…we are glad that every now and then PRTools users submit a new classifier. Here are some recent examples. Leo Breiman (1928-2005) Many have already wondered where the PRTools version…
PRTools" href="https://37steps.com/1866/what-is-new-in-prtools/" rel="bookmark">What is new in PRTools
Distances and densities
…What is the ground for classifying a new object if we just have some some examples? How to we determine a proper class given a training set? We may…
PRTools: building blocks for pattern recognition" href="https://37steps.com/1066/prtools-pattern-recognition-building-blocks/" rel="bookmark">PRTools: building blocks for pattern recognition
…a set of observations of new objects, CLASSIFIER is a variable pointing to a procedure specifying the handling of the data and labeld is a command that converts the classification…
recognition" href="https://37steps.com/189/statisticalpr/" rel="bookmark">Statistical pattern recognition
…for distinguishing them. Examples are given The rule to distinguish them is unknown. It should be found such that it can be applied to new observation for which the class…
Peaking summarized
…peaking If the set of given examples is as large as the universe the problem is just computational. For the recognition of a new object we have to find it…
validation" href="https://37steps.com/4859/cross-validation/" rel="bookmark">Cross-validation
…for Comparing Supervised Classification Learning Algorithms, Neural Computation, 10(7), pp. 1895-1924, 1998. download E. Alpaydin, Combined 5 x 2 cv F Test for Comparing Supervised Classification Learning Algorithms, Neural Computation,…
Features need statistics, as they reduce
…for new objects to be classified by this function will at least as large. In order to minimize the error in the area of class overlap it is needed to…
Prior knowledge
…Study of Inference and Information. New York: Wiley, 1969, pp. 376–377. [3]. D.H. Wolpert, The Lack of A Priori Distinctions between Learning Algorithms, Neural Computation, 8, 1341 – 1390, 1996….
recognition problem a small sample size problem?" href="https://37steps.com/4863/small-sample-size-pr/" rel="bookmark">Is every pattern recognition problem a small sample size problem?
…anything new if we already know the words ‘loss’ and ‘hope’. Human learning from examples In order to learn something new, some examples are needed instead of a definition. Asking…
recognition?" href="https://37steps.com/4753/what-is-pattern-recognition/" rel="bookmark">What is pattern recognition?
…For a very small child a walk into the world is a walk into the wild: all is new and exciting. Every object, every sound, every shape provides a…