Incremental learning

A Bouchachia - Encyclopedia of Data Warehousing and Mining …, 2009 - igi-global.com
… We refer to this process as knowledge learning. Knowledge learning systems are traditionally
built … In this chapter, we consider the problem of incremental learning (IL). We show how, in …

[图书][B] Enhancing incremental learning processes with knowledge-based systems

G Fischer - 1988 - Springer
… are triggered by the behavior and the incremental learning process of individual users.
Their system deals with the early phase of a skill-acquisition process in which it is important to …

End-to-end incremental learning

FM Castro, MJ Marín-Jiménez, N Guil… - Proceedings of the …, 2018 - openaccess.thecvf.com
… This is because a small number of classes at each incremental step benefits the accuracy in
the early stages of the incremental learning process, as only a few classes must be classified…

A logic framework for incremental learning of process models

S Ferilli, F Esposito - Fundamenta Informaticae, 2013 - content.iospress.com
… For instance, companies that do not have a process … it to supervise subsequent process
executions or to generate … In the following, we present a novel approach to learning process

[PDF][PDF] Methods for incremental learning: a survey

RR Ade, PR Deshmukh - … Mining & Knowledge Management Process, 2013 - academia.edu
learning process, but the training examples appear over time. In this paper we discuss the
methods of incremental learning … the current research in the incremental learning which will be …

[PDF][PDF] Incremental learning: Areas and methods-a survey

P Joshi, P Kulkarni - … Mining & Knowledge Management Process, 2012 - academia.edu
incremental learning. In this paper we will discuss how incremental learning is used with
existing learning … Though with the current work, lot of mining and incremental learning activity is …

Incremental learning from noisy data

JC Schlimmer, RH Granger - Machine learning, 1986 - Springer
… The framework reviewed in this paper presents seven processes for the task of learning
from experience: clustering, initialization, projection, evaluation, refinement, aggregation, and …

Incremental learning through deep adaptation

A Rosenfeld, JK Tsotsos - IEEE transactions on pattern …, 2018 - ieeexplore.ieee.org
… 2.2 Incremental Learning Adding a new ability to a neural net often results in so-called “catastrophic
forgetting” [13], hindering the network’s ability to perform well on old tasks. The …

Incremental learning from stream data

H He, S Chen, K Li, X Xu - IEEE Transactions on Neural …, 2011 - ieeexplore.ieee.org
… can be accessed by the current learning process in the scenario of incremental learning
was debated. Besides, in [12], whether the incremental learning should be motivated to handle …

An appraisal of incremental learning methods

Y Luo, L Yin, W Bai, K Mao - Entropy, 2020 - mdpi.com
… Figure 1 gives the brief process of incremental learning. The continuously obtained data are
divided into sequential tasks, which can be represented as { T 1 , T 2 , … , T N } . T i means i-…