Dr Nayyar Zaidi

STAFF PROFILE

Position

Senior Lecturer, Computer Science

Faculty

Faculty of Sci Eng & Built Env

Department

School of Info Technology

Campus

Melbourne Burwood Campus

Contact

nayyar.zaidi@deakin.edu.au
+61 3 924 45963

Publications

Filter by

2019

Proximity Forest: an effective and scalable distance-based classifier for time series

Benjamin Lucas, Ahmed Shifaz, Charlotte Pelletier, Lachlan O?Neill, Nayyar Zaidi, Bart Goethals, Franois Petitjean, Geoffrey Webb

(2019), Vol. 33, pp. 607-635, Data Mining and Knowledge Discovery, Berlin, Germany, C1-1

journal
2018

Accurate parameter estimation for Bayesian network classifiers using hierarchical Dirichlet processes

Franois Petitjean, Wray Buntine, Geoffrey Webb, Nayyar Zaidi

(2018), Vol. 107, pp. 1303-1331, ECML-PKDD 2018 : Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases, Dublin, Ireland, E1-1

conference

Efficient and effective accelerated higher-order logistic regression for large data quantities

Nayyar Zaidi, Francois Petitjean, Geoff Webb

(2018), pp. 459-467, SDM2018 : Proceedings of the 2018 SIAM International Conference on Data Mining, San Diego, California, E1-1

conference
2017

Efficient parameter learning of Bayesian network classifiers

Nayyar Zaidi, Geoffrey Webb, Mark Carman, Franois Petitjean, Wray Buntine, Mike Hynes, Hans De Sterck

(2017), Vol. 106, pp. 1289-1329, Machine Learning, Berlin, Germany, C1-1

journal

A fast trust-region Newton method for softmax logistic regression

Nayyar Zaidi, Zaidi Webb

(2017), pp. 705-713, SDM 2017 : Proceedings of the 2017 SIAM International Conference on Data Mining, Houston, Texas, E1-1

conference
2016

ALRn : accelerated higher-order logistic regression

Nayyar Zaidi, Geoffrey Webb, Mark Carman, Franois Petitjean, Jess Cerquides

(2016), Vol. 104, pp. 151-194, Machine Learning, Berlin, Germany, C1-1

journal

Scalable learning of Bayesian network classifiers

Ana Martinez, Geoff Webb, Shenglei Chen, N Zaidi

(2016), Vol. 17, pp. 1-35, Journal of machine learning research : JMLR, Cambridge, Mass., C1-1

journal

Artificial neural network: Deep or broad? An empirical study

Nayyar Zaidi, Nian Liu

(2016), Vol. 9992, pp. 535-541, AI 2016: Advances in Artificial Intelligence 29th Australasian Joint Conference, Hobart, TAS, Australia, December 5-8, 2016, Proceedings, Hobart, Tasmania, E1-1

conference

Preconditioning an artificial neural network using naive bayes

Nayyar Zaidi, Francois Petitjean, Geoff Webb

(2016), Vol. 9651, pp. 341-353, PAKDD 2016 : Advances in knowledge discovery and data mining : 20th Pacific-Asia Conference, PAKDD 2016, Auckland, New Zealand, April 19-22, 2016, Proceedings., Auckland, New Zealand, E1-1

conference
2014

Naive-bayes inspired effective pre-conditioner for speeding-up logistic regression

Nayyar Zaidi, Mark Carman, Jesus Cerquides, Geoffrey Webb

(2014), pp. 1097-1102, ICDM 2014 : Proceedings of the 14th IEEE International Conference on Data Mining, Shenzhen, China, E1-1

conference
2013

Alleviating naive bayes attribute independence assumption by attribute weighting

Nayyar Zaidi, Jesus Cerquides, Mark Carman, Geoff Webb

(2013), Vol. 14, pp. 1947-1988, Journal of machine learning research, Cambridge, Mass., C1-1

journal

Fast and efficient single pass bayesian learning

Nayyar Zaidi, Geoff Webb

(2013), Vol. 7818, pp. 149-160, PAKDD 2013 : Advances in Knowledge Discovery and Data Mining : Proceedings of the 17th Pacific-Asia Conference, Gold Coast, Qld. Part 1, Gold Coast, Qld., E1-1

conference

Funded Projects at Deakin

No Funded Projects at Deakin found

Supervisions

No completed student supervisions to report