List of works - Robi Polikar

A bootstrap based Neyman-Pearson test for identifying variable importance

scientific article published on April 2015

An ensemble-based incremental learning approach to data fusion.

scientific article

An incremental learning algorithm with confidence estimation for automated identification of NDE signals

scientific article published in August 2004

Analysis of complexity based EEG features for the diagnosis of Alzheimer's disease

scientific article published in January 2011

COMPOSE: A semisupervised learning framework for initially labeled nonstationary streaming data

scientific article

Comparative multiresolution wavelet analysis of ERP spectral bands using an ensemble of classifiers approach for early diagnosis of Alzheimer's disease

scientific article

Discovering the unknown: improving detection of novel species and genera from short reads

scientific article

ERP based decision fusion for AD diagnosis across cohorts

scientific article published in January 2009

Ensemble based systems in decision making

Extensions to Online Feature Selection Using Bagging and Boosting

scientific article

Frequency invariant classification of ultrasonic weld inspection signals

scientific article published on 01 January 1998

Guest editorial. Learning in nonstationary and evolving environments

scientific article published in January 2014

Hemodynamic response to repeated noxious cold pressor tests measured by functional near infrared spectroscopy on forehead

scientific article published on 7 September 2012

Identifying amyloid pathology-related cerebrospinal fluid biomarkers for Alzheimer's disease in a multicohort study

scientific article published in September 2015

Incremental learning of concept drift in nonstationary environments.

scientific article published on 4 August 2011

Information-theoretic approaches to SVM feature selection for metagenome read classification

scientific article published on 13 May 2011

Learn ++.NC: combining ensemble of classifiers with dynamically weighted consult-and-vote for efficient incremental learning of new classes

scientific article published on 22 December 2008

Learn++.MF: A random subspace approach for the missing feature problem

scientific article

Learn++: an incremental learning algorithm for supervised neural networks

Local classifier weighting by quadratic programming

scientific article published on October 2008

Machine Learning Analysis of Digital Clock Drawing Test Performance for Differential Classification of Mild Cognitive Impairment Subtypes Versus Alzheimer's Disease

scientific article published on 23 March 2020

Model comparison for automatic characterization and classification of average ERPs using visual oddball paradigm.

scientific article published on 4 December 2008

Multi-Layer and Recursive Neural Networks for Metagenomic Classification

scientific article published on 24 August 2015

Multimodal EEG, MRI and PET data fusion for Alzheimer's disease diagnosis.

scientific article

Ordering samples along environmental gradients using particle swarm optimization

scientific article published in January 2011

P50: A candidate ERP biomarker of prodromal Alzheimer's disease.

scientific article

Signal processing for metagenomics: extracting information from the soup

scientific article

Stacked generalization for early diagnosis of Alzheimer's disease

scientific article published in January 2006

List of works by Robi Polikar

A bootstrap based Neyman-Pearson test for identifying variable importance

An ensemble-based incremental learning approach to data fusion.

An incremental learning algorithm with confidence estimation for automated identification of NDE signals

Analysis of complexity based EEG features for the diagnosis of Alzheimer's disease

COMPOSE: A semisupervised learning framework for initially labeled nonstationary streaming data

Comparative multiresolution wavelet analysis of ERP spectral bands using an ensemble of classifiers approach for early diagnosis of Alzheimer's disease

Discovering the unknown: improving detection of novel species and genera from short reads

ERP based decision fusion for AD diagnosis across cohorts

Ensemble based systems in decision making

Extensions to Online Feature Selection Using Bagging and Boosting

Frequency invariant classification of ultrasonic weld inspection signals

Guest editorial. Learning in nonstationary and evolving environments

Hemodynamic response to repeated noxious cold pressor tests measured by functional near infrared spectroscopy on forehead

Identifying amyloid pathology-related cerebrospinal fluid biomarkers for Alzheimer's disease in a multicohort study

Incremental learning of concept drift in nonstationary environments.

Information-theoretic approaches to SVM feature selection for metagenome read classification

Learn ++.NC: combining ensemble of classifiers with dynamically weighted consult-and-vote for efficient incremental learning of new classes

Learn++.MF: A random subspace approach for the missing feature problem

Learn++: an incremental learning algorithm for supervised neural networks

Local classifier weighting by quadratic programming

Machine Learning Analysis of Digital Clock Drawing Test Performance for Differential Classification of Mild Cognitive Impairment Subtypes Versus Alzheimer's Disease

Model comparison for automatic characterization and classification of average ERPs using visual oddball paradigm.

Multi-Layer and Recursive Neural Networks for Metagenomic Classification

Multimodal EEG, MRI and PET data fusion for Alzheimer's disease diagnosis.

Ordering samples along environmental gradients using particle swarm optimization

P50: A candidate ERP biomarker of prodromal Alzheimer's disease.

Signal processing for metagenomics: extracting information from the soup

Stacked generalization for early diagnosis of Alzheimer's disease