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Research Output 1988 2020

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1988
6 Citations (Scopus)

A knowledge-based approach to computer-aided learning

Webb, G. I., 1 Jan 1988, In : International Journal of Man-Machine Studies. 29, 3, p. 257-285 29 p.

Research output: Contribution to journalArticleResearchpeer-review

1989

Courseware abstraction: reducing development costs while producing qualitative improvements in CAL

Webb, G. I., 1 Jan 1989, In : Journal of Computer Assisted Learning. 5, 2, p. 103-113 11 p.

Research output: Contribution to journalArticleResearchpeer-review

1990

Improving the efficiency of rule-based expert systems by rule activation

Sanzogni, L., Suraweera, F. & Webb, G. I., 1 Jan 1990, In : Journal of Experimental and Theoretical Artificial Intelligence. 2, 4, p. 369-380 12 p.

Research output: Contribution to journalArticleResearchpeer-review

1992
3 Citations (Scopus)

Application of machine learning to a renal biopsy database

Agar, J. W. M. & Webb, G. I., 1 Jan 1992, In : Nephrology Dialysis Transplantation. 7, 6, p. 472-478 7 p.

Research output: Contribution to journalArticleResearchpeer-review

11 Citations (Scopus)

Inducing diagnostic rules for glomerular disease with the DLG machine learning algorithm

Webb, G. I. & Agar, J. W. M., 1 Jan 1992, In : Artificial Intelligence in Medicine. 4, 6, p. 419-430 12 p.

Research output: Contribution to journalArticleResearchpeer-review

1995
29 Citations (Scopus)

Feature Based Modelling: A methodology for producing coherent, consistent, dynamically changing models of agents' competencies

Webb, G. I. & Kuzmycz, M., 1 Jan 1995, In : User Modeling and User-Adapted Interaction. 5, 2, p. 117-150 34 p.

Research output: Contribution to journalArticleResearchpeer-review

1996
59 Citations (Scopus)

Further experimental evidence against the utility of occam's razor

Webb, G. I., 1 Dec 1996, In : Journal of Artificial Intelligence Research. 4, p. 397-417 21 p.

Research output: Contribution to journalArticleResearchpeer-review

14 Citations (Scopus)

Integrating machine learning with knowledge acquisition through direct interaction with domain experts

Webb, G. I., 1 Jan 1996, In : Knowledge-Based Systems. 9, 4, p. 253-266 14 p.

Research output: Contribution to journalArticleResearchpeer-review

1998
31 Citations (Scopus)

Using decision trees for agent modeling: improving prediction performance

Chiu, B. C. & Webb, G. I., 1 Dec 1998, In : User Modeling and User-Adapted Interaction. 8, 1-2, p. 131-152 22 p.

Research output: Contribution to journalArticleResearchpeer-review

1999
22 Citations (Scopus)

Experimental evaluation of integrating machine learning with knowledge acquisition

Webb, G. I., Wells, J. & Zheng, Z., 1 Jan 1999, In : Machine Learning. 35, 1, p. 5-23 19 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
2000
179 Citations (Scopus)

Lazy Learning of Bayesian Rules

Zheng, Z. & Webb, G. I., 2000, In : Machine Learning. 41, 1, p. 53 - 84 32 p.

Research output: Contribution to journalArticleResearchpeer-review

462 Citations (Scopus)

MultiBoosting: A Technique for Combining Boosting and Wagging

Webb, G. I., 2000, In : Machine Learning. 40, p. 159 - 196 38 p.

Research output: Contribution to journalArticleResearchpeer-review

21 Citations (Scopus)

The efficacy of a low-level program visualization tool for teaching programming concepts to novice programmers

Smith, P. A. & Webb, G. I., 2000, In : Journal of Educational Computing Research. 22, 2, p. 187 - 215 29 p.

Research output: Contribution to journalArticleResearchpeer-review

2001
9 Citations (Scopus)

Candidate Elimination Criteria for Lazy Bayesian Rules

Webb, G. I., 2001, In : Lecture Notes in Computer Science. 2256, p. 545 - 556 12 p.

Research output: Contribution to journalArticleResearchpeer-review

2 Citations (Scopus)

Further Pruning for Efficient Association Rule Discovery

Webb, G. I. & Zhang, S., 2001, In : Lecture Notes in Computer Science. 2256, p. 605 - 618 14 p.

Research output: Contribution to journalArticleResearchpeer-review

253 Citations (Scopus)

Machine Learning for User Modeling

Webb, G. I., Pazzani, M. J. & Billsus, D., 2001, In : User Modeling and User-Adapted Interaction. 11, 1-2, p. 19 - 29 11 p.

Research output: Contribution to journalArticleResearchpeer-review

2002
4 Citations (Scopus)

Solving regression problems using competitive ensemble models

Frayman, Y., Rolfe, B. F. & Webb, G. I., 2002, In : Lecture Notes in Computer Science. 2557, p. 511 - 522 12 p.

Research output: Contribution to journalArticleResearchpeer-review

28 Citations (Scopus)

The Need for Low Bias Algorithms in Classification Learning from Large Data Sets

Brain, D. & Webb, G. I., 2002, In : Lecture Notes in Computer Science. 2431, p. 62 - 73 12 p.

Research output: Contribution to journalArticleResearchpeer-review

2003
19 Citations (Scopus)

Identifying approximate itemsets of interest in large databases

Webb, G., Zhang, C. & Zhang, S., 2003, In : Applied Intelligence. 18, 1, p. 91 - 104 14 p.

Research output: Contribution to journalArticleResearchpeer-review

2004
91 Citations (Scopus)

Multistrategy ensemble learning: reducing error by combining ensemble learning techniques

Webb, G. I. & Zheng, Z., 2004, In : IEEE Transactions on Knowledge and Data Engineering. 16, 8, p. 980 - 991 12 p.

Research output: Contribution to journalArticleResearchpeer-review

2005
20 Citations (Scopus)

Identifying markers of pathology in SAXS data of malignant tissues of the brain

Siu, K. K. W., Butler, S. M., Beveridge, T. E., Gillam, J., Hall, C., Kaye, A. H., Lewis, R. A., Mannan, K., McLoughlin, G., Pearson, S. J., Round, A. R., Schultke, E., Webb, G. I. & Wilkinson, S. J., 2005, In : Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors, and Associated Equipment. 548, p. 140 - 146 7 p.

Research output: Contribution to journalArticleResearchpeer-review

86 Citations (Scopus)

K-Optimal rule discovery

Webb, G. & Zhang, S., 2005, In : Data Mining and Knowledge Discovery. 10, 1, p. 39 - 79 41 p.

Research output: Contribution to journalArticleResearchpeer-review

440 Citations (Scopus)

Not so naive Bayes: aggregating one-dependence estimators

Webb, G., Boughton, J. R. & Wang, Z., 2005, In : Machine Learning. 58, 1, p. 5 - 24 20 p.

Research output: Contribution to journalArticleResearchpeer-review

58 Citations (Scopus)

On the Application of ROC analysis to predict classification performance under varying class distributions

Webb, G. & Ting, K. M., 2005, In : Machine Learning. 58, 1, p. 25 - 32 8 p.

Research output: Contribution to journalArticleResearchpeer-review

2007
23 Citations (Scopus)

Classifying under computational resource constraints: anytime classification using probabilistic estimators

Yang, Y., Webb, G., Korb, K. B. & Ting, K. M., 2007, In : Machine Learning. 69, 1, p. 35 - 53 19 p.

Research output: Contribution to journalArticleResearchpeer-review

159 Citations (Scopus)

Discovering significant patterns

Webb, G., 2007, In : Machine Learning. 68, 1, p. 1 - 33 33 p.

Research output: Contribution to journalArticleResearchpeer-review

33 Citations (Scopus)

RCPdb: An evolutionary classification and codon usage database for repeat-containing proteins

Faux, N. G., Huttley, G. A., Mahmood, K., Webb, G., Garcia De La Banda, M. J. & Whisstock, J., 2007, In : Genome Research. 17, 7, p. 1118 - 1127 10 p.

Research output: Contribution to journalArticleResearchpeer-review

36 Citations (Scopus)

To select or to weigh: A comparative study of linear combination schemes for superparent-one-dependence estimators

Yang, Y., Webb, G., Cerquides, J., Korb, K. B., Boughton, J. R. & Ting, K. M., 2007, In : IEEE Transactions on Knowledge and Data Engineering. 19, 12, p. 1652 - 1665 14 p.

Research output: Contribution to journalArticleResearchpeer-review

2008
35 Citations (Scopus)

Layered critical values: A powerful direct-adjustment approach to discovering significant patterns

Webb, G., 2008, In : Machine Learning. 71, 2-3, p. 307 - 323 17 p.

Research output: Contribution to journalArticleResearchpeer-review

2009
7 Citations (Scopus)

Anytime classification for a pool of instances

Hui, B., Yang, Y. & Webb, G., 2009, In : Machine Learning. 77, 1, p. 61 - 102 42 p.

Research output: Contribution to journalArticleResearchpeer-review

117 Citations (Scopus)

Discretization for naive-Bayes learning: Managing discretization bias and variance

Yang, Y. & Webb, G., 2009, In : Machine Learning. 74, 1, p. 39 - 74 36 p.

Research output: Contribution to journalArticleResearchpeer-review

33 Citations (Scopus)

Prodepth: Predict residue depth by support vector regression approach from protein sequences only

Song, J., Tan, H., Mahmood, K., Law, R. H. P., Buckle, A. M., Webb, G., Akutsu, T. & Whisstock, J., 2009, In : PLoS ONE. 4, 9 (e7072), p. 1 - 14 14 p.

Research output: Contribution to journalArticleResearchpeer-review

227 Citations (Scopus)

Supervised descriptive rule discovery: A unifying survey of contrast set, emerging pattern and subgroup mining

Novak, P. K., Lavrac, N. & Webb, G., 2009, In : Journal of Machine Learning Research. 10, p. 377 - 403 27 p.

Research output: Contribution to journalArticleResearchpeer-review

2010
108 Citations (Scopus)

Cascleave: towards more accurate prediction of caspase substrate cleavage sites

Song, J., Tan, H., Shen, H., Mahmood, K., Boyd, S. E., Webb, G., Akutsu, T. & Whisstock, J., 2010, In : Bioinformatics. 26, 6, p. 752 - 760 9 p.

Research output: Contribution to journalArticleResearchpeer-review

6 Citations (Scopus)

EGM: Encapsulated gene-by-gene matching to identify gene orthologs and homologous segments in genomes

Mahmood, K., Konagurthu, A. S., Song, J., Buckle, A. M., Webb, G. I. & Whisstock, J. C., 2010, In : Bioinformatics. 26, 17, p. 2076 - 2084 9 p.

Research output: Contribution to journalArticleResearchpeer-review

53 Citations (Scopus)

Self-sufficient itemsets: An approach to screening potentially interesting associations between items

Webb, G. I., 2010, In : ACM Transactions on Knowledge Discovery from Data. 4, 1, p. 1 - 20 20 p.

Research output: Contribution to journalArticleResearchpeer-review

2011
22 Citations (Scopus)

Bioinformatic approaches for predicting substrates of proteases

Song, J., Tan, H., Boyd, S. E., Shen, H., Mahmood, K., Webb, G., Akutsu, T., Whisstock, J. & Pike, R., 2011, In : Journal of Bioinformatics and Computational Biology. 9, 1, p. 149 - 178 30 p.

Research output: Contribution to journalArticleResearchpeer-review

3 Citations (Scopus)

Discovery of amino acid motifs for thrombin cleavage and validation using a model substrate

Ng, N., Pierce, M. J., Webb, G., Ratnikov, B., Wijeyewickrema, L. C., Duncan, R., Robertson, A. L., Bottomley, S. P., Boyd, S. E. & Pike, R. N., 2011, In : Biochemistry. 50, 48, p. 10499 - 10507 9 p.

Research output: Contribution to journalArticleResearchpeer-review

30 Citations (Scopus)

Feature-subspace aggregating: ensembles for stable and unstable learners

Ting, K., Wells, J., Tan, S., Teng, S. & Webb, G. I., 2011, In : Machine Learning. 82, 3, p. 375 - 397 23 p.

Research output: Contribution to journalArticleResearchpeer-review

33 Citations (Scopus)

Filtered-top-k association discovery

Webb, G., 2011, In : WIREs Data Mining and Knowledge Discovery. 1, 3, p. 183 - 192 10 p.

Research output: Contribution to journalArticleResearchpeer-review

2012
16 Citations (Scopus)

Efficient large-scale protein sequence comparison and gene matching to identify orthologs and co-orthologs

Mahmood, K., Webb, G. I., Song, J., Whisstock, J. C. & Konagurthu, A. S., 2012, In : Nucleic Acids Research. 40, 6 (Art. ID: e44), p. 1 - 11 11 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
56 Citations (Scopus)

Learning by extrapolation from marginal to full-multivariate probability distributions: Decreasingly naive Bayesian classification

Webb, G., Boughton, J., Zheng, F., Ting, K. M. & Salem, H., 2012, In : Machine Learning. 86, 2, p. 233 - 272 40 p.

Research output: Contribution to journalArticleResearchpeer-review

121 Citations (Scopus)

PROSPER: an integrated feature-based tool for predicting protease substrate cleavage sites

Song, J., Tan, H., Perry, A. J., Akutsu, T., Webb, G. I., Whisstock, J. C. & Pike, R. N., 2012, In : PLoS ONE. 7, 11, 23 p., e50300.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
31 Citations (Scopus)

Subsumption resolution: An efficient and effective technique for semi-naive Bayesian learning

Zheng, F., Webb, G., Suraweera, P. & Zhu, L., 2012, In : Machine Learning. 87, 1, p. 93 - 125 33 p.

Research output: Contribution to journalArticleResearchpeer-review

24 Citations (Scopus)

TANGLE: Two-level support vector regression approach for protein backbone torsion angle prediction from primary sequences

Song, J., Tan, H., Wang, M., Webb, G. I. & Akutsu, T., 2012, In : PLoS ONE. 7, 2, 16 p., e30361.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
2013
90 Citations (Scopus)

Alleviating Naive Bayes attribute independence assumption by attribute weighting

Zaidi, N. A., Cerquides, J., Carman, M. J. & Webb, G. I., 2013, In : Journal of Machine Learning Research. 14, Jul, p. 1947 - 1988 42 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File
8 Citations (Scopus)

Learning crew scheduling constraints from historical schedules

Suraweera, P., Webb, G., Evans, I. R. & Wallace, M., 2013, In : Transportation Research Part C: Emerging Technologies. 26, p. 214 - 232 19 p.

Research output: Contribution to journalArticleResearchpeer-review

2014
47 Citations (Scopus)

Accurate in silico identification of species-specific acetylation sites by integrating protein sequence-derived and functional features

Liu, Y., Wang, M., Wang, H., Tan, H., Zhang, Z., Webb, G. I. & Song, J., 2014, In : Scientific Reports. 4, (Art. No.: 5765), p. 1 - 12 12 p.

Research output: Contribution to journalArticleResearchpeer-review

Open Access
File

A data scientist's guide to start-ups

Provost, F., Webb, G. I. B., Bekkerman, R., Etzioni, O., Fayyad, U. & Perlich, C., 2014, In : Big Data. 2, 3, p. 117 - 128 12 p.

Research output: Contribution to journalArticleOther

19 Citations (Scopus)

Efficient discovery of the most interesting associations

Webb, G. I. B. & Vreeken, J., 2014, In : ACM Transactions on Knowledge Discovery from Data. 8, 3, p. 1 - 31 31 p.

Research output: Contribution to journalArticleResearchpeer-review