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ORCIDGeoffrey I. Webb
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- affiliation: Monash University, Melbourne, Australia
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2020 – today
- 2022
[j98]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)- [j97]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) - [j96]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) - [j95]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) - [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 - [i40]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
HYDRA: Competing convolutional kernels for fast and accurate time series classification. CoRR abs/2203.13652 (2022) - 2021
- [j94]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) - [j93]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) - [j92]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) - [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 - [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]Zhen Chen, Pei Zhao, Fuyi Li, André Leier, Tatiana T. Marquez-Lago, Geoffrey I. Webb, Abdelkader Baggag, Halima Bensmail, Jiangning Song:
PROSPECT: A web server for predicting protein histidine phosphorylation sites. J. Bioinform. Comput. Biol. 18(4): 2050018:1-2050018:17 (2020) - [j75]Igor Goldenberg, Geoffrey I. Webb:
PCA-based drift and shift quantification framework for multidimensional data. Knowl. Inf. Syst. 62(7): 2835-2854 (2020) - [j74]Shenglei Chen, Geoffrey I. Webb, Linyuan Liu, Xin Ma:
A novel selective naïve Bayes algorithm. Knowl. Based Syst. 192: 105361 (2020) - [j73]Mahardhika Pratama, Witold Pedrycz, Geoffrey I. Webb:
An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Nonstationary Data Streams. IEEE Trans. Fuzzy Syst. 28(7): 1315-1328 (2020) - [c84]Raphael Fischer, Nico Piatkowski, Charlotte Pelletier, Geoffrey I. Webb, François Petitjean, Katharina Morik:
No Cloud on the Horizon: Probabilistic Gap Filling in Satellite Image Series. DSAA 2020: 546-555 - [c83]Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean:
Unsupervised Domain Adaptation Techniques for Classification of Satellite Image Time Series. IGARSS 2020: 1074-1077 - [c82]Geoffrey I. Webb:
Time Series Classification at Scale. LWDA 2020: 2 - [e14]Geoffrey I. Webb, Zhongfei Zhang, Vincent S. Tseng, Graham Williams, Michalis Vlachos, Longbing Cao:
7th IEEE International Conference on Data Science and Advanced Analytics, DSAA 2020, Sydney, Australia, October 6-9, 2020. IEEE 2020, ISBN 978-1-7281-8206-3 [contents] - [i31]Benjamin Lucas, Charlotte Pelletier, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean:
A Bayesian-inspired, deep learning, semi-supervised domain adaptation technique for land cover mapping. CoRR abs/2005.11930 (2020) - [i30]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Monash University, UEA, UCR Time Series Regression Archive. CoRR abs/2006.10996 (2020) - [i29]Chang Wei Tan, Christoph Bergmeir, François Petitjean, Geoffrey I. Webb:
Time Series Regression. CoRR abs/2006.12672 (2020) - [i28]Matthieu Herrmann, Geoffrey I. Webb:
Early Abandoning PrunedDTW and its application to similarity search. CoRR abs/2010.05371 (2020) - [i27]Rakshitha Godahewa, Christoph Bergmeir, Geoffrey I. Webb, Pablo Montero-Manso:
A Strong Baseline for Weekly Time Series Forecasting. CoRR abs/2010.08158 (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) - [i24]Yuan Jin, Wray L. Buntine, François Petitjean, Geoffrey I. Webb:
Discriminative, Generative and Self-Supervised Approaches for Target-Agnostic Learning. CoRR abs/2011.06428 (2020) - [i23]Angus Dempster, Daniel F. Schmidt, Geoffrey I. Webb:
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification. CoRR abs/2012.08791 (2020) - [i22]Rakshitha Godahewa, Kasun Bandara, Geoffrey I. Webb, Slawek Smyl, Christoph Bergmeir:
Ensembles of Localised Models for Time Series Forecasting. CoRR abs/2012.15059 (2020) - [i21]Georg Krempl, Vera Hofer, Geoffrey I. Webb, Eyke Hüllermeier:
Beyond Adaptation: Understanding Distributional Changes (Dagstuhl Seminar 20372). Dagstuhl Reports 10(4): 1-36 (2020)
2010 – 2019
- 2019
- [j72]Jiangning Song, Yanan Wang, Fuyi Li, Tatsuya Akutsu, Neil D. Rawlings, Geoffrey I. Webb, Kuo-Chen Chou:
iProt-Sub: a comprehensive package for accurately mapping and predicting protease-specific substrates and cleavage sites. Briefings Bioinform. 20(2): 638-658 (2019) - [j71]Jiawei Wang, Bingjiao Yang, Yi An, Tatiana T. Marquez-Lago, André Leier, Jonathan Wilksch, Qingyang Hong, Yang Zhang, Morihiro Hayashida, Tatsuya Akutsu, Geoffrey I. Webb, Richard A. Strugnell, Jiangning Song, Trevor Lithgow:
Systematic analysis and prediction of type IV secreted effector proteins by machine learning approaches. Briefings Bioinform. 20(3): 931-951 (2019) - [j70]Fuyi Li, Yanan Wang, Chen Li, Tatiana T. Marquez-Lago, André Leier, Neil D. Rawlings, Gholamreza Haffari, Jerico Nico De Leon Revote, Tatsuya Akutsu, Kuo-Chen Chou, Anthony W. Purcell, Robert N. Pike, Geoffrey I. Webb, Alexander Ian Smith, Trevor Lithgow, Roger J. Daly, James C. Whisstock, Jiangning Song:
Twenty years of bioinformatics research for protease-specific substrate and cleavage site prediction: a comprehensive revisit and benchmarking of existing methods. Briefings Bioinform. 20(6): 2150-2166 (2019) - [j69]Yanju Zhang, Ruopeng Xie, Jiawei Wang, André Leier, Tatiana T. Marquez-Lago, Tatsuya Akutsu, Geoffrey I. Webb, Kuo-Chen Chou, Jiangning Song:
Computational analysis and prediction of lysine malonylation sites by exploiting informative features in an integrative machine-learning framework. Briefings Bioinform. 20(6): 2185-2199 (2019) - [j68]Zhen Chen, Xuhan Liu, Fuyi Li, Chen Li, Tatiana T. Marquez-Lago, André Leier, Tatsuya Akutsu, Geoffrey I. Webb, Dakang Xu, Alexander Ian Smith, Lei Li, Kuo-Chen Chou, Jiangning Song:
Large-scale comparative assessment of computational predictors for lysine post-translational modification sites. Briefings Bioinform. 20(6): 2267-2290 (2019) - [j67]Fuyi Li, Yang Zhang, Anthony W. Purcell, Geoffrey I. Webb, Kuo-Chen Chou, Trevor Lithgow, Chen Li, Jiangning Song:
Positive-unlabelled learning of glycosylation sites in the human proteome. BMC Bioinform. 20(1): 112:1-112:17 (2019) - [j66]Xiaochuan Wang, Chen Li, Fuyi Li, Varun S. Sharma, Jiangning Song, Geoffrey I. Webb:
SIMLIN: a bioinformatics tool for prediction of S-sulphenylation in the human proteome based on multi-stage ensemble-learning models. BMC Bioinform. 20(1): 602:1-602:12 (2019) - [j65]Wilhelmiina Hämäläinen, Geoffrey I. Webb:
A tutorial on statistically sound pattern discovery. Data Min. Knowl. Discov. 33(2): 325-377 (2019) - [j64]Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O'Neill, Nayyar Abbas Zaidi, Bart Goethals, François Petitjean, Geoffrey I. Webb:
Proximity Forest: an effective and scalable distance-based classifier for time series. Data Min. Knowl. Discov. 33(3): 607-635 (2019) - [j63]Hualong Yu, Geoffrey I. Webb:
Adaptive online extreme learning machine by regulating forgetting factor by concept drift map. Neurocomputing 343: 141-153 (2019) - [j62]Igor Goldenberg, Geoffrey I. Webb:
Survey of distance measures for quantifying concept drift and shift in numeric data. Knowl. Inf. Syst. 60(2): 591-615 (2019) - [j61]Charlotte Pelletier, Geoffrey I. Webb, François Petitjean:
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series. Remote. Sens. 11(5): 523 (2019) - [c81]Charlotte Pelletier, Geoffrey I. Webb, François Petitjean:
Deep Learning for the Classification of Sentinel-2 Image Time Series. IGARSS 2019: 461-464 - [c80]Benjamin Lucas, Charlotte Pelletier, Jordi Inglada, Daniel F. Schmidt, Geoffrey I. Webb, François Petitjean:
Exploring Data Quantity Requirements for Domain Adaptation in the Classification of Satellite Image Time Series. MultiTemp 2019: 1-4 - [c79]Charlotte Pelletier, Zehui Ji, Olivier Hagolle, Elizabeth Morse-McNabb, Kathryn Sheffield, Geoffrey I. Webb, François Petitjean:
Using Sentinel-2 Image Time Series to map the State of Victoria, Australia. MultiTemp 2019: 1-4 - [c78]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 - [i20]Ahmed Shifaz, Charlotte Pelletier, François Petitjean, Geoffrey I. Webb:
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification. CoRR abs/1906.10329 (2019) - [i19]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. CoRR abs/1909.04939 (2019) - [i18]Chang Wei Tan, François Petitjean, Eamonn J. Keogh, Geoffrey I. Webb:
Time series classification for varying length series. CoRR abs/1910.04341 (2019) - [i17]Angus Dempster, François Petitjean, Geoffrey I. Webb:
ROCKET: Exceptionally fast and accurate time series classification using random convolutional kernels. CoRR abs/1910.13051 (2019) - 2018
- [j60]Yi An, Jiawei Wang, Chen Li, André Leier, Tatiana T. Marquez-Lago, Jonathan Wilksch, Yang Zhang, Geoffrey I. Webb, Jiangning Song, Trevor Lithgow:
Comprehensive assessment and performance improvement of effector protein predictors for bacterial secretion systems III, IV and VI. Briefings Bioinform. 19(1): 148-161 (2018) - [j59]Huilin Wang, Liubin Feng, Geoffrey I. Webb, Lukasz A. Kurgan, Jiangning Song, Donghai Lin:
Critical evaluation of bioinformatics tools for the prediction of protein crystallization propensity. Briefings Bioinform. 19(5): 838-852 (2018) - [j58]Jiangning Song, Fuyi Li, André Leier, Tatiana T. Marquez-Lago, Tatsuya Akutsu, Gholamreza Haffari, Kuo-Chen Chou, Geoffrey I. Webb, Robert N. Pike:
PROSPERous: high-throughput prediction of substrate cleavage sites for 90 proteases with improved accuracy. Bioinform. 34(4): 684-687 (2018) - [j57]Zhen Chen, Pei Zhao, Fuyi Li, André Leier, Tatiana T. Marquez-Lago, Yanan Wang, Geoffrey I. Webb, Alexander Ian Smith, Roger J. Daly, Kuo-Chen Chou, Jiangning Song:
iFeature: a Python package and web server for features extraction and selection from protein and peptide sequences. Bioinform. 34(14): 2499-2502 (2018) - [j56]Geoffrey I. Webb, Loong Kuan Lee, Bart Goethals, François Petitjean:
Analyzing concept drift and shift from sample data. Data Min. Knowl. Discov. 32(5): 1179-1199 (2018) - [j55]Wenzhong Shi, An-Shu Zhang, Geoffrey I. Webb:
Mining significant crisp-fuzzy spatial association rules. Int. J. Geogr. Inf. Sci. 32(6): 1247-1270 (2018) - [j54]François Petitjean, Wray L. Buntine, Geoffrey I. Webb, Nayyar Abbas Zaidi:
Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes. Mach. Learn. 107(8-10): 1303-1331 (2018) - [c77]Chaitanya Manapragada, Geoffrey I. Webb, Mahsa Salehi:
Extremely Fast Decision Tree. KDD 2018: 1953-1962 - [c76]Khanh Nguyen, Trung Le, Tu Dinh Nguyen, Dinh Q. Phung, Geoffrey I. Webb:
Robust Bayesian Kernel Machine via Stein Variational Gradient Descent for Big Data. KDD 2018: 2003-2011 - [c75]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 - [c74]Nayyar Abbas Zaidi, François Petitjean, Geoffrey I. Webb:
Efficient and Effective Accelerated Hierarchical Higher-Order Logistic Regression for Large Data Quantities. SDM 2018: 459-467 - [e13]Dinh Q. Phung, Vincent S. Tseng, Geoffrey I. Webb, Bao Ho, Mohadeseh Ganji, Lida Rashidi:
Advances in Knowledge Discovery and Data Mining - 22nd Pacific-Asia Conference, PAKDD 2018, Melbourne, VIC, Australia, June 3-6, 2018, Proceedings, Part I. Lecture Notes in Computer Science 10937, Springer 2018, ISBN 978-3-319-93033-6 [contents] - [e12]Dinh Q. Phung, Vincent S. Tseng, Geoffrey I. Webb, Bao Ho, Mohadeseh Ganji, Lida Rashidi:
Advances in Knowledge Discovery and Data Mining - 22nd Pacific-Asia Conference, PAKDD 2018, Melbourne, VIC, Australia, June 3-6, 2018, Proceedings, Part II. Lecture Notes in Computer Science 10938, Springer 2018, ISBN 978-3-319-93036-7 [contents] - [e11]Dinh Q. Phung, Vincent S. Tseng, Geoffrey I. Webb, Bao Ho, Mohadeseh Ganji, Lida Rashidi:
Advances in Knowledge Discovery and Data Mining - 22nd Pacific-Asia Conference, PAKDD 2018, Melbourne, VIC, Australia, June 3-6, 2018, Proceedings, Part III. Lecture Notes in Computer Science 10939, Springer 2018, ISBN 978-3-319-93039-8 [contents] - [i16]Nayyar Abbas Zaidi, Geoffrey I. Webb, François Petitjean, Germain Forestier:
On the Inter-relationships among Drift rate, Forgetting rate, Bias/variance profile and Error. CoRR abs/1801.09354 (2018) - [i15]Chaitanya Manapragada, Geoffrey I. Webb, Mahsa Salehi:
Extremely Fast Decision Tree. CoRR abs/1802.08780 (2018) - [i14]Fengxiang He, Tongliang Liu, Geoffrey I. Webb, Dacheng Tao:
Instance-Dependent PU Learning by Bayesian Optimal Relabeling. CoRR abs/1808.02180 (2018) - [i13]Mahardhika Pratama, Witold Pedrycz, Geoffrey I. Webb:
An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Non-stationary Data Streams. CoRR abs/1808.08517 (2018) - [i12]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) - [i11]Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O'Neill, Nayyar Abbas Zaidi, Bart Goethals, François Petitjean, Geoffrey I. Webb:
Proximity Forest: An effective and scalable distance-based classifier for time series. CoRR abs/1808.10594 (2018) - [i10]Charlotte Pelletier, Geoffrey I. Webb, François Petitjean:
Temporal Convolutional Neural Network for the Classification of Satellite Image Time Series. CoRR abs/1811.10166 (2018) - 2017
- [j53]Huilin Wang, Liubin Feng, Geoffrey I. Webb, Lukasz A. Kurgan, Jiangning Song, Donghai Lin:
Critical evaluation of bioinformatics tools for the prediction of protein crystallization propensity. Briefings Bioinform. 18(6): 1092 (2017) - [j52]Jiawei Wang, Bingjiao Yang, Jerico Nico De Leon Revote, André Leier, Tatiana T. Marquez-Lago, Geoffrey I. Webb, Jiangning Song, Kuo-Chen Chou, Trevor Lithgow:
POSSUM: a bioinformatics toolkit for generating numerical sequence feature descriptors based on PSSM profiles. Bioinform. 33(17): 2756-2758 (2017) - [j51]Thilak L. Fernando, Geoffrey I. Webb:
SimUSF: an efficient and effective similarity measure that is invariant to violations of the interval scale assumption. Data Min. Knowl. Discov. 31(1): 264-286 (2017) - [j50]Shenglei Chen, Ana M. Martínez, Geoffrey I. Webb, Limin Wang:
Selective AnDE for large data learning: a low-bias memory constrained approach. Knowl. Inf. Syst. 50(2): 475-503 (2017) - [j49]Nayyar Abbas Zaidi, Geoffrey I. Webb, Mark James Carman, François Petitjean, Wray L. Buntine, Mike Hynes, Hans De Sterck:
Efficient parameter learning of Bayesian network classifiers. Mach. Learn. 106(9-10): 1289-1329 (2017) - [j48]Shenglei Chen, Ana M. Martínez, Geoffrey I. Webb, Limin Wang:
Sample-Based Attribute Selective An DE for Large Data. IEEE Trans. Knowl. Data Eng. 29(1): 172-185 (2017) - [c73]Germain Forestier, François Petitjean, Hoang Anh Dau, Geoffrey I. Webb, Eamonn J. Keogh:
Generating Synthetic Time Series to Augment Sparse Datasets. ICDM 2017: 865-870 - [c72]Chang Wei Tan, Geoffrey I. Webb, François Petitjean:
Indexing and classifying gigabytes of time series under time warping. SDM 2017: 282-290 - [c71]Wilhelmiina Hämäläinen, Geoffrey I. Webb:
Specious rules: an efficient and effective unifying method for removing misleading and uninformative patterns in association rule mining. SDM 2017: 309-317 - [c70]Nayyar Abbas Zaidi, Geoffrey I. Webb:
A Fast Trust-Region Newton Method for Softmax Logistic Regression. SDM 2017: 705-713 - [e10]Claude Sammut, Geoffrey I. Webb:
Encyclopedia of Machine Learning and Data Mining. Springer 2017, ISBN 978-1-4899-7685-7 [contents] - [r33]Geoffrey I. Webb:
Algorithm Evaluation. Encyclopedia of Machine Learning and Data Mining 2017: 40-41 - [r32]Fei Zheng, Geoffrey I. Webb:
Averaged One-Dependence Estimators. Encyclopedia of Machine Learning and Data Mining 2017: 85-87 - [r31]