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https://isn.ucsd.edu/pub/papers/nips00_inc.pdf
hwhere is the number of margin support vectors, ÔÕ]. 3 Decremental “Unlearning” Leave-one-out(LOO) is a standard procedure in predicting the generalization power of a trained classifier , both from a theoretical and empirical perspective [12]. It is naturally implemented by decremental unlearning, adiabatic reversal of incremental ...
https://www.researchgate.net/publication/2373982_Incremental_and_Decremental_Support_Vector_Machine_Learning
Incremental and Decremental Support Vector Machine Learning ... and decremental "unlearning" offers an efficient method to exactly evaluate leave-one-out generalization performance ...
http://papers.nips.cc/paper/1814-incremental-and-decremental-support-vector-machine-learning.pdf
An on-line recursive algorithm for training support vector machines, one vector at a time, is presented. Adiabatic increments retain the Kuhn Tucker conditions on all previously seen training data, in a number of steps each computed analytically. The incremental procedure is re versible, and decremental "unlearning" offers an efficient ...
https://www.semanticscholar.org/paper/Incremental-and-Decremental-Support-Vector-Machine-Cauwenberghs-Poggio/e3948c28d605e0d90e88e160556cfc14fbba57c8
An on-line recursive algorithm for training support vector machines, one vector at a time, is presented. Adiabatic increments retain the Kuhn-Tucker conditions on all previously seen training data, in a number of steps each computed analytically. The incremental procedure is reversible, and decremental "unlearning" offers an efficient method to exactly evaluate leave-one-out generalization ...
https://researcher.watson.ibm.com/researcher/files/us-wangshiq/WHL_ICIP2019.pdf
EXACT INCREMENTAL AND DECREMENTAL LEARNING FOR LS-SVM Wei-Han Lee1, Bong Jun Ko1, Shiqiang Wang1, Changchang Liu1, Kin K. Leung2 1IBM T. J. Watson Research Center, Yorktown Heights, NY, USA 2Imperial College London, UK ABSTRACT In this paper, we present a novel incremental and decremental learning method for the least-squares support
https://www.merriam-webster.com/dictionary/decrement
Decrement definition is - a gradual decrease in quality or quantity. How to use decrement in a sentence. Did You Know?
https://isn.ucsd.edu/svm/incremental/
Incremental and Decremental Support Vector Machine Learning Matlab code, and examples Gert Cauwenberghs. Content. This site provides freely downloadable Matlab code, data files, and example scripts for incremental SVM classification, including exact leave-one-out (LOO) cross-validation.
https://www.thefreedictionary.com/decremental
Define decremental. decremental synonyms, decremental pronunciation, decremental translation, English dictionary definition of decremental. n. 1. The act or process of decreasing or becoming gradually less. 2. The amount lost by gradual diminution or waste. 3. Mathematics The amount by which a...
https://ieeexplore.ieee.org/document/5484614/
Abstract: We propose a multiple incremental decremental algorithm of support vector machines (SVM). In online learning, we need to update the trained model when some new observations arrive and/or some observations become obsolete. If we want to add or remove single data point, conventional single incremental decremental algorithm can be used to update the model efficiently.Cited by: 92
https://www.researchgate.net/publication/44676009_Multiple_Incremental_Decremental_Learning_of_Support_Vector_Machines
We propose a multiple incremental decremental algorithm of support vector machines (SVM). In online learning, we need to update the trained model when some new observations arrive and/or some ...
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