List of works - Alexandros Kalousis

Addressing the challenge of defining valid proteomic biomarkers and classifiers

scientific article

Approaches to dimensionality reduction in proteomic biomarker studies

scientific article published on 29 February 2008

Biomedical ontology alignment: an approach based on representation learning

Comprehensible Predictive Modeling Using Regularized Logistic Regression and Comorbidity Based Features

scientific article published on 8 December 2015

Data mining for mass-spectra based diagnosis and biomarker discovery

Data-Dependent Conditional Priors for Unsupervised Learning of Multimodal Data

scientific article published on 13 August 2020

Feature Extraction from Mass Spectra for Classification of Pathological States

Feature Selection with the logRatio Kernel

Goal-directed Generation of Discrete Structures with Conditional Generative Models ⬇️

Hyperbolic Knowledge Graph Embeddings for Knowledge Base Completion

scientific article published on 27 May 2020

Machine learning approaches to lung cancer prediction from mass spectra.

scientific article published in September 2003

Metric Learning with Multiple Kernels ⬇️

scientific article published in January 2011

Mining mass spectra for diagnosis and biomarker discovery of cerebral accidents

scientific article

On Data and Algorithms: Understanding Inductive Performance

scholarly article by Alexandros Kalousis et al published March 2004 in Machine Learning

Parametric Local Metric Learning for Nearest Neighbor Classification ⬇️

scientific article published in January 2012

Processing and classification of protein mass spectra

scientific article

Sample preparation and bioinformatics in MALDI profiling of urinary proteins

scientific article

Space-Time Local Embeddings ⬇️

scientific article published in January 2015

Stability of feature selection algorithms: a study on high-dimensional spaces

Standard machine learning algorithms applied to UPLC-TOF/MS metabolic fingerprinting for the discovery of wound biomarkers in Arabidopsis thaliana

scholarly article by Julien Boccard et al published November 2010 in Chemometrics and Intelligent Laboratory Systems

The Data Mining OPtimization Ontology

article

List of works by Alexandros Kalousis

Addressing the challenge of defining valid proteomic biomarkers and classifiers

Approaches to dimensionality reduction in proteomic biomarker studies

Biomedical ontology alignment: an approach based on representation learning

Comprehensible Predictive Modeling Using Regularized Logistic Regression and Comorbidity Based Features

Data mining for mass-spectra based diagnosis and biomarker discovery

Data-Dependent Conditional Priors for Unsupervised Learning of Multimodal Data

Feature Extraction from Mass Spectra for Classification of Pathological States

Feature Selection with the logRatio Kernel

Goal-directed Generation of Discrete Structures with Conditional Generative Models ⬇️

Hyperbolic Knowledge Graph Embeddings for Knowledge Base Completion

Machine learning approaches to lung cancer prediction from mass spectra.

Metric Learning with Multiple Kernels ⬇️

Mining mass spectra for diagnosis and biomarker discovery of cerebral accidents

On Data and Algorithms: Understanding Inductive Performance

Parametric Local Metric Learning for Nearest Neighbor Classification ⬇️

Processing and classification of protein mass spectra

Sample preparation and bioinformatics in MALDI profiling of urinary proteins

Space-Time Local Embeddings ⬇️

Stability of feature selection algorithms: a study on high-dimensional spaces

Standard machine learning algorithms applied to UPLC-TOF/MS metabolic fingerprinting for the discovery of wound biomarkers in Arabidopsis thaliana

The Data Mining OPtimization Ontology