List of works - Thomas G. Dietterich

A Comparison of Dynamic Reposing and Tangent Distance for Drug Activity Prediction ⬇️

scientific article published in January 1994

A Conditional Multinomial Mixture Model for Superset Label Learning ⬇️

scientific article published in January 2012

A shape-based machine learning tool for drug design

scientific article

Allowing a wildfire to burn: estimating the effect on future fire suppression costs

scientific article published in 2013

An Ensemble Architecture for Learning Complex Problem-Solving Techniques from Demonstration

scientific article published in 2012

An Experimental Comparison of Three Methods for Constructing Ensembles of Decision Trees: Bagging, Boosting, and Randomization

Batch Value Function Approximation via Support Vectors ⬇️

Collective Graphical Models ⬇️

scientific article published in January 2011

Computational sustainability

scientific article published in 2019

Crowds Replicate Performance of Scientific Experts Scoring Phylogenetic Matrices of Phenotypes

scientific article published in January 2018

Cyber SA: Situational Awareness for Cyber Defense

Detecting insider threats in a real corporate database of computer usage activity

article

High-Performance Job-Shop Scheduling With A Time-Delay TD(λ) Network ⬇️

scientific article published in January 1996

Improving the Performance of Radial Basis Function Networks by Learning Center Locations ⬇️

scientific article published in January 1992

Incorporating Expert Feedback into Active Anomaly Discovery

Integrating Learning from Examples into the Search for Diagnostic Policies

scientific article published on 12 July 2018

Interacting meaningfully with machine learning systems: Three experiments

scientific article published in August 2009

Inverting Grice's Maxims to Learn Rules from Natural Language Extractions ⬇️

scientific article published in January 2011

Learning Greedy Policies for the Easy-First Framework

scientific article published on 23 June 2022

Locally Adaptive Nearest Neighbor Algorithms ⬇️

scientific article published in January 1994

Managing Fragmented Fire-Threatened Landscapes with Spatial Externalities

scholarly article

Memory-Based Methods for Regression and Classification ⬇️

scientific article published in January 1994

Next-generation phenomics for the Tree of Life

scientific article (publication date: 26 June 2013)

Optimal Spatial-Dynamic Management of Stochastic Species Invasions

scientific article published in 2017

PAC Optimal Planning for Invasive Species Management: Improved Exploration for Reinforcement Learning from Simulator-Defined MDPs

scientific article published in 2013

Reconstructing Velocities of Migrating Birds from Weather Radar – A Case Study in Computational Sustainability

scientific article published on 19 June 2014

Rise of concerns about AI

Robust artificial intelligence and robust human organizations

scholarly article

Solving Multiclass Learning Problems via Error-Correcting Output Codes

scientific article published in January 1995

Solving the multiple instance problem with axis-parallel rectangles

article by Thomas G. Dietterich et al published January 1997 in Artificial Intelligence

Stabilizing Value Function Approximation with the BFBP Algorithm ⬇️

State Abstraction in MAXQ Hierarchical Reinforcement Learning ⬇️

scholarly article by Thomas G. Dietterich published 2000 in Advances in Neural Information Processing Systems 12

The Role of Restoration and Key Ecological Invasion Mechanisms in Optimal Spatial-Dynamic Management of Invasive Species

scientific article published in 2018

The familiarity hypothesis: Explaining the behavior of deep open set methods

scientific article published in 2022

List of works by Thomas G. Dietterich

A Comparison of Dynamic Reposing and Tangent Distance for Drug Activity Prediction ⬇️

A Conditional Multinomial Mixture Model for Superset Label Learning ⬇️

A shape-based machine learning tool for drug design

Allowing a wildfire to burn: estimating the effect on future fire suppression costs

An Ensemble Architecture for Learning Complex Problem-Solving Techniques from Demonstration

An Experimental Comparison of Three Methods for Constructing Ensembles of Decision Trees: Bagging, Boosting, and Randomization

Batch Value Function Approximation via Support Vectors ⬇️

Collective Graphical Models ⬇️

Computational sustainability

Crowds Replicate Performance of Scientific Experts Scoring Phylogenetic Matrices of Phenotypes

Cyber SA: Situational Awareness for Cyber Defense

Detecting insider threats in a real corporate database of computer usage activity

High-Performance Job-Shop Scheduling With A Time-Delay TD(λ) Network ⬇️

Improving the Performance of Radial Basis Function Networks by Learning Center Locations ⬇️

Incorporating Expert Feedback into Active Anomaly Discovery

Integrating Learning from Examples into the Search for Diagnostic Policies

Interacting meaningfully with machine learning systems: Three experiments

Inverting Grice's Maxims to Learn Rules from Natural Language Extractions ⬇️

Learning Greedy Policies for the Easy-First Framework

Locally Adaptive Nearest Neighbor Algorithms ⬇️

Managing Fragmented Fire-Threatened Landscapes with Spatial Externalities

Memory-Based Methods for Regression and Classification ⬇️

Next-generation phenomics for the Tree of Life

Optimal Spatial-Dynamic Management of Stochastic Species Invasions

PAC Optimal Planning for Invasive Species Management: Improved Exploration for Reinforcement Learning from Simulator-Defined MDPs

Reconstructing Velocities of Migrating Birds from Weather Radar – A Case Study in Computational Sustainability

Rise of concerns about AI

Robust artificial intelligence and robust human organizations

Solving Multiclass Learning Problems via Error-Correcting Output Codes

Solving the multiple instance problem with axis-parallel rectangles

Stabilizing Value Function Approximation with the BFBP Algorithm ⬇️

State Abstraction in MAXQ Hierarchical Reinforcement Learning ⬇️

The Role of Restoration and Key Ecological Invasion Mechanisms in Optimal Spatial-Dynamic Management of Invasive Species

The familiarity hypothesis: Explaining the behavior of deep open set methods

Zero-Shot Learning and Detection of Teeth in Images of Bat Skulls