Olfactory Classification via Interpoint Distance Analysis
IEEE Transactions on Pattern Analysis and Machine Intelligence
Estimation of Performance of the Hopfield Randomized Memory
Problems of Information Transmission
A Function-Based Classifier Learning Scheme Using Genetic Programming
PAKDD '02 Proceedings of the 6th Pacific-Asia Conference on Advances in Knowledge Discovery and Data Mining
Learning-integrated interactive image segmentation
Advances in evolutionary computing
Estimating the Posterior Probabilities Using the K-Nearest Neighbor Rule
Neural Computation
Improving nearest neighbor classification with cam weighted distance
Pattern Recognition
A hybrid approach for feature subset selection using neural networks and ant colony optimization
Expert Systems with Applications: An International Journal
Rectified nearest feature line segment for pattern classification
Pattern Recognition
A multiview approach for intelligent data analysis based on data operators
Information Sciences: an International Journal
Application of Fuzzy Classification in Bankruptcy Prediction
ICIC '08 Proceedings of the 4th international conference on Intelligent Computing: Advanced Intelligent Computing Theories and Applications - with Aspects of Theoretical and Methodological Issues
Automated encoding of footwear patterns for fast indexing
Image and Vision Computing
Aggregation Pheromone Density Based Pattern Classification
Fundamenta Informaticae
Computers and Industrial Engineering
Image segmentation using information bottleneck method
IEEE Transactions on Image Processing
LS Footwear Database - Evaluating Automated Footwear Pattern Analysis
ICANN '09 Proceedings of the 19th International Conference on Artificial Neural Networks: Part II
Scalable diagnosis in IP networks using path-based measurement and inference: A learning framework
Journal of Visual Communication and Image Representation
On Over-fitting in Model Selection and Subsequent Selection Bias in Performance Evaluation
The Journal of Machine Learning Research
Geometric decision rules for instance-based learning problems
PReMI'05 Proceedings of the First international conference on Pattern Recognition and Machine Intelligence
An unsupervised learning rule for class discrimination in a recurrent neural network
ICANN'06 Proceedings of the 16th international conference on Artificial Neural Networks - Volume Part I
Attribute selection method based on a hybrid BPNN and PSO algorithms
Applied Soft Computing
Aggregation Pheromone Density Based Pattern Classification
Fundamenta Informaticae
An information-theoretic framework for image complexity
Computational Aesthetics'05 Proceedings of the First Eurographics conference on Computational Aesthetics in Graphics, Visualization and Imaging
Translation Invariance in the Polynomial Kernel Space and Its Applications in kNN Classification
Neural Processing Letters
Parallel multi-objective Ant Programming for classification using GPUs
Journal of Parallel and Distributed Computing
| Hi-index | 754.84 |
Classical and recent results in statistical pattern recognition and learning theory are reviewed in a two-class pattern classification setting. This basic model best illustrates intuition and analysis techniques while still containing the essential features and serving as a prototype for many applications. Topics discussed include nearest neighbor, kernel, and histogram methods, Vapnik-Chervonenkis theory, and neural networks. The presentation and the large (though nonexhaustive) list of references is geared to provide a useful overview of this field for both specialists and nonspecialists