Ausgabe 13/2022
Special Issue on Effective and Efficient Deep Learning (pp. 10205/10560)
Inhalt (58 Artikel)
Recent advances on effective and efficient deep learning-based solutions
Alejandro Martín, David Camacho
A deep learning-based resource usage prediction model for resource provisioning in an autonomic cloud computing environment
Mahfoudh Saeed Al-Asaly, Mohamed A. Bencherif, Ahmed Alsanad, Mohammad Mehedi Hassan
Citation recommendation employing heterogeneous bibliographic network embedding
Zafar Ali, Guilin Qi, Khan Muhammad, Siddhartha Bhattacharyya, Irfan Ullah, Waheed Abro
A deep embedded refined clustering approach for breast cancer distinction based on DNA methylation
Rocío del Amor, Adrián Colomer, Carlos Monteagudo, Valery Naranjo
On the post-hoc explainability of deep echo state networks for time series forecasting, image and video classification
Alejandro Barredo Arrieta, Sergio Gil-Lopez, Ibai Laña, Miren Nekane Bilbao, Javier Del Ser
Cognitive name-face association through context-aware Graph Neural Network
Giuseppe Fenza, Mariacristina Gallo, Vincenzo Loia, Alberto Volpe
Using a Multi-view Convolutional Neural Network to monitor solar irradiance
Javier Huertas-Tato, Inés M. Galván, Ricardo Aler, Francisco Javier Rodríguez-Benítez, David Pozo-Vázquez
Suicidal ideation and mental disorder detection with attentive relation networks
Shaoxiong Ji, Xue Li, Zi Huang, Erik Cambria
Iterative neural networks for adaptive inference on resource-constrained devices
Sam Leroux, Tim Verbelen, Pieter Simoens, Bart Dhoedt
Combined angular margin and cosine margin softmax loss for music classification based on spectrograms
Jingxian Li, Lixin Han, Yang Wang, Baohua Yuan, Xiaofeng Yuan, Yi Yang, Hong Yan
Federated meta-learning for spatial-temporal prediction
Wenzhu Li, Shuang Wang
Real-time polyp detection model using convolutional neural networks
Alba Nogueira-Rodríguez, Rubén Domínguez-Carbajales, Fernando Campos-Tato, Jesús Herrero, Manuel Puga, David Remedios, Laura Rivas, Eloy Sánchez, Águeda Iglesias, Joaquín Cubiella, Florentino Fdez-Riverola, Hugo López-Fernández, Miguel Reboiro-Jato, Daniel Glez-Peña
Toward hardware-aware deep-learning-based dialogue systems
Vlad Pandelea, Edoardo Ragusa, Tom Young, Paolo Gastaldo, Erik Cambria
An ensemble of deep transfer learning models for handwritten music symbol recognition
Ashis Paul, Rishav Pramanik, Samir Malakar, Ram Sarkar
An ensemble-based convolutional neural network model powered by a genetic algorithm for melanoma diagnosis
Eduardo Pérez, Sebastián Ventura
Deep learning-based ambient assisted living for self-management of cardiovascular conditions
Maria Ahmed Qureshi, Kashif Naseer Qureshi, Gwanggil Jeon, Francesco Piccialli
Optimized convolutional neural network architectures for efficient on-device vision-based object detection
Ivan Rodriguez-Conde, Celso Campos, Florentino Fdez-Riverola
Deep learning and fuzzy logic to implement a hybrid wind turbine pitch control
J. Enrique Sierra-Garcia, Matilde Santos
Novel convolutional neural networks for efficient classification of rotated and scaled images
Paweł Tarasiuk, Piotr S. Szczepaniak
A deep LSTM network for the Spanish electricity consumption forecasting
J. F. Torres, F. Martínez-Álvarez, A. Troncoso
FCSF-TABS: two-stage abstractive summarization with fact-aware reinforced content selection and fusion
Mengli Zhang, Gang Zhou, Wanting Yu, Wenfen Liu, Ningbo Huang, Ze Yu
Frontal face reconstruction based on detail identification, variable scale self-attention and flexible skip connection
Haokun Luo, Shengcai Cen, Qichen Ding, Xueyun Chen
Rule-based adversarial sample generation for text classification
Nai Zhou, Nianmin Yao, Jian Zhao, Yanan Zhang
A deep reinforcement learning process based on robotic training to assist mental health patients
Torki Altameem, Mohammed Amoon, Ayman Altameem
RETRACTED ARTICLE: Hybrid method for mining rules based on enhanced Apriori algorithm with sequential minimal optimization in healthcare industry
M. Sornalakshmi, S. Balamurali, M. Venkatesulu, M. Navaneetha Krishnan, Lakshmana Kumar Ramasamy, Seifedine Kadry, Gunasekaran Manogaran, Ching-Hsien Hsu, Bala Anand Muthu
Mineral deposit grade assessment using a hybrid model of kriging and generalized regression neural network
Rahul K. Singh, D. Ray, B. C. Sarkar
Proposed neural SAE-based medical image cryptography framework using deep extracted features for smart IoT healthcare applications
Walid El-Shafai, Fatma Khallaf, El-Sayed M. El-Rabaie, Fathi E. Abd El-Samie
Optimal power flow for an integrated wind-solar-hydro-thermal power system considering uncertainty of wind speed and solar radiation
Ly Huu Pham, Bach Hoang Dinh, Thang Trung Nguyen
Defect detection of photovoltaic glass based on level set map
Shuai Dong, Chen Chen, Yihui Liang, Kun Zou, Guisong Liu
Single image super-resolution via deep progressive multi-scale fusion networks
Yue Que, Hyo Jong Lee
CDNet: a real-time and robust crosswalk detection network on Jetson nano based on YOLOv5
Zheng-De Zhang, Meng-Lu Tan, Zhi-Cai Lan, Hai-Chun Liu, Ling Pei, Wen-Xian Yu
Dr.PathFinder: hybrid fuzzing with deep reinforcement concolic execution toward deeper path-first search
Seungho Jeon, Jongsub Moon
Groundwater level prediction using machine learning algorithms in a drought-prone area
Quoc Bao Pham, Manish Kumar, Fabio Di Nunno, Ahmed Elbeltagi, Francesco Granata, Abu Reza Md. Towfiqul Islam, Swapan Talukdar, X. Cuong Nguyen, Ali Najah Ahmed, Duong Tran Anh
Event-triggered adaptive integral reinforcement learning method for zero-sum differential games of nonlinear systems with incomplete known dynamics
Pengda Liu, Huaguang Zhang, Jiayue Sun, Zilong Tan
A novel semi-supervised generative adversarial network based on the actor-critic algorithm for compound fault recognition
Zisheng Wang, Jianping Xuan, Tielin Shi
DNN-MF: deep neural network matrix factorization approach for filtering information in multi-criteria recommender systems
Bam Bahadur Sinha, R. Dhanalakshmi
Estimation of aerodynamic coefficients of a non-slender delta wing under ground effect using artificial intelligence techniques
Sergen Tumse, Mehmet Bilgili, Besir Sahin
Predictive models for mechanical properties of expanded polystyrene (EPS) geofoam using regression analysis and artificial neural networks
E. Akis, G. Guven, B. Lotfisadigh
High-performance intrusion detection system for networked UAVs via deep learning
Qasem Abu Al-Haija, Ahmad Al Badawi
COMPOSV: compound feature extraction and depthwise separable convolution-based online signature verification
Chandra Sekhar Vorugunti, Viswanath Pulabaigari, Prerana Mukherjee, Avinash Gautam
Learning of physically significant features from earth observation data: an illustration for crop classification and irrigation scheme detection
Pattathal V. Arun, Arnon Karnieli
An observer-based IT2 TSK FLS compensation controller for PMSM servo systems: design and evaluation
Yan Liu, Yongfu Wang, Yunlong Wang
A novel convolutional neural network with interference suppression for the fault diagnosis of mechanical rotating components
Jingli Yang, Shuangyan Yin, Chao Sun, Tianyu Gao
IEESEP: an intelligent energy efficient stable election routing protocol in air pollution monitoring WSNs
Ekta Dixit, Vandana Jindal
SKG-Learning: a deep learning model for sentiment knowledge graph construction in social networks
Bo Zhang, Yue Hu, Duo Xu, Maozhen Li, Meizi Li
Classifying nanostructured and heterogeneous materials from transmission electron microscopy images using convolutional neural networks
Carlos Cabrera, David Cervantes, Franklin Muñoz, Gustavo Hirata, Patricia Juárez, Dora-Luz Flores
Structural recurrent neural network models for earthquake prediction
Aydın Doğan, Engin Demir
Scene guided colorization using neural networks
Yu Xia, Shiru Qu, Shaohua Wan
Automatic detection of cyclic alternating pattern
Fábio Mendonça, Ana Fred, Sheikh Shanawaz Mostafa, Fernando Morgado-Dias, Antonio G. Ravelo-García
Don’t miss the mismatch: investigating the objective function mismatch for unsupervised representation learning
Bonifaz Stuhr, Jürgen Brauer
Adaptive decentralized prescribed performance control for a class of large-scale nonlinear systems subject to nonsymmetric input saturations
Shan-Liang Zhu, Yu-Qun Han
Disturbance rejection and high dynamic quadrotor control based on reinforcement learning and supervised learning
Mingjun Li, Zhihao Cai, Jiang Zhao, Jinyan Wang, Yingxun Wang
FP-SMA: an adaptive, fluctuant population strategy for slime mould algorithm
Jassim Alfadhli, Ali Jaragh, Mohammad Gh. Alfailakawi, Imtiaz Ahmad
Supplementary-architecture weight-optimization neural networks
Jared O’Reilly, Nelishia Pillay
Spatial-temporal dynamics of a non-monotone reaction-diffusion Hopfield’s neural network model with delays
Wenjie Hu, Quanxin Zhu
A neural network-based model for estimating the delivery time of oxygen gas cylinders during COVID-19 pandemic
Ahmed M. Ghaithan, Ibrahim Alarfaj, Awsan Mohammed, Osaid Qasim
Estimation of thermophysical property of hybrid nanofluids for solar Thermal applications: Implementation of novel Optimizable Gaussian Process regression (O-GPR) approach for Viscosity prediction
Humphrey Adun, Ifeoluwa Wole-Osho, Eric C. Okonkwo, Tonderai Ruwa, Terfa Agwa, Kenechi Onochie, Henry Ukwu, Olusola Bamisile, Mustafa Dagbasi