Tony R. Martinez

Best Publications

• Improved heterogeneous distance functions

  Unknown

  1911
  Citations

• Reduction Techniques for Instance-BasedLearning Algorithms

  Unknown

  1673
  Citations

• The general inefficiency of batch training for gradient descent learning

  Unknown

  679
  Citations

• An instance level analysis of data complexity

  Michael R. Smith;Tony Martinez;Christophe Giraud-Carrier

  459
  Citations

• Instance Pruning Techniques

  Unknown

  311
  Citations

• Distribution-balanced stratified cross-validation for accuracy estimation

  Unknown

  253
  Citations

• Decision Tree Ensemble: Small Heterogeneous Is Better Than Large Homogeneous

  Mike Gashler;Christophe Giraud-Carrier;Tony Martinez

  193
  Citations

• The need for small learning rates on large problems

  Unknown

  183
  Citations

• Improving classification accuracy by identifying and removing instances that should be misclassified

  Unknown

  149
  Citations

• Turning Bayesian model averaging into Bayesian model combination

  Unknown

  117
  Citations

• Deep Splitting and Merging for Table Structure Decomposition

  Chris Tensmeyer;Vlad I. Morariu;Brian Price;Scott Cohen

  107
  Citations

• AN INTEGRATED INSTANCE-BASED LEARNING ALGORITHM

  Unknown

  95
  Citations

• Improved Heterogeneous Distance Functions

  Unknown

  85
  Citations

• An Artificial Neuron with Quantum Mechanical Properties

  Unknown

  82
  Citations

• Improved backpropagation learning in neural networks with windowed momentum.

  Unknown

  81
  Citations

• An Empirical Comparison of Discretization Methods

  Unknown

  80
  Citations

• Quantum associative memory with exponential capacity

  Unknown

  79
  Citations

• Cross validation and MLP architecture selection

  Unknown

  76
  Citations

• A Bradley–Terry artificial neural network model for individual ratings in group competitions

  Unknown

  68
  Citations

• Historical Document Image Binarization: A Review

  Unknown

  63
  Citations