Accelerating learning performance of back propagation algorithm by using adaptive gain together with adaptive momentum and adaptive learning rate on classification problems

QR Code

Accelerating learning performance of back propagation algorithm by using adaptive gain together with adaptive momentum and adaptive learning rate on classification problems

The back propagation (BP) algorithm is a very popular learning approach in feedforward multilayer perceptron networks. However, the most serious problem associated with the BP is local minima problem and slow convergence speeds. Over the years, many improvements and modifications of the back...

Full description

Bibliographic Details
Main Authors:	Abdul Hamid, Norhamreeza, Mohd Nawi, Nazri, Ghazali, Rozaida, Mohd Salleh, Mohd Najib
Format:	Article
Language:	English
Published:	2011
Subjects:	T Technology (General)
Online Access:	http://eprints.uthm.edu.my/7955/ http://eprints.uthm.edu.my/7955/1/J3714_e277896270c61202b64daf13c7d0f992.pdf

Similar Items

The effect of adaptive parameters on the performance of back propagation
by: Abdul Hamid, Norhamreeza
Published: (2012)

An improvement of back propagation algorithm using halley third order optimisation method for classification problems
by: Abdul Hamid, Norhamreeza
Published: (2020)

Adaptation in adaptation in adaptation in adaptation
by: Moss-Wellington, Wyatt
Published: (2019)

Adaptive learning for lemmatization in morphology analysis
by: Ting, Mary, et al.
Published: (2014)

The use of learning styles in adaptive hypermedia
by: Brown, Elizabeth
Published: (2007)

Towards Content Adaptation For Mobile Learning
by: Ran, Yang Shu
Published: (2010)

An improved back propagation leaning algorithm using second order methods with gain parameter
by: Mohd Nawi, Nazri, et al.
Published: (2018)

SPATH : An adaptive web-based learning system
by: Yusof, Norazah, et al.
Published: (2000)

Evaluating the performance of adaptive learning objects selection and sequencing in adaptive educational hypermedia systems
by: Karampiperis, P., et al.
Published: (2009)

Students’ adaptability in online learning based on Malaysian students’ perception
by: Ateerah Abdul Razak,, et al.
Published: (2021)

Hybridization of Learning Vector Quantization (LVQ) and Adaptive Coordinates (AC) for data classification and visualization
by: Md. Sarwar, Zahan Tapan, et al.
Published: (2008)

Centrifugal propagation of motion adaptation effects across visual space
by: McGraw, Paul V., et al.
Published: (2008)

Accelerating the Domain Green's Function Method through adaptive cross approximation
by: Ludick, D., et al.
Published: (2014)

Perceptual learning reconfigures the effects of visual adaptation
by: McGovern, David P., et al.
Published: (2012)

Adaptable Chinese Language Learning Card Game
by: Wong, Kai Kit, et al.
Published: (2018)

Adaptation of Google group for online teaching and learning
by: Ng, Poh Yen, et al.
Published: (2008)

A decision-directed adaptive gain equalizer for assistive hearing instruments
by: Chan, Kit Yan, et al.
Published: (2014)

WCBP: A new water cycle based back propagation algorithm for data classification
by: Mohd. Nawi, Nazri, et al.
Published: (2016)

Study Of A Conducive And Adaptive E-Learning Environment
by: Asirvatham, David
Published: (2008)

REAL-TIME, ADAPTIVE, SELF-LEARNING MANAGEMENT OF LAKES
by: Imberger, J., et al.
Published: (2018)

Context-Aware Adaptive and Personalised Mobile Learning Systems
by: Sampson, Demetrios, et al.
Published: (2013)

Designing tools for context-aware adaptive mobile learning
by: Zervas, P., et al.
Published: (2011)

Teachers should learn to adapt to sutleties of community: Masing
by: The Borneo Post
Published: (2003)

Learning, adapting and leading: a Malay woman experience
by: Alias, Siti Noormi, et al.
Published: (2019)

Development knowledge management for adaptive hypermedia learning system
by: Abd. Halim, Shahliza, et al.
Published: (2005)

BAT-BP: A new BAT based back-propagation algorithm for efficient data classification
by: Mohd. Nawi, Nazri, et al.
Published: (2016)

Adaptive Classification of Occluded Facial Expressions of Affective States
by: Vice, Jordan, et al.
Published: (2022)

Joint adaptive modulation adaptive beamforming for mobile transmissions
by: Ibrahim, S. A., et al.
Published: (2007)

Enhancing Science Impact in the Coastal Zone through Adaptive Learning
by: Smith, T., et al.
Published: (2009)

Competence-based adaptation of learning environments in 3D Space
by: Nussbaumer, A., et al.
Published: (2009)

An adaptive opposition-based learning selection: The case for jaya algorithm
by: Nasser, Abdullah B., et al.
Published: (2021)

Design & Implement a Dynamic & Adaptive Grammar Learning Tools
by: Nur Amila Aina, Abdul Manap, et al.
Published: (2016)

An adaptation of social Learning in evolutionary computation for tic-tac-toe.
by: Yaakob, Razali, et al.
Published: (2009)

Using an Adaptive Learning Environment for Conceptual and Procedural Knowledge Development
by: Pramudya Ananta, Gede
Published: (2011)

Empirical evaluation of mixed approach in adaptive hypermedia learning system
by: Haron, Norreen, et al.
Published: (2006)

Feature Adaptive and Cyclic Dynamic Learning Based on Infinite Term Memory Extreme Learning Machine
by: Al-Khaleefa, Ahmed Salih, et al.
Published: (2019)

A study of acceleration techniques in training neural networks - local adaptive techniques / Norpah Mahat
by: Mahat, Norpah
Published: (2011)

Adaptive-search template matching technique based on vehicle acceleration for monocular visual odometry system
by: Aqel, Mohammad O. A., et al.
Published: (2016)

An agent-based adaptive e-content and e-learning architecture design and implementation
by: Mohd Aris, Teh Noranis, et al.
Published: (2017)

Mutual capacity building model for adaptation (MCB-MA): a seven-step procedure bidirectional learning and support during intervention adaptation
by: Jack, H.E., et al.
Published: (2024)