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Deakin Research

Research Output for Geoffrey Webb

Note: The 2012, 2013, 2014 publications have not been audited.

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Publications

2004 External

Dai, Honghua and Webb, Geoff* (2004) Guest editors' introduction, International journal of software engineering and knowlegde engineering, vol. 14, no. 4, pp. 365-368, World Scientific Publishing Co., Singapore [C2]
ERA journal ID: 17960 – Scopus EID: Not tagged
DRO entry for this publication

Newlands, D. A. and Webb, G. I.* (2004) Convex hulls as an hypothesis language bias, in Ebecken, N. F. F; Brebbia , C. A. and Zanasi, A. (eds), DM IV 2003 : Proceedings of the Fourth International Conference on Data Mining : Data Mining IV, pp. 285-294, WIT Press, Southampton, England [E1]
DRO entry for this publication

Newlands, D. A. and Webb, G. I.* (2004) Alternative strategies for decision list construction, in Ebecken, N. F. F; Brebbia, C. A. and Zanasi, A. (eds), DM IV 2003 : Proceedings of the Fourth International Conference on Data Mining : Data Mining IV, pp. 265-273, WIT Press, Southampton, England [E1]
DRO entry for this publication

2003 External

Rolfe, Bernard, Frayman, Yakov, Webb, Geoff* and Hodgson, Peter (2003) Analysis of stamping production data with view towards quality management, in Brown, R. H (eds), ICME 2003 Conference proceedings, 13-15 Oct., 2003, Carlton Crest Hotel, Melbourne Australia., pp. 1-15, the Conference, Melbourne, Vic [E1]
DRO entry for this publication

Webb, Geoffrey*, Butler, Douglas* and Newlands, Douglas (2003) On detecting differences between groups, in Domingos, Pedro and Faloutsos, Christos (eds), KDD-2003 : proceedings of the Ninth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining : August 24-27, 2003, Washington, D.C., pp. 256-265, Association for Computing Machinery, New York, N.Y. [E1]
DRO entry for this publication

Frayman, Yakov, Rolfe, Bernard F., Hodgson, Peter D. and Webb, Geoffrey I.* (2003) Improving the prediction of the roll separating force in a hot steel finishing mill, in Meech, John A.; Kawazoe, Yoshiyuki; Kumar, Vijay and Maguire, John F. (eds), IPMM 2003 : Intelligence in a small materials world : selected papers from the Fourth International Intelligent Processing and Manufacturing of Materials Conference, pp. 1-12, Intelligent Processing and Manufacturing of Materials, Sendai, Japan [E1.1]
DRO entry for this publication

Webb, Geoffrey* and Dai, Honghua (2003) SEKE 2003 : the 15th International Conference on Software Engineering & Knowledge Engineering : proceedings, technical program, July 1-3, 2003, San Francisco, California, USA, in Webb, Geoffrey and Dai, Honghua (eds), Knowledge Systems Instittute, Skokie, Ill. [E4]
DRO entry for this publication

2002 School of Information Technology

Webb, Geoffrey (2002) Integrating machine learning with knowledge acquisition, in Leondes, Cornelius T. (eds), Expert systems : the technology of knowledge management and decision making for the 21st century, pp. 937-959, Academic, San Diego, Calif. [B1]
DRO entry for this publication

Brain, Damien and Webb, Geoffrey I. (2002) The need for low bias algorithms in classification learning from large data sets, in Elomaa, Tapio; Mannila, Heikki and Toivonen, Hannu (eds), PKDD 2002 : Principles of Data mining and Knowledge Discovery : 6th European Conference Proceedings, pp. 62-73, PKDD, Helsinki, Finland [E1]
DRO entry for this publication

Frayman, Yakov, Rolfe, Bernard F. and Webb, Geoffrey I. (2002) Solving regression problems using competitive ensemble models, in McKay, Bob and Slaney, John (eds), AI 2002 : Advances in artificial intelligence : proceedings of the 15th Australian Joint Conference on Artificial Intelligence, pp. 511-522, Springer, Berlin, Germany [E1]
DRO entry for this publication

Frayman, Yakov, Rolfe, Bernard and Webb, G. (2002) Improving an inverse model of sheet metal forming by neural network based regression, in Kazerounian, Kazem (eds), Proceedings of the 2002 ASME Design Engineering Technical Conferences and Computers and Information in Engineering Conference, pp. 1-12, American Society of Mechanical Engineers, New York, N.Y. [E1]
DRO entry for this publication

Frayman, Yakov, Rolfe, Bernard, Hodgson, Peter and Webb, G.I (2002) Predicting the rolling force in hot steel rolling mill using an ensemble model, in Hamza, M.H. (eds), Artificial intelligence and applications: proceedings of the second IASTED International Conference, pp. 143-148, ACTA Press, New York, N.Y. [E1]
DRO entry for this publication

Pearce, James E.*, Webb, Geoffrey I., Shaw, Robin and Garner, Brian (2002) A systemic approach to the database marketing process, in Shaw, R.; Adam, S. and McDonald, H. (eds), Proceedings of the Australian and New Zealand Marketing Academy Conference, pp. 2941-2948, ANZMAC, Geelong, Vic. [E1]
DRO entry for this publication

Rolfe, Bernard, Frayman, Yakov, Hodgson, Peter, Webb, G.I. and Kelly, Georgina (2002) Fault detection in a cold forging process through feature extraction with a neural network, in Hamza, M.H. (eds), Artificial intelligence and applications: proceedings of the second IASTED Conference, pp. 155-159, ACTA Press, New York, N.Y [E1]
DRO entry for this publication

Yang, Ying and Webb, Geoffrey I. (2002) Non-disjoint discretization for naive-bayes classifiers, in Sammut, Claude and Hoffmann, Achim (eds), ICML 2002 : Proceedings of the Nineteenth International Conference on Machine Learning, pp. 666-673, ICML, Sydney, N.S.W. [E1]
DRO entry for this publication

Webb, Geoff (2002) Magnum Opus, RuleQuest Research, St Ives, N.S.W. [J1]
DRO entry for this publication

2002 External

Pearce, J.E.*, Shaw, Robin, Webb, G.I.* and Garner, Brian (2002) Experimentation and self learning in continuous database marketing, in Kumar, Vipin (eds), 2002 IEEE International Conference on Data Mining : proceedings : 9-12 December, 2002, Maebashi City, Japan, pp. 775-778, IEEE Xplore, Piscataway, N.J. [E1]
DRO entry for this publication

Webb, Geoffrey* and Brain, Damien (2002) Generality is predictive of prediction accuracy, in Yamaguchi, Takahira (eds), Proceedings of PKAW '02 : the 2002 Pacific Rim Knowledge Aquisition Workshop, pp. 117-130, JSAI NII, Japan [E1]
DRO entry for this publication

2001 School of Information Technology

Webb, Geofferey I., Pazzani, Michael J.* and Billsus, Daniel* (2001) Machine learning for user modeling, User modeling and user-adapted interaction: the journal of personalization research, vol. 11, no. 1-2, pp. 19-29, Springer Netherlands, Dordrecht, Netherlands [C1]
ERA journal ID: 18147 – Scopus EID: Not tagged
Citation counts: Scopus - 118, Thomson - 118
DRO entry for this publication

Wang, Zhihai, Webb, Geoffrey and Dai, Honghua (2001) The implementation of lazy Bayesian rule in Weka system, in Baik, Dookwon; Shen, Beijun and Nakano, Hideo (eds), ISFST 2001 : Proceedings of the International Symposium on Future Software Technology, pp. 204-208, International Symposium on Future Software Technology, ZhengZhou City, China [E1]
DRO entry for this publication

Webb, Geoffrey (2001) Candidate elimination criteria for lazy Bayesian rules, in Corbett, Dan; Stumptner, Markus and Brooks, Mike (eds), AI 2001 : advances in artificial intelligence : 14th Australian Joint Conference on Artificial Intelligence, Adelaide, Australia, December 10-14, 2001 : proceedings, pp. 545-556, Springer, Berlin, Germany [E1]
DRO entry for this publication

Webb, Geoffrey (2001) Discovering associations with numeric variables, in Provost, Foster and Srikant, Ramakrishnan (eds), KDD-2001 : proceedings of the Seventh ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 383-388, Association for Computer Machinery, New York, NY [E1]
DRO entry for this publication

Yang, Ying and Webb, Geoffrey I. (2001) Proportional k-interval discretization for naive-Bayes classifiers, in Carbonell, Jaime G. and Siekmann, Jorg (eds), ECML 2001 : Machine Learning : 12th European Conference on Machine Learning, pp. 564-575, Springer-Verlag, Berlin, Germany [E1]
DRO entry for this publication

Zhang, Songmao and Webb, Geoffrey I. (2001) Further pruning for efficient association rule discovery, in Corbett, Dan; Brooks, Mike and Stumpter, Markus (eds), AI 2001 : Advances in Artificial Intelligence : Proceedings of the 14th Australian Joint Conference on Artificial Intelligence, pp. 605-618, The Conference, Adelaide, S.Aust. [E1]
DRO entry for this publication

2000 School of Information Technology

Smith, P.* and Webb, G. (2000) The efficacy of a low-level program visualization tool for teaching programming concepts to novice C programmers, Journal of Educational Computing Research, vol. 0, no. 0, pp. 187-215, Baywood Publishing, New York [C1]
ERA journal ID: 20307 – Scopus EID: Not tagged
no DRO entry yet for this publication

Webb, G. (2000) MultiBoosting: a technique for combining boosting and wagging, Machine Learning, vol. 0, no. 0, pp. 159-196, Kluwer Academic Publishers, The Netherlands [C1]
ERA journal ID: 18066 – Scopus EID: Not tagged
no DRO entry yet for this publication

Zheng, Z. and Webb, G. (2000) Lazy learning of Bayesian rules, Machine Learning, vol. 0, no. 0, pp. 53-84, Kluwer Academic Publishers, Netherlands [C1]
ERA journal ID: 18066 – Scopus EID: Not tagged
no DRO entry yet for this publication

Ting, K., Zheng, Z. and Webb, G. (2000) Learning lazy rules to improve the performance of classifiers, in Max Bramer, Ann Macintosh and Frans Coenen (eds), Proceedings of ES99: The 19th SGES International Conference on Knowledge Based Systems and Applied Artificial Intelligence, pp. 122-131, Springer-Verlag, London [E1]
no DRO entry yet for this publication

Webb, G. (2000) Efficient Search for Association Rules, in Raghu Ramakrishnan and Sal Stolfo (eds), Proceedings of the 6th International Conference on Knowledge Discovery and Data Mining, pp. 99-107, Association for Computing Machinery, New York, USA [E1]
no DRO entry yet for this publication

1999 School of Information Technology

Webb, Geoff., Wells, Jason. and Zheng, Zijian (1999) An experimental evaluation of integrating machine learning with knowledge acquisition , Machine Learning, vol. 0, no. 0, pp. 5-23, Kluwer Academic Press, Boston, MA, USA [C1]
ERA journal ID: 18066 – Scopus EID: Not tagged
no DRO entry yet for this publication

Chiu, B.* and Webb, G. (1999) Dual-model: An Architecture for utilizing temporal information in student modeling, in G. Cumming, T. Okamoto, L. Gomez (eds), 7th International Conference on Computers in Education, pp. 111-118, IOS Press, Amsterdam, Netherlands [E1]
no DRO entry yet for this publication

Newlands, D. and Webb, G. (1999) Convex Hulls in Concept Induction, in Ning Zhong and Lizhu Zhou (eds), 3rd Pacific-Asia Conference, PAKDD-99, pp. 307-316, Springer, Germany, Berlin [E1]
no DRO entry yet for this publication

Smith, P.* and Webb, G. (1999) Evaluation of low-level program visualisation for teaching novice C programmers, in G. Cumming, T. Okamoto, L. Gomez (eds), 7th International Conference on Computers in Education, pp. 385-392, IOS Press, Japan [E1]
no DRO entry yet for this publication

Webb, G. (1999) Decision tree grafting from the all-tests-but-one partition, in Thomas Dean (ed.), 16th International Joint Conference on Artifical Intelligence, pp. 702-707, Morgan Kaufmann, USA, San Fransisco, CA [E1]
no DRO entry yet for this publication

Zheng, Z.*, Webb, G. and Ting, K. (1999) Lazy Bayesian Rules: A lazy semi-naive Bayesian learning technique competitive to boosting decision trees, in Ivan Bratko and Saso Dzeroski (eds), Machine learning, proceedings of the 16th international conference, pp. 493-502, Morgan Kaufmann, California [E1]
no DRO entry yet for this publication

Zheng, Z. and Webb, G. (1999) Stochastic attribute selection committees with multiple boosting: learning more accurate and more stable classifier committees, in Ning Zhong and Lizhu Zhou (eds), 'Methodologies for knowledge discovery and data mining' 3rd Pacific-Asia Conference, pp. 123-132, Springer, Berlin [E1]
no DRO entry yet for this publication

Brain, D. and Webb, G. (1999) On the effect of data set size on bias and variance in classification learning, in D. Richards, G. Beydoum, A. Hoffman, P. Compton (eds), 4th Australian Knowledge Acquisition Workshop, pp. 117-128, University of New South Wales, Sydeny [E2]
no DRO entry yet for this publication

1998 School of Information Technology

Chiu, B. and Webb, G. (1998) Using Decision Trees for Agent Modeling: Improving Prediction Performance, User Modeling and User-Adapted Interaction: An International Journal, vol. 0, no. 0, pp. 131-152, Kluwer Academic Publisher Group, "Dordrecht, Netherlands" [C1]
ERA journal ID: Not matching ERA journal list
no DRO entry yet for this publication

Webb, G. (1998) Preface, User Modeling and User-Adapted Interaction, vol. 0, no. 0, pp. 1-3, Kluwer Academic Publishers, "Dordrecht, Netherlands" [C4]
ERA journal ID: Not matching ERA journal list
no DRO entry yet for this publication

Viswanathan, M. and Webb, G. (1998) Classification Learning Using All Rules, 10th European Conference on Machine Learning, pp. 149-159, Springer-Verlag, "Berlin, Germany" [E1]
no DRO entry yet for this publication

Webb, G. and Pazzani, M.* (1998) Adjusted Probability Naive Bayesian Induction, 11th Australian Joint Conference on Artificial Intelligence [E1]
no DRO entry yet for this publication

Webb, G. (1998) The Problem of Missing Values in Decision Tree Grafting, "11th Australian Joint Conference on Artificial Intelligence, AI '98" [E1]
no DRO entry yet for this publication

Webb, G. and Kuzmycz, M. (1998) Evaluation of Data Aging: A Technique for Discounting Old Data During Student Modelling, 4th International Conference Intelligent Tutoring Systems San Antonio USA, pp. 384-393, Springer, Berlin [E1]
no DRO entry yet for this publication

Zheng, Z. and Webb, G. (1998) Stochastic Attribute Selection Committees, 11th Australian Joint Conference on Artificial Intelligence, pp. 321-332, Springer-Verlag, "Berlin, Germany" [E1]
no DRO entry yet for this publication

Zheng, Z., Webb, G. and Ting, K. (1998) Integrating Boosting and Stochastic Attribute Selection Committees for Further Improving the Performance of Decision Tree Learning, 10th International Conference on Tools With Artificial Intelligence TAI '98, pp. 216-223, IEEE Computer Society, "Los Alamitos, USA" [E1]
no DRO entry yet for this publication

Zheng, Z. and Webb, G. (1998) Multiple Boosting: A Combination of Boosting and Bagging, The International Conference on Parallel and Distributed Processing Techniques and Applications, pp. 1133-1140, CSREA, USA [E1]
no DRO entry yet for this publication

1997 School of Information Technology

Webb, G., Chiu, B. and Kuzmycz, M. (1997) Comparative Evaluation of Alternative Induction Engines for Feature Based Modelling, International Journal of Artificial Intelligence in Education, vol. 0, no. 0, pp. 97-115, International AIED Society, Leeds, UK [C1]
ERA journal ID: Not matching ERA journal list
no DRO entry yet for this publication

Chiu, B., Webb, G. and Zheng, Z. (1997) Using Decision Trees for Agent Modelling: A Study on Resolving Conflicting Predictions., Proceedings of the Tenth Australian Joint Conference on Artificial Intelligence (AI'97), pp. 349-358, Springer-Verlag, Berlin [E1]
no DRO entry yet for this publication

Chiu, B., Webb, G. and Kuzmycz, M. (1997) A Comparison of First-Order and Zeroth-Order Induction for Input-Output Agent Modelling, User Modelling: Proceedings of the Sixth International Conference UM97, pp. 347-358, Springer Wien, New York, USA [E1]
no DRO entry yet for this publication

Webb, G. (1997) Decision Tree Grafting, Fifteenth International Joint Conference on Artificial Intelligence, pp. 846-851, Morgan Kauffman, San Francisco CA [E1]
no DRO entry yet for this publication

1996 School of Information Technology

Webb, G. (1996) Integrating Machine Learning with Knowledge Acquisition through Direct Interaction with Domain Experts, Knowledge-Based Systems, vol. 0, no. 0, pp. 253-266, Elsevier, Dordrecht, Netherlands [C1]
ERA journal ID: 18062 – Scopus EID: Not tagged
no DRO entry yet for this publication

Webb, G. and Kuzmycz, M. (1996) "Feature Based Modelling: A Methodology for Producing Coherent, Consistent, Dynamically Changing Models of Agents' Competencies", User Modeling and User-Adapted Interaction, vol. 0, no. 0, pp. 117-150, Kluwer Academic Publishers, Netherlands [C1]
ERA journal ID: 18147 – Scopus EID: Not tagged
no DRO entry yet for this publication

Webb, G. (1996) Further Experimental Evidence Against the Utility of Occam's Razor, Journal of Artificial Intelligence Research, vol. 0, no. 0, pp. 397-417, AI Access Foundation and Morgan Kaufmann, San Francisco [C1]
ERA journal ID: 17973 – Scopus EID: Not tagged
no DRO entry yet for this publication

Webb, G. (1996) Cost-Sensitive Specialisation, Proceedings of the 4th Pacific Rim International Conference on Artifiicial Intelligence, pp. 23-34, Springer-Verlag, Berlin, Germany [E1]
no DRO entry yet for this publication

Webb, G. (1996) Inclusive Pruning: A New Class of Pruning Rule for Unordered Search and its Application to Classification Learning, ACSC'96 Nineteenth Australasian Computer Science Conference: Australian Computer Science Communications, pp. 1-10, Melbourne University, Melbourne, Australia [E1]
no DRO entry yet for this publication

Webb, G. and Wells, J. (1996) Experimental Evaluation of Integrating Machine Learning with Knowledge Acquisition through Direct Interaction with Domain Experts, PKAW'96: The Pacific Knowledge Aquisition Workshop, pp. 170-189, University of New South Wales, Kensington, Australia [E1]
no DRO entry yet for this publication

Webb, G. (1996) A Heuristic Covering Algorithm has Higher Predictive Accuracy Than Learning All the Rules, "Proceedings of the Conference, ISIS '96: Information, Statistics and Induction in Science", pp. 20-30, World Scientific, Singapore [E1]
no DRO entry yet for this publication

1995 School of Information Technology

Webb, G. (1995) Opus: An Efficient Admissible Algorithm for Unordered Search, Journal of Artificial Intelligence Research, vol. 0, no. 0, pp. 431-465, AI Access Foundation & Morgan Kaufmann Publishers [C1]
ERA journal ID: Not matching ERA journal list
no DRO entry yet for this publication

Newlands, D. and Webb, G. (1995) Polygonal Inductive Generalisation System, Industrial and Engineering Applications of Artificial Intelligence and Expert Systems Proceedings of the 8th International Conference, pp. 587-592, Gordon and Breach Publishers, Yverdon, Switzerland [E1]
no DRO entry yet for this publication

Webb, G. and Wells, J. (1995) Recent Progress in Machine-Expert Collaboration for Knowledge Acquisition, A.I.95: Eight Australian Joint Conference on Artificial Intelligence, pp. 291-298, World Scientific, Singapore [E1]
no DRO entry yet for this publication

Smith, P. and Webb, G. (1995) Transparency Debugging with Explanations for Novice Programmers, 2nd International Workshop on Automated and Algorithmic Debugging, pp. 105-118, AADEBUG, Saint-Malo, France [L1]
no DRO entry yet for this publication

Grants and Consultancies

All years

Research Income - National Competitive Grants

Hodgson, P and Webb, G. Improved process control and quality in sheet metal forming using machine learning techniques, Australian Research Council SPIRT Grant [T]

  • 2003: $57,780
  • 2002: $95,566
  • 2001: $96,799

Webb, G. Learning efficient accurate Bayesian classifiers from data, Australian Research Council Large Grant [T]

  • 2002: $61,626
  • 2001: $60,281

Webb, G, Pazzani, M* and Zheng, Z*. Learning efficient accurate Bayesian classifiers from data, Australian Research Council Large Grant [T]

  • 2000: $56,971

Webb, G. Machine-expert collaborative knowledge acquisition, Australian Research Council Large Grant [T]

  • 1996: $47,286
  • 1995: $46,934

Research Income - Industry and Other Funding

Hodgson, P, Webb, G, Sellars, C* and Beynon, J*. Improved process control and quality in sheet metal forming using machine learning techniques [V]

  • 2003: $20,000
  • 2002: $40,000

Higher Degree by Research Completions supervised by Geoffrey Webb

2000

Bark-cheung Chiu
Doctor of Philosophy, Thesis entitled: Predictive Modeling of Student Competency.
School of Information Technology Requires an Internet connection

1999

Philip Smith
Doctor of Philosophy, Thesis entitled: The Development and Evaluation of a Glass-box Interpreter for Teaching Novice Programmers.
School of Information Technology Requires an Internet connection

1998

Douglas Newlands
Doctor of Philosophy, Thesis entitled: Convex Hulls in Concept Induction.
School of Information Technology Requires an Internet connection

1997

Mark Kuzmycz
Doctor of Philosophy, Thesis entitled: Praxis Modelling: An Evaluation of and Extension to Feature Based Modelling.
School of Information Technology Requires an Internet connection

1995

Simon Yip
Doctor of Philosophy, Thesis entitled: Empirical Attribute Space Refinement in Classifaction Learning.
School of Information Technology Requires an Internet connection

Legend:
* Not a member of Deakin University at time of output.

DRO to publications collection last synchronised: Thursday 17th April 2014 10:04pm

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23rd July 2011