Adam Kowalczyk

Appl. Math. Comput., 2024

2019

Exploring effective approaches for haplotype block phasing.

[BibT_eX]

[DOI]

BMC Bioinform., 2019

2014

GWISFI: A universal GPU interface for exhaustive search of pairwise interactions in case-control GWAS in minutes.

[BibT_eX]

[DOI]

Proceedings of the 2014 IEEE International Conference on Bioinformatics and Biomedicine, 2014

2012

SparSNP: Fast and memory-efficient analysis of all SNPs for phenotype prediction.

[BibT_eX]

[DOI]

BMC Bioinform., 2012

FSR: feature set reduction for scalable and accurate multi-class cancer subtype classification based on copy number.

[BibT_eX]

[DOI]

Gerard Wong

Christopher Leckie

Bioinform., 2012

2011

The Poisson Margin Test for Normalization-Free Significance Analysis of NGS Data.

[BibT_eX]

[DOI]

Thomas C. Conway

Bryan Beresford-Smith

J. Comput. Biol., 2011

Meta-analysis of gene expression microarrays with missing replicates.

[BibT_eX]

[DOI]

BMC Bioinform., 2011

Replication of epistatic DNA loci in two case-control GWAS studies using OPE algorithm.

[BibT_eX]

[DOI]

BMC Bioinform., 2011

Genome annotation test with validation on transcription start site and ChIP-Seq for Pol-II binding data.

[BibT_eX]

[DOI]

Bioinform., 2011

2010

Using Gene Ontology annotations in exploratory microarray clustering to understand cancer etiology.

[BibT_eX]

[DOI]

Pattern Recognit. Lett., 2010

A bi-ordering approach to linking gene expression with clinical annotations in gastric cancer.

[BibT_eX]

[DOI]

BMC Bioinform., 2010

is-rSNP: a novel technique for in silico regulatory SNP detection.

[BibT_eX]

[DOI]

BMC Bioinform., 2010

Prediction of breast cancer prognosis using gene set statistics provides signature stability and biological context.

[BibT_eX]

[DOI]

BMC Bioinform., 2010

Exploiting sequence similarity to validate the sensitivity of SNP arrays in detecting fine-scaled copy number variations.

[BibT_eX]

[DOI]

Bioinform., 2010

is-rSNP: a novel technique for <i>in silico</i> regulatory SNP detection.

[BibT_eX]

[DOI]

Bioinform., 2010

The Poisson Margin Test for Normalisation Free Significance Analysis of NGS Data.

[BibT_eX]

[DOI]

Thomas C. Conway

Bryan Beresford-Smith

Proceedings of the Research in Computational Molecular Biology, 2010

2008

Gene Ontology Assisted Exploratory Microarray Clustering and Its Application to Cancer.

[BibT_eX]

[DOI]

Proceedings of the Pattern Recognition in Bioinformatics, 2008

2007

Classification of Anti-learnable Biological and Synthetic Data.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Discovery in Databases: PKDD 2007, 2007

Continuity of Performance Metrics for Thin Feature Maps.

[BibT_eX]

[DOI]

Proceedings of the Algorithmic Learning Theory, 18th International Conference, 2007

2006

An Efficient Alternative to SVM Based Recursive Feature Elimination with Applications in Natural Language Processing and Bioinformatics.

[BibT_eX]

[DOI]

Conrad Sanderson

Proceedings of the AI 2006: Advances in Artificial Intelligence, 2006

2005

An Analysis of the Anti-learning Phenomenon for the Class Symmetric Polyhedron.

[BibT_eX]

[DOI]

Olivier Chapelle

Proceedings of the Algorithmic Learning Theory, 16th International Conference, 2005

2004

Extreme re-balancing for SVMs: a case study.

[BibT_eX]

[DOI]

SIGKDD Explor., 2004

Exploring Potential of Leave-One-Out Estimator for Calibration of SVM in Text Mining.

[BibT_eX]

[DOI]

Proceedings of the Advances in Knowledge Discovery and Data Mining, 2004

2003

Exploring Fringe Settings of SVMs for Classification.

[BibT_eX]

[DOI]

Proceedings of the Knowledge Discovery in Databases: PKDD 2003, 2003

2002

One Class SVM for Yeast Regulation Prediction.

[BibT_eX]

[DOI]

SIGKDD Explor., 2002

Combining clustering and co-training to enhance text classification using unlabelled data.

[BibT_eX]

[DOI]

Proceedings of the Eighth ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 2002

Using Unlabelled Data for Text Classification through Addition of Cluster Parameters.

[BibT_eX]

Proceedings of the Machine Learning, 2002

Multi-Instance Kernels.

[BibT_eX]

Proceedings of the Machine Learning, 2002

2001

Kernel Machines and Boolean Functions.

[BibT_eX]

[DOI]

Alexander J. Smola

Robert C. Williamson

Proceedings of the Advances in Neural Information Processing Systems 14 [Neural Information Processing Systems: Natural and Synthetic, 2001

Second Order Features for Maximising Text Classification Performance.

[BibT_eX]

[DOI]

Proceedings of the Machine Learning: EMCL 2001, 2001

Learner's Self-Assessment: A Case Study of SVM for Information Retrieval.

[BibT_eX]

[DOI]

Proceedings of the AI 2001: Advances in Artificial Intelligence, 2001

2000

Sparsity of Data Representation of Optimal Kernel Machine and Leave-one-out Estimator.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 13, 2000

1997

Estimates of Storage Capacity of Multilayer Perceptron with Threshold Logic Hidden Units.

[BibT_eX]

[DOI]

Neural Networks, 1997

Experiments with Simple Neural Networks for Real-Time Control.

[BibT_eX]

[DOI]

IEEE J. Sel. Areas Commun., 1997

Dense Shattering and Teaching Dimensions for Differentiable Families (Extended Abstract).

[BibT_eX]

[DOI]

Proceedings of the Tenth Annual Conference on Computational Learning Theory, 1997

1996

MLP Can Provably Generalize Much Better than VC-bounds Indicate.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 9, 1996

1995

Examples of learning curves from a modified VC-formalism.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 8, 1995

Experiments with Neural Networks for Real Time Implementation of Control.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 8, 1995

Learning curves from a modified VC-formalism: a case study.

[BibT_eX]

[DOI]

J. Szymariski

Robert C. Williamson

Proceedings of International Conference on Neural Networks (ICNN'95), Perth, WA, Australia, November 27, 1995

Neural networks in real time control of telecommunication networks.

[BibT_eX]

[DOI]

Proceedings of International Conference on Neural Networks (ICNN'95), Perth, WA, Australia, November 27, 1995

1994

Developing higher-order networks with empirically selected units.

[BibT_eX]

[DOI]

IEEE Trans. Neural Networks, 1994

Generalisation in Feedforward Networks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 7, 1994

1993

Constructive higher-order network that is polynomial time.

[BibT_eX]

[DOI]

Nicholas J. Redding

Tom Downs

Neural Networks, 1993

Counting Function Theorem for Multi-Layer Networks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 6, 1993

1992

Some Estimates on the Number of Connections and Hidden Units for Feed-Forward Networks.

[BibT_eX]

[DOI]

Proceedings of the Advances in Neural Information Processing Systems 5, [NIPS Conference, Denver, Colorado, USA, November 30, 1992

1991

Discovering Production Rules with Higher Order Neural Networks.

[BibT_eX]

[DOI]