A. Zien

发表

l p -Norm Multiple Kernel Learning

M. Kloft, Ulf Brefeld, S. Sonnenburg, 2011 .

The SHOGUN Machine Learning Toolbox

Gunnar Rätsch, Alexander Binder, Alexander Zien, 2010, J. Mach. Learn. Res..

mGene: accurate SVM-based gene finding with an application to nematode genomes.

Cheng Soon Ong, S. Sonnenburg, A. Zien, 2009, Genome research.

Introduction to Semi-Supervised Learning

Bernhard Schölkopf, Alexander Zien, Olivier Chapelle, 2006, Semi-Supervised Learning.

Semi-Supervised Learning

Alexander Zien, Olivier Chapelle, Bernhard Schlkopf, 2006 .

Semi-Supervised Learning (Adaptive Computation and Machine Learning)

Bernhard Schölkopf, Alexander Zien, Olivier Chapelle, 2006 .

Norm Multiple Kernel Learning

M. Kloft, Ulf Brefeld, A. Zien, 2011 .

Efficient and Accurate Lp-Norm Multiple Kernel Learning

Klaus-Robert Müller, Alexander Zien, Sören Sonnenburg, 2009, NIPS.

Semi-Supervised Classification by Low Density Separation

Alexander Zien, Olivier Chapelle, O. Chapelle, 2005, AISTATS.

Transductive support vector machines for structured variables

Alexander Zien, Ulf Brefeld, Tobias Scheffer, 2007, ICML '07.

Positional Oligomer Importance Matrices

S. Sonnenburg, A. Zien, G. Rätsch, 2007, NIPS 2007.

POIMs: positional oligomer importance matrices—understanding support vector machine-based signal detectors

Gunnar Rätsch, Alexander Zien, Sören Sonnenburg, 2008, ISMB.

ARTS: accurate recognition of transcription starts in human

Gunnar Rätsch, Alexander Zien, Sören Sonnenburg, 2006, ISMB.

lp-Norm Multiple Kernel Learning

Alexander Zien, Sören Sonnenburg, Marius Kloft, 2011, J. Mach. Learn. Res..

Correction: Corrigendum: Src activation by β-adrenoreceptors is a key switch for tumour metastasis

Theodoros G. Soldatos, Liz Y. Han, A. Zien, 2013, Nature Communications.

nematode genomes mGene : Accurate SVM-based gene finding with an application to Material Supplemental

Cheng Soon Ong, S. Sonnenburg, A. Zien, 2009 .

YKL-39 (chitinase 3-like protein 2), but not YKL-40 (chitinase 3-like protein 1), is up regulated in osteoarthritic chondrocytes

A. Zien, T. Aigner, T. Knorr, 2003, Annals of the rheumatic diseases.

Phenotyping of Chondrocytes In Vivo and In Vitro Using cDNA Array Technology

A. Zien, K. Fundel, T. Aigner, 2007, Clinical orthopaedics and related research.

Phenotypic characterization of chondrosarcoma-derived cell lines.

A. Zien, J. Block, T. Aigner, 2005, Cancer letters.

Phenotypic Characterization of Human Chondrocyte Cell Line C-20/A4: A Comparison between Monolayer and Alginate Suspension Culture

A. Zien, T. Aigner, M. Goldring, 2004, Cells Tissues Organs.

A simple iterative approach to parameter optimization

Thomas Lengauer, Alexander Zien, Ralf Zimmer, 2000, RECOMB '00.

Notation and Symbols

Alexander Zien, Olivier Chapelle, Bernhard SchÃ¶lkopf, 2006 .

Label Propagation and Quadratic Criterion

Alexander Zien, Olivier Chapelle, Bernhard SchÃ¶lkopf, 2006 .

Centralization: A biologically sensible method for the normalization of gene expression data

Thomas Lengauer, Alexander Zien, Ralf Zimmer, 2001 .

Large-scale gene expression profiling reveals major pathogenetic pathways of cartilage degeneration in osteoarthritis.

Alexander Zien, Ralf Zimmer, Thomas Aigner, 2006, Arthritis and rheumatism.

Information on adverse drug reactions - Proof of principle for a structured database that allows customization of drug information

Alexander Zien, Walter E. Haefeli, Marcel K.P. Kusch, 2019, Int. J. Medical Informatics.

Spectral Methods for Dimensionality Reduction

O. Chapelle, A. Zien, Bernhard SchÃ¶lkopf, 2006 .

Gene expression profiling of serum- and interleukin-1 beta-stimulated primary human adult articular chondrocytes--a molecular analysis based on chondrocytes isolated from one donor.

A. Zien, R. Zimmer, T. Aigner, 2005, Cytokine.

A Taxonomy for Semi-Supervised Learning Methods

Alexander Zien, Olivier Chapelle, Bernhard SchÃ¶lkopf, 2006 .

Semi-Supervised Learning in Practice

Alexander Zien, Olivier Chapelle, Bernhard SchÃ¶lkopf, 2006 .

Change of Representation

Alexander Zien, Olivier Chapelle, Bernhard SchÃ¶lkopf, 2006 .

Anabolic and catabolic gene expression pattern analysis in normal versus osteoarthritic cartilage using complementary DNA-array technology.

A Zien, A. Zien, T. Aigner, 2001, Arthritis and rheumatism.

Non-Sparse Regularization and Efficient Training with Multiple Kernels pdf

Alexander Zien, Sören Sonnenburg, Marius Kloft, 2010, ArXiv.

Non-Sparse Regularization for Multiple Kernel Learning

Alexander Zien, Marius Kloft, Ulf Brefeld, 2010, 1003.0079.

An Automated Combination of Kernels for Predicting Protein Subcellular Localization

Cheng Soon Ong, Alexander Zien, A. Zien, 2007, WABI.

Training and Approximation of a Primal Multiclass Support Vector Machine

Cheng Soon Ong, Alexander Zien, Fabio De Bona, 2007 .

Learning to Find Graph Pre-images

Alexander Zien, Koji Tsuda, Gökhan H. Bakir, 2004, DAGM-Symposium.

Engineering Support Vector Machine Kerneis That Recognize Translation Initialion Sites

Gunnar Rätsch, Bernhard Schölkopf, Alexander J. Smola, 2000, German Conference on Bioinformatics.

Co-clustering of biological networks and gene expression data

Daniel Hanisch, Thomas Lengauer, Alexander Zien, 2002, ISMB.

mGene.web: a web service for accurate computational gene finding

Gunnar Rätsch, Cheng Soon Ong, Alexander Zien, 2009, Nucleic Acids Res..

Plasma microRNA profiles for bladder cancer detection.

Wang Jing, Alexander Zien, Lixia Diao, 2013, Urologic oncology.

Analysis of differential gene expression in healthy and osteoarthritic cartilage and isolated chondrocytes by microarray analysis.

A. Zien, R. Zimmer, T. Aigner, 2004, Methods in molecular medicine.

Gene Expression in Chondrocytes Assessed with Use of Microarrays

A. Zien, R. Zimmer, Daniel Hanisch, 2003, The Journal of bone and joint surgery. American volume.

Functional genomics of osteoarthritis.

A. Zien, R. Zimmer, T. Aigner, 2002, Pharmacogenomics.

Confidence measures for protein fold recognition

Thomas Lengauer, Alexander Zien, Ralf Zimmer, 2002, Bioinform..

Molecular phenotyping of human chondrocyte cell lines T/C-28a2, T/C-28a4, and C-28/I2.

A. Zien, T. Aigner, M. Goldring, 2003, Arthritis and rheumatism.

A continuation method for semi-supervised SVMs

Alexander Zien, Mingmin Chi, Olivier Chapelle, 2006, ICML.

An Augmented PAC Model for Semi-Supervised Learning

Alexander Zien, Olivier Chapelle, Bernhard SchÃ¶lkopf, 2006 .

Correlated stage‐ and subfield‐associated hippocampal gene expression patterns in experimental and human temporal lobe epilepsy

A. Zien, C. Elger, A. Becker, 2003, The European journal of neuroscience.

Src activation by β-adrenoreceptors is a key switch for tumor metastasis

David B Jackson, Theodoros G. Soldatos, David B. Jackson, 2012, Nature Communications.

Src activation by b-adrenoreceptors is a key switch for tumour metastasis

David B Jackson, Theodoros G. Soldatos, David B. Jackson, 2013 .

Analysis of Gene Expression Data with Pathway Scores

Thomas Lengauer, Alexander Zien, Ralf Zimmer, 2000, ISMB.

Non-Sparse Regularization with Multiple Kernels

Alexander Zien, Sören Sonnenburg, Marius Kloft, 2010 .

Identification of Drug Target Proteins

Thomas Lengauer, Alexander Zien, Mevissen T Zimmer R Küffner R, 2000 .

Centralization: a new method for the normalization of gene expression data

Thomas Lengauer, Alexander Zien, Ralf Zimmer, 2001, ISMB.

Risks of Semi-Supervised Learning: How Unlabeled Data Can Degrade Performance of Generative Classifiers

Alexander Zien, Olivier Chapelle, Bernhard SchÃ¶lkopf, 2006 .

A Scatter-Based Prototype Framework and Multi-Class Extension of Support Vector Machines

Robert Jenssen, Klaus-Robert Müller, Alexander Zien, 2012, PloS one.

A new scatter-based multi-class support vector machine

Robert Jenssen, Klaus-Robert Müller, Alexander Zien, 2011, 2011 IEEE International Workshop on Machine Learning for Signal Processing.

Graph-Based Methods

Alexander Zien, Olivier Chapelle, Bernhard SchÃ¶lkopf, 2006 .

Confidence Measures for Fold Recognition

Thomas Lengauer, Alexander Zien, Ralf Zimmer, 2001, German Conference on Bioinformatics.

Multiclass multiple kernel learning

Cheng Soon Ong, Alexander Zien, A. Zien, 2007, ICML '07.

The Feature Importance Ranking Measure

Gunnar Rätsch, Alexander Zien, Nicole Krämer, 2009, ECML/PKDD.

Improving drug safety with a systems pharmacology approach.

Alexander Zien, Lawrence J Lesko, Mirjam N Trame, 2016, European journal of pharmaceutical sciences : official journal of the European Federation for Pharmaceutical Sciences.

Metric-Based Approaches for Semi-Supervised Regression and Classification

Alexander Zien, Olivier Chapelle, Bernhard SchÃ¶lkopf, 2006 .

Support Vector Machines as Probabilistic Models

Bernhard Schölkopf, Alexander Zien, Vojtech Franc, 2011, ICML.

Microarrays: how many do you need?

Juliane Fluck, Thomas Lengauer, Alexander Zien, 2002, RECOMB '02.

A primer on molecular biology

A. Zien, Koji Tsuda, Schölkopf, 2004 .

Semi-Supervised Learning

O. Chapelle, A. Zien, Bernhard Schlkopf, 2006 .

The SHOGUN Machine Learning Toolbox

S. Sonnenburg, A. Zien, G. Rätsch, 2010, J. Mach. Learn. Res..

Large margin non-linear embedding

Joaquin Quiñonero Candela, Alexander Zien, A. Zien, 2005, ICML.