, Lachlan J. M. Coin, Geoffrey I. Webb, Jiangning Song, Cangzhi Jia:
TIMER is a Siamese neural network-based framework for identifying both general and species-specific bacterial promoters. Briefings Bioinform. 24(4) (2023) - [j115]Tong Pan, Chen Li, Yue Bi, Zhikang Wang, Robin B. Gasser, Anthony W. Purcell, Tatsuya Akutsu, Geoffrey I. Webb, Seiya Imoto, Jiangning Song:
PFresGO: an attention mechanism-based deep-learning approach for protein annotation by integrating gene ontology inter-relationships. Bioinform. 39(3) (2023) - [j114]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
Hydra: competing convolutional kernels for fast and accurate time series classification. Data Min. Knowl. Discov. 37(5): 1779-1805 (2023) - [j113]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) - [j112]Yashpal Ramakrishnaiah, Nenad Macesic, Geoffrey I. Webb, Anton Y. Peleg, Sonika Tyagi:
EHR-QC: A streamlined pipeline for automated electronic health records standardisation and preprocessing to predict clinical outcomes. J. Biomed. Informatics 147: 104509 (2023) - [j111]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) - [j110]Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb:
Elastic similarity and distance measures for multivariate time series. Knowl. Inf. Syst. 65(6): 2665-2698 (2023) - [j109]Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean:
A Bayesian-inspired, deep learning-based, semi-supervised domain adaptation technique for land cover mapping. Mach. Learn. 112(6): 1941-1973 (2023) - [j108]Rakshitha Godahewa, Geoffrey I. Webb, Daniel F. Schmidt, Christoph Bergmeir:
SETAR-Tree: a novel and accurate tree algorithm for global time series forecasting. Mach. Learn. 112(7): 2555-2591 (2023) - [j107]Matthieu Herrmann, Geoffrey I. Webb:
Amercing: An intuitive and effective constraint for dynamic time warping. Pattern Recognit. 137: 109333 (2023) - [j106]Huan Zhang, Liangxiao Jiang, Geoffrey I. Webb:
Rigorous non-disjoint discretization for naive Bayes. Pattern Recognit. 140: 109554 (2023) - [c94]Loong Kuan Lee, Nico Piatkowski, François Petitjean, Geoffrey I. Webb:
Computing Divergences between Discrete Decomposable Models. AAAI 2023: 12243-12251 - [c93]Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier:
ShapeDBA: Generating Effective Time Series Prototypes Using ShapeDTW Barycenter Averaging. AALTD@ECML/PKDD 2023: 127-142 - [c92]Loong Kuan Lee, Geoffrey I. Webb, Daniel F. Schmidt, Nico Piatkowski:
Computing Marginal and Conditional Divergences between Decomposable Models with Applications. ICDM 2023: 239-248 - [c91]Viet Huynh, Buser Say, Peter Vogel, Lucy Cao, Geoffrey I. Webb, Aldeida Aleti:
Rapid Identification of Protein Formulations with Bayesian Optimisation. ICMLA 2023: 776-781 - [i55]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) - [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) - [i52]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) - [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) - [i50]Ming Jin, Huan Yee Koh, Qingsong Wen, Daniele Zambon, Cesare Alippi, Geoffrey I. Webb, Irwin King, Shirui Pan:
A Survey on Graph Neural Networks for Time Series: Forecasting, Classification, Imputation, and Anomaly Detection. CoRR abs/2307.03759 (2023) - [i49]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
QUANT: A Minimalist Interval Method for Time Series Classification. CoRR abs/2308.00928 (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) - [i47]Ali Ismail-Fawaz, Hassan Ismail Fawaz, François Petitjean, Maxime Devanne, Jonathan Weber, Stefano Berretti, Geoffrey I. Webb, Germain Forestier:
ShapeDBA: Generating Effective Time Series Prototypes using ShapeDTW Barycenter Averaging. CoRR abs/2309.16353 (2023) - [i46]Amr Abourayya, Jens Kleesiek, Kanishka Rao, Erman Ayday, Bharat Rao, Geoffrey I. Webb, Michael Kamp:
Protecting Sensitive Data through Federated Co-Training. CoRR abs/2310.05696 (2023) - [i45]Yizhen Zheng, Huan Yee Koh, Jiaxin Ju, Anh T. N. Nguyen, Lauren T. May, Geoffrey I. Webb, Shirui Pan:
Large Language Models for Scientific Synthesis, Inference and Explanation. CoRR abs/2310.07984 (2023) - [i44]Loong Kuan Lee, Geoffrey I. Webb, Daniel F. Schmidt, Nico Piatkowski:
Computing Marginal and Conditional Divergences between Decomposable Models with Applications. CoRR abs/2310.09129 (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
- [j105]Fuyi Li, Shuangyu Dong, André Leier, Meiya Han, Xudong Guo, Jing Xu, Xiaoyu Wang, Shirui Pan, Cangzhi Jia, Yang Zhang, Geoffrey I. Webb, Lachlan J. M. Coin, Chen Li, Jiangning Song:
Positive-unlabeled learning in bioinformatics and computational biology: a brief review. Briefings Bioinform. 23(1) (2022) - [j104]Xiaoyu Wang, Fuyi Li, Jing Xu, Jia Rong, Geoffrey I. Webb, Zongyuan Ge, Jian Li, Jiangning Song:
ASPIRER: a new computational approach for identifying non-classical secreted proteins based on deep learning. Briefings Bioinform. 23(2) (2022) - [j103]Meng Zhang, Cangzhi Jia, Fuyi Li, Chen Li, Yan Zhu, Tatsuya Akutsu, Geoffrey I. Webb, Quan Zou, Lachlan J. M. Coin, Jiangning Song:
Critical assessment of computational tools for prokaryotic and eukaryotic promoter prediction. Briefings Bioinform. 23(2) (2022) - [j102]Yue Bi, Fuyi Li, Xudong Guo, Zhikang Wang, Tong Pan, Yuming Guo, Geoffrey I. Webb, Jianhua Yao, Cangzhi Jia, Jiangning Song:
Clarion is a multi-label problem transformation method for identifying mRNA subcellular localizations. Briefings Bioinform. 23(6) (2022) - [j101]Yanan Wang, Changyuan Hu, Terry Kwok, Christopher A. Bain, Xiangyang Xue, Robin B. Gasser, Geoffrey I. Webb, Alex Boussioutas, Xian Shen, Roger J. Daly, Jiangning Song:
DEMoS: a deep learning-based ensemble approach for predicting the molecular subtypes of gastric adenocarcinomas from histopathological images. Bioinform. 38(17): 4206-4213 (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) - [j99]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) - [j98]Lynn Miller, Liujun Zhu, Marta Yebra, Christoph Rüdiger, Geoffrey I. Webb:
Multi-modal temporal CNNs for live fuel moisture content estimation. Environ. Model. Softw. 156: 105467 (2022) - [j97]Shahid Iqbal, Fang Ge, Fuyi Li, Tatsuya Akutsu, Yuanting Zheng, Robin B. Gasser, Dong-Jun Yu, Geoffrey I. Webb, Jiangning Song:
PROST: AlphaFold2-aware Sequence-Based Predictor to Estimate Protein Stability Changes upon Missense Mutations. J. Chem. Inf. Model. 62(17): 4270-4282 (2022) - [j96]Khanh Nguyen, Trung Le, Tu Dinh Nguyen, Geoffrey I. Webb, Dinh Phung:
Robust Variational Learning for Multiclass Kernel Models With Stein Refinement. IEEE Trans. Knowl. Data Eng. 34(9): 4425-4438 (2022) - [c90]Chaitanya Manapragada, Mahsa Salehi, Geoffrey I. Webb:
Extremely Fast Hoeffding Adaptive Tree. ICDM 2022: 319-328 - [c89]Gautier Pialla, Hassan Ismail Fawaz, Maxime Devanne, Jonathan Weber, Lhassane Idoumghar, Pierre-Alain Muller, Christoph Bergmeir, Daniel F. Schmidt, Geoffrey I. Webb, Germain Forestier:
Smooth Perturbations for Time Series Adversarial Attacks. PAKDD (1) 2022: 485-496 - [d183]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Extended Wikipedia Web Traffic Daily Dataset (with Missing Values). Zenodo, 2022 - [d182]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Extended Wikipedia Web Traffic Daily Dataset (without Missing Values). Zenodo, 2022 - [i42]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
HYDRA: Competing convolutional kernels for fast and accurate time series classification. CoRR abs/2203.13652 (2022) - [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) - [i40]Rakshitha Godahewa, Geoffrey I. Webb, Daniel F. Schmidt, Christoph Bergmeir:
SETAR-Tree: A Novel and Accurate Tree Algorithm for Global Time Series Forecasting. CoRR abs/2211.08661 (2022) - 2021
- [j95]Shutao Mei, Fuyi Li, Dongxu Xiang, Rochelle Ayala, Pouya Faridi, Geoffrey I. Webb, Patricia T. Illing, Jamie Rossjohn, Tatsuya Akutsu, Nathan P. Croft, Anthony W. Purcell, Jiangning Song:
Anthem: a user customised tool for fast and accurate prediction of binding between peptides and HLA class I molecules. Briefings Bioinform. 22(5) (2021) - [j94]Shahid Iqbal, Fuyi Li, Tatsuya Akutsu, David B. Ascher, Geoffrey I. Webb, Jiangning Song:
Assessing the performance of computational predictors for estimating protein stability changes upon missense mutations. Briefings Bioinform. 22(6) (2021) - [j93]Yanan Wang, Litao Yang, Geoffrey I. Webb, Zongyuan Ge, Jiangning Song:
OCTID: a one-class learning-based Python package for tumor image detection. Bioinform. 37(21): 3986-3988 (2021) - [j92]Yanan Wang, Nicolas Coudray, Yun Zhao, Fuyi Li, Changyuan Hu, Yao-Zhong Zhang, Seiya Imoto, Aristotelis Tsirigos, Geoffrey I. Webb, Roger J. Daly, Jiangning Song:
HEAL: an automated deep learning framework for cancer histopathology image analysis. Bioinform. 37(22): 4291-4295 (2021) - [j91]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Time series extrinsic regression. Data Min. Knowl. Discov. 35(3): 1032-1060 (2021) - [j90]Matthieu Herrmann, Geoffrey I. Webb:
Early abandoning and pruning for elastic distances including dynamic time warping. Data Min. Knowl. Discov. 35(6): 2577-2601 (2021) - [j89]Rakshitha Godahewa, Kasun Bandara, Geoffrey I. Webb, Slawek Smyl, Christoph Bergmeir:
Ensembles of localised models for time series forecasting. Knowl. Based Syst. 233: 107518 (2021) - [j88]Geoffrey I. Webb, François Petitjean:
Tight lower bounds for dynamic time warping. Pattern Recognit. 115: 107895 (2021) - [j87]Menglu Li, Yanan Wang, Fuyi Li, Yun Zhao, Mengya Liu, Sijia Zhang, Yannan Bin, Alexander Ian Smith, Geoffrey I. Webb, Jian Li, Jiangning Song, Junfeng Xia:
A Deep Learning-Based Method for Identification of Bacteriophage-Host Interaction. IEEE ACM Trans. Comput. Biol. Bioinform. 18(5): 1801-1810 (2021) - [c88]Chang Wei Tan, Matthieu Herrmann, Geoffrey I. Webb:
Ultra fast warping window optimization for Dynamic Time Warping. ICDM 2021: 589-598 - [c87]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
MiniRocket: A Very Fast (Almost) Deterministic Transform for Time Series Classification. KDD 2021: 248-257 - [c86]Rakshitha Godahewa, Christoph Bergmeir, Geoffrey I. Webb, Rob J. Hyndman, Pablo Montero-Manso:
Monash Time Series Forecasting Archive. NeurIPS Datasets and Benchmarks 2021 - [c85]Mario Boley, Simon Teshuva, Pierre Le Bodic, Geoffrey I. Webb:
Better Short than Greedy: Interpretable Models through Optimal Rule Boosting. SDM 2021: 351-359 - [d181]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Australian Electricity Demand Dataset. Zenodo, 2021 - [d180]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
COVID-19 Mobility Dataset (with Missing Values). Zenodo, 2021 - [d179]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
COVID-19 Mobility Dataset (without Missing Values). Zenodo, 2021 - [d178]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Bitcoin Dataset with Missing Values. Zenodo, 2021 - [d177]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Bitcoin Dataset without Missing Values. Zenodo, 2021 - [d176]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Rideshare Dataset with Missing Values. Zenodo, 2021 - [d175]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Rideshare Dataset without Missing Values. Zenodo, 2021 - [d174]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Vehicle Trips Dataset with Missing Values. Zenodo, 2021 - [d173]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Vehicle Trips Dataset without Missing Values. Zenodo, 2021 - [d172]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Temperature Rain Dataset with Missing Values. Zenodo, 2021 - [d171]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Temperature Rain Dataset without Missing Values. Zenodo, 2021 - [d170]Rakshitha Godahewa, Christoph Bergmeir, Geoff Webb, Rob J. Hyndman, Pablo Montero-Manso:
Oikolab Weather Dataset. Zenodo, 2021 - [i39]Mario Boley, Simon Teshuva, Pierre Le Bodic, Geoffrey I. Webb:
Better Short than Greedy: Interpretable Models through Optimal Rule Boosting. CoRR abs/2101.08380 (2021) - [i38]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) - [i37]Matthieu Herrmann, Geoffrey I. Webb:
Early Abandoning and Pruning for Elastic Distances. CoRR abs/2102.05221 (2021) - [i36]Geoffrey I. Webb, François Petitjean:
Tight lower bounds for Dynamic Time Warping. CoRR abs/2102.07076 (2021) - [i35]Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb:
Elastic Similarity Measures for Multivariate Time Series Classification. CoRR abs/2102.10231 (2021) - [i34]Rakshitha Godahewa, Christoph Bergmeir, Geoffrey I. Webb, Rob J. Hyndman, Pablo Montero-Manso:
Monash Time Series Forecasting Archive. CoRR abs/2105.06643 (2021) - [i33]Matthieu Herrmann, Geoffrey I. Webb:
Amercing: An Intuitive, Elegant and Effective Constraint for Dynamic Time Warping. CoRR abs/2111.13314 (2021) - [i32]Loong Kuan Lee, Nico Piatkowski, François Petitjean, Geoffrey I. Webb:
Estimating Divergences in High Dimensions. CoRR abs/2112.04583 (2021) - 2020
- [j86]Nayyar Abbas Zaidi, Yang Du, Geoffrey I. Webb:
On the Effectiveness of Discretizing Quantitative Attributes in Linear Classifiers. IEEE Access 8: 198856-198871 (2020) - [j85]Zhen Chen, Pei Zhao, Fuyi Li, Tatiana T. Marquez-Lago, André Leier, Jerico Nico De Leon Revote, Yan Zhu, David R. Powell, Tatsuya Akutsu, Geoffrey I. Webb, Kuo-Chen Chou, Alexander Ian Smith, Roger J. Daly, Jian Li, Jiangning Song:
iLearn : an integrated platform and meta-learner for feature engineering, machine-learning analysis and modeling of DNA, RNA and protein sequence data. Briefings Bioinform. 21(3): 1047-1057 (2020) - [j84]Fuyi Li, Cunshuo Fan, Tatiana T. Marquez-Lago, André Leier, Jerico Nico De Leon Revote, Cangzhi Jia, Yan Zhu, Alexander Ian Smith, Geoffrey I. Webb, Quanzhong Liu, Leyi Wei, Jian Li, Jiangning Song:
PRISMOID: a comprehensive 3D structure database for post-translational modifications and mutations with functional impact. Briefings Bioinform. 21(3): 1069-1079 (2020) - [j83]Zhen Chen, Pei Zhao, Fuyi Li, Yanan Wang, Alexander Ian Smith, Geoffrey I. Webb, Tatsuya Akutsu, Abdelkader Baggag, Halima Bensmail, Jiangning Song:
Comprehensive review and assessment of computational methods for predicting RNA post-transcriptional modification sites from RNA sequences. Briefings Bioinform. 21(5): 1676-1696 (2020) - [j82]Fuyi Li, Jinxiang Chen, André Leier, Tatiana T. Marquez-Lago, Quanzhong Liu, Yanze Wang, Jerico Nico De Leon Revote, Alexander Ian Smith, Tatsuya Akutsu, Geoffrey I. Webb, Lukasz A. Kurgan, Jiangning Song:
DeepCleave: a deep learning predictor for caspase and matrix metalloprotease substrates and cleavage sites. Bioinform. 36(4): 1057-1065 (2020) - [j81]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) - [j80]Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb:
TS-CHIEF: a scalable and accurate forest algorithm for time series classification. Data Min. Knowl. Discov. 34(3): 742-775 (2020) - [j79]Angus Dempster, François Petitjean, Geoffrey I. Webb:
ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels. Data Min. Knowl. Discov. 34(5): 1454-1495 (2020) - [j78]Hassan Ismail Fawaz, Benjamin Lucas, Germain Forestier, Charlotte Pelletier, Daniel F. Schmidt, Jonathan Weber, Geoffrey I. Webb, Lhassane Idoumghar, Pierre-Alain Muller, François Petitjean:
InceptionTime: Finding AlexNet for time series classification. Data Min. Knowl. Discov. 34(6): 1936-1962 (2020) - [j77]Fuyi Li, André Leier, Quanzhong Liu, Yanan Wang, Dongxu Xiang, Tatsuya Akutsu, Geoffrey I. Webb, Alexander Ian Smith, Tatiana T. Marquez-Lago, Jian Li, Jiangning Song:
Procleave: Predicting Protease-specific Substrate Cleavage Sites by Combining Sequence and Structural Information. Genom. Proteom. Bioinform. 18(1): 52-64 (2020) - [j76]