Cover Image

COMPARATIVE STUDY OF SURROGATE TECHNIQUES FOR HYPERPARAMETER OPTIMIZATION IN CONVOLUTIONAL NEURAL NETWORK

Optimizing hyperparameters in CNN is tedious for many researchers and practitioners. it requires a high degree of expertise or a lot of experience to optimize the hyperparameter and such manual optimization is likely to be biased. Hyperparameters in deep learning can be divided into two types which...

Full description

Saved in:

Bibliographic Details
Main Author:	MOHD ASZEMI, NURSHAZLYN
Format:	Thesis
Language:	English
Published:	2023
Subjects:	T Technology (General)
Online Access:	http://utpedia.utp.edu.my/id/eprint/24632/1/NurshazlynMohdAszemi_17007352.pdf http://utpedia.utp.edu.my/id/eprint/24632/
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Comparative Study of Surrogate Techniques for CNN Hyperparameter Optimization
by: Mohd Aszemi, Nurshazlyn, et al.
Published: (2022)

COMPARATIVE STUDY OF SURROGATE TECHNIQUES FOR HYPERPARAMETER OPTIMIZATION IN RECURRENT NEURAL NETWORK
by: HILMI, MUHAMMAD ZAHID
Published: (2023)

Hyperparameter Optimization of Evolving Spiking Neural Network for Time-Series Classification
by: Ibad, T., et al.
Published: (2022)

Artificial neural networks in surrogate modeling
by: Abdullah, Shahrum Shah
Published: (2008)

GENETIC ALGORITHM WITH DEEP NEURAL NETWORK SURROGATE FOR THE OPTIMIZATION OF ELECTROMAGNETIC STRUCTURE
by: MOHAMMED SHARIFF, NUR ATIQAH
Published: (2020)

Hyperparameter Optimization Of Evolving Spiking Neural Network Using Salp Swarm Optimizer For Time Series Classification
by: Ibad, Tasbiha
Published: (2022)

Convolutional neural network for optimal pineapple harvesting
by: Azman, Ahmad Aizuddin, et al.
Published: (2017)

An optimized convolutional neural network for arrhythmia classification
by: Shan, Wei Chen
Published: (2022)

Calf posture recognition using convolutional neural network
by: Tan, Chen Tung, et al.
Published: (2023)

Gender Classification: A Convolutional Neural Network Approach
by: Shan, Sung Liew, et al.
Published: (2016)

Enhancing lung cancer detection through hybrid features and machine learning hyperparameters optimization techniques
by: Li, Liangyu, et al.
Published: (2024)

Using surrogate servers for content delivery network infrastructure with guaranteed QoS
by: Wong, Khai Hsiang
Published: (2012)

A multilayered convolutional sparse coding framework for modeling of pooling operation of convolution neural networks
by: , Abdul Wahid, et al.
Published: (2019)

Comparison of convolutional neural network architectures for face mask detection
by: Yahya, Siti Nadia, et al.
Published: (2021)

Optimizing Hyperparameters for Improved Melanoma Classification using Metaheuristic Algorithm
by: Adamu, S., et al.
Published: (2023)

Fully convolutional neural network for Malaysian road lane detection
by: Zakaria, N. J., et al.
Published: (2018)

Finger-Vein Biometric Identification Using Convolutional Neural Network
by: Syafeeza, Ahmad Radzi, et al.
Published: (2016)

Optimization of depth control for unmanned underwater vehicle using surrogate modeling technique
by: Faruq, A., et al.
Published: (2011)

Comprehensive pineapple segmentation techniques with intelligent convolutional neural network
by: Ahmed Nawawi, Muhammad Azmi, et al.
Published: (2018)

Convolutional neural network optimized by differential evolution for electrocardiogram classification
by: Wang Shir Li
Published: (2023)

Optimization of crop disease classification using convolution neural network
by: Kit, Guan Lim, et al.
Published: (2021)

Deep learning classification of biomedical text using convolutional neural network
by: Dollah, Rozilawati, et al.
Published: (2019)

Review of deep convolution neural network in image classification
by: Al-Saffar, Ahmed Ali Mohammed, et al.
Published: (2017)

Speech emotion recognition using convolution neural networks and deep stride convolutional neural networks
by: Wani, Taiba, et al.
Published: (2020)

Generalizing Convolutional Neural Networks For Pattern Recognition Tasks
by: Ahmad Radzi, Syafeeza, et al.
Published: (2015)

Automatic seizure detection by convolutional neural networks with computational complexity analysis
by: Cimr, Dalibor, et al.
Published: (2023)

Detection of road cracks using Convolutional Neural Networks and Threshold Segmentation
by: Ashraf, Arselan, et al.
Published: (2022)

An Emotion-Based movie recommendation system using convolutional neural network
by: Chong, Kok Sian
Published: (2022)

Multiclass convolution neural network for classification of COVID-19 CT images
by: Ching, Serena Low Woan, et al.
Published: (2022)

Convolution and max pooling layer accelerator for convolutional neural network
by: Goh, Jinn Chyn
Published: (2020)

Simulation of drone controller using reinforcement learning AI with hyperparameter optimization
by: Abu Bakar, Mohamad Hafiz, et al.
Published: (2020)

One-Dimensional Convolutional Neural Network with Variable Weights Grey Wolf Optimizer for Modeling of Sand Retention Test
by: Abd Razak, Nurul Nadhirah
Published: (2022)

DR-Net with Convolution Neural Network
by: Aujih, Ahmad Bukhari, et al.
Published: (2021)

A MATLAB-Based Convolutional Neural Network Approach For Face Recognition System
by: Syazana Itqan, Khalid, et al.
Published: (2016)

Comparative performance of Convolutional Neural Networks Architecture for face biometric authentication system
by: Mat Ariff, Noor Azwana, et al.
Published: (2021)

Image Splicing Detection With Constrained Convolutional Neural Network
by: Lee, Yang Yang
Published: (2019)

Lung Nodules Classification Using Convolutional Neural Network with Transfer Learning
by: Abdulrazak Yahya, Saleh, et al.
Published: (2023)

DR-Net with Convolution Neural Network
by: Aujih, A.B., et al.
Published: (2021)

Iris recognition using convolutional neural network / Zhuang Yuan
by: Zhuang, Yuan
Published: (2018)

Predictive maintenance in aerospace industry using Convolutional Neural Network
by: Pebrianti, Dwi, et al.
Published: (2024)