Multi objective hyperparameter tuning via random search on deep learning models

QR Code

Multi objective hyperparameter tuning via random search on deep learning models

This research examines the efficacy of random search (RS) in hyperparameter tuning, comparing its performance to baseline methods namely manual search and grid search. Our analysis spans various deep learning (DL) architectures-multilayer perceptron (MLP), convolutional neural network (CNN), and Ale...

Full description

Bibliographic Details
Published in:	Telkomnika (Telecommunication Computing Electronics and Control)
Main Author:	Rom A.R.M.; Jamil N.; Ibrahim S.
Format:	Article
Language:	English
Published:	Universitas Ahmad Dahlan 2024
Online Access:	https://www.scopus.com/inward/record.uri?eid=2-s2.0-85197106107&doi=10.12928%2fTELKOMNIKA.v22i4.25847&partnerID=40&md5=90bc795eab60ec217b80b99d8cbfdcde

Similar Items

Hyperparameter tuning and pipeline optimization via grid search method and tree-based autoML in breast cancer prediction
by: Radzi S.F.M.; Karim M.K.A.; Saripan M.I.; Rahman M.A.A.; Isa I.N.C.; Ibahim M.J.
Published: (2021)

Study on the Correlation of Trainable Parameters and Hyperparameters with the Performance of Deep Learning Models
by: Ong S.-Q.; Isawasan P.; Nair G.; Salleh K.A.; Yusof U.K.
Published: (2023)

Effect of Hyperparameter Tuning in Long Short-Term Memory for Crude Oil Price Prediction
by: Yusoff M.; Sharif M.Y.; Sallehud-Din M.T.M.
Published: (2024)

Amplification of pixels in medical image data for segmentation via deep learning object-oriented approach
by: Fadzil A.F.A.; Khalid N.E.A.; Ibrahim S.
Published: (2021)

A Review on Occluded Object Detection and Deep Learning-Based Approach in Medical Imaging-Related Research
by: Jamaluddin K.R.; Ibrahim S.
Published: (2024)

Multi faces recognition using deep learning approach
by: Wen K.C.S.; Markom M.A.; Tan E.S.M.M.; Adom A.H.; Markom A.M.
Published: (2024)

The Analysis of Multi-Track Music Generation With Deep Learning Models in Music Production Process
by: Jiang R.; Mou X.
Published: (2024)

The Analysis of Multi-Track Music Generation With Deep Learning Models in Music Production Process
by: Jiang, et al.
Published: (2024)

Dragonfly Algorithm for Multi-target Search Problem in Swarm Robotic with Dynamic Environment Size
by: Hamami M.G.M.; Ismail Z.H.
Published: (2022)

Optimal SVC allocation via symbiotic organisms search for voltage security improvement
by: Zamani M.K.M.; Musirin I.; Mustaffa S.A.S.; Suliman S.I.
Published: (2019)

Optimal Integration of Active and Reactive Power DGs in Distribution Network via a Novel Multi-Objective Intelligent Technique
by: Abdullah A.; Musirin I.; Othman M.M.; Rahim S.R.A.; Shaaya S.A.; Senthil Kumar A.V.
Published: (2024)

Data-Driven Efficient Medical Image Segmentation with Object-Oriented Deep Neural Networks
by: Fadzil A.F.A.; Ibrahim S.; Mangshor N.N.A.; Samah K.A.F.A.; Sabri N.; Md Ghani N.A.
Published: (2023)

Artificial neural network hyperparameters optimization for predicting the thermal conductivity of MXene/graphene nanofluids
by: Shang Y.; Hammoodi K.A.; Alizadeh A.; Sharma K.; jasim D.J.; Rajab H.; Ahmed M.; Kassim M.; Maleki H.; Salahshour S.
Published: (2024)

Artificial neural network hyperparameters optimization for predicting the thermal conductivity of MXene/graphene nanofluids
by: Shang, et al.
Published: (2024)

Assistive robot simulator for multi-objective evolutionary algorithm application
by: Mohamed Z.; Ayub M.A.; Ramli M.H.M.; Shaari M.S.B.; Khusairi S.
Published: (2018)

Sudoku solutions: a comparative analysis of breadth-first search, depth-first search, and human approaches
by: Diah N.M.; Riza S.; Ahmad S.; Musa N.; Hashim S.
Published: (2025)

New Hybrid Multi-Objective Optimization Technique for Multi-DG Installation in Bulk Distribution System
by: Abdullah A.; Musirin I.; Othman M.M.; Rahim S.R.A.; Kumar A.V.S.
Published: (2024)

Optimizing Palm Oil Biomass Supply Chain Logistics through Multi-Objective Location-Routing Model
by: Yeng F.F.; Zainuddin Z.M.; Pheng H.S.
Published: (2024)

Multi-objectives optimization model for flexible job shop scheduling problem (FJSSP) with machines' workload balancing
by: Shuib A.; Gran S.S.A.
Published: (2018)

Machine Learning Approach of Optimal Frequency Tuning for Capacitive Wireless Power Transfer System
by: Hasan K.K.; Hairuddin M.A.; Mustapa R.F.; Nordin S.A.; Ashar N.D.K.
Published: (2022)

Navigating Tversky Loss Function Hyperparameter Spaces using Particle Swarm Optimization for Myocardial Scar Segmentation
by: Damit D.S.A.; Sulaiman S.N.; Osman M.K.; Karim N.K.A.; Razali N.F.; Marzuki M.I.F.
Published: (2024)

PID controller tuning for glycerin bleaching process using well-known tuning formulas - A simulation study
by: Kamaruddin N.; Janin Z.; Yusuf Z.; Taib M.N.
Published: (2009)

Modelling of flexible beam based on ant colony optimization and cuckoo search algorithms
by: Ali S.K.; Fadzilan M.F.; Shaari A.N.S.; Hadi M.S.; Eek R.T.P.; Darus I.Z.M.
Published: (2021)

Multi scale evaluation and analysis of international trade objectives of port cities
by: Huang X.; Jiang D.; Zhu K.
Published: (2024)

Multi-objective Bonobo optimisers of industrial low-density polyethylene reactor
by: Rohman, et al.
Published: (2024)

Multi-objective Bonobo optimisers of industrial low-density polyethylene reactor
by: Rohman F.S.; Wan Alwi S.R.; Muhammad D.; Zahan K.A.; Murat M.N.; Azmi A.
Published: (2024)

Intelligent Kitchen Waste Composting System via Deep Learning and Internet-of-Things (IoT)
by: Hong T.B.; Saruchi S.A.; Mustapha A.A.; Seng J.L.L.; Razap A.N.A.A.; Halisno N.; Solihin M.I.; Izni N.A.
Published: (2024)

Design, modeling and multi-objective techno-economic optimization of an integrated supercritical Brayton cycle with solar power tower for efficient hydrogen production
by: Hai T.; Dhahad H.A.; ATTIA E.-A.; Zakaria Z.; Rashidi S.; Kumar Singh P.; Shamseldin M.A.; Fahad Almojil S.; Ibrahim Almohana A.; Fahmi Alali A.; Farhang B.; Cao Y.
Published: (2022)

Facile tuning of PbI2 porosity via additive engineering for humid air processable perovskite solar cells
by: Mohamad Noh M.F.; Arzaee N.A.; Nawas Mumthas I.N.; Aadenan A.; Alessa H.; Alghamdi M.N.; Moria H.; Mohamed N.A.; Mohd Yusoff A.R.B.; Mat Teridi M.A.
Published: (2022)

Multi-Objectives Optimization of Abrasive Water Jet Machining (AJWM) on Mild Steel
by: Halim N.H.A.; Tharazi I.; Salleh F.M.; Morni M.F.; Khalit M.I.; Abdullah M.A.A.
Published: (2024)

Pole placement tuning of proportional integral derivative feedback controller for knee extension model
by: Arof S.; Noorsal E.; Yahaya S.Z.; Hussain Z.; Radzali R.; Razak F.A.; Mustapha H.F.
Published: (2024)

Optimizing Gaussian process regression (GPR) hyperparameters with three metaheuristic algorithms for viscosity prediction of suspensions containing microencapsulated PCMs
by: Hai T.; Basem A.; Alizadeh A.; Sharma K.; jasim D.J.; Rajab H.; Ahmed M.; Kassim M.; Singh N.S.S.; Maleki H.
Published: (2024)

Identification of Concrete Cracks Using Deep Learning Models: A Systematic Review
by: Mazni M.; Husain A.R.; Shapiai M.I.; Ibrahim I.S.; Zulkifli R.; Anggara D.W.
Published: (2024)

Research and Simulation of Multi-objective Optimization of Urban Rail Train Automatic Driving System
by: Lv C.; Liu D.; Li K.; Wang X.
Published: (2024)

Appendectomy and asthma: a search for an association in older subjects
by: Leong K.K.; Zim M.A.M.; Botross N.P.; Kun T.Y.; Nordin N.B.; Ramachandran V.; Woi S.P.; Pemasiri W.D.R.H.; Thin C.S.; Yee P.W.Y.; Yi K.J.; Wei S.L.S.; Ling M.C.P.; Chien R.G.G.; Cai C.Z.; Kok Y.Q.; Loh H.Y.; Su E.J.E.; Shamsuddin A.R.; Tarekh N.A.M.; Sood S.
Published: (2024)

Intelligent proportional-integral-derivate controller using metaheuristic approach via crow search algorithm for vibration suppression of flexible plate structure
by: Syafiqah Shaari A.N.; Hadi M.S.; Abdul Wahab A.M.; Ab Talib M.H.; Yatim H.M.; Mat Darus I.Z.; Tokhi M.O.
Published: (2024)

The Rise of Deep Learning in Cyber Security: Bibliometric Analysis of Deep Learning and Malware
by: Kamarudin N.K.; Firdaus A.; Osman M.Z.; Alanda A.; Erianda A.; Kasim S.; Ab Razak M.F.
Published: (2024)

Hybrid quasi-Newton with new conjugate gradient using exact line search
by: Yusof U.K.M.; Ibrahim M.A.H.; Rivaie M.; Mamat M.; Mohamed M.A.; Ghazali P.L.
Published: (2019)

Safety of Proton Pump Inhibitors Based on a Large, Multi-Year, Randomized Trial of Patients Receiving Rivaroxaban or Aspirin
by: Moayyedi P.; Eikelboom J.W.; Bosch J.; Connolly S.J.; Dyal L.; Shestakovska O.; Leong D.; Anand S.S.; Störk S.; Branch K.R.H.; Bhatt D.L.; Verhamme P.B.; O'Donnell M.; Maggioni A.P.; Lonn E.M.; Piegas L.S.; Ertl G.; Keltai M.; Bruns N.C.; Muehlhofer E.; Dagenais G.R.; Kim J.-H.; Hori M.; Steg P.G.; Hart R.G.; Diaz R.; Alings M.; Widimsky P.; Avezum A.; Probstfield J.; Zhu J.; Liang Y.; Lopez-Jaramillo P.; Kakkar A.K.; Parkhomenko A.N.; Ryden L.; Pogosova N.; Dans A.L.; Lanas F.; Commerford P.J.; Torp-Pedersen C.; Guzik T.J.; Vinereanu D.; Tonkin A.M.; Lewis B.S.; Felix C.; Yusoff K.; Metsarinne K.P.; Fox K.A.A.; Yusuf S.
Published: (2019)

Chaotic local search based algorithm for optimal DGPV allocation
by: Mustaffa S.A.S.; Musirin I.; Othman M.M.; Zamani M.K.M.; Kalam A.
Published: (2018)