Deep Learning Approach

Deep learning approaches are revolutionizing diverse fields by applying artificial neural networks to complex problems, primarily aiming to automate tasks and improve prediction accuracy beyond the capabilities of traditional methods. Current research focuses on adapting various architectures, including convolutional neural networks (CNNs), recurrent neural networks (RNNs), transformers, and U-Nets, to specific applications ranging from image analysis and signal processing to natural language processing and time series analysis. This versatility has significant implications, enabling advancements in areas such as medical diagnosis, environmental monitoring, industrial automation, and personalized services. The resulting improvements in efficiency and accuracy are driving substantial progress across numerous scientific disciplines and practical applications.

Papers

September 26, 2023

Evaluating Soccer Match Prediction Models: A Deep Learning Approach and Feature Optimization for Gradient-Boosted Trees
Calvin Yeung, Rory Bunker, Rikuhei Umemoto, Keisuke Fujii
Human Prediction Deep Learning Approach Competition Platform Gradient Boosted Tree Optimal Feature SoccerNet Team

September 22, 2023

HydraScreen: A Generalizable Structure-Based Deep Learning Approach to Drug Discovery
Alvaro Prat, Hisham Abdel Aty, Gintautas Kamuntavičius, Tanya Paquet, Povilas Norvaišas, Piero Gasparotto, Roy Tal
Deep Learning Approach Drug Discovery Structure Based Drug Design High Throughput Protein Ligand

September 18, 2023

Deep smoothness WENO scheme for two-dimensional hyperbolic conservation laws: A deep learning approach for learning smoothness indicators
Tatiana Kossaczká, Ameya D. Jagtap, Matthias Ehrhardt
Deep Learning Approach Conservation Law Average Smoothness Shock Wave

September 17, 2023

Structure to Property: Chemical Element Embeddings and a Deep Learning Approach for Accurate Prediction of Chemical Properties
Shokirbek Shermukhamedov, Dilorom Mamurjonova, Michael Probst
Machine Learning Deep Learning Approach Inner Structure Molecular Data accuratE Prediction Computational Chemistry Chemical Structure Material Datasets MoleculeNet Benchmark

September 12, 2023

PCN: A Deep Learning Approach to Jet Tagging Utilizing Novel Graph Construction Methods and Chebyshev Graph Convolutions
Yash Semlani, Mihir Relan, Krithik Ramesh
Deep Learning Approach Jet Tagging Particle Collision

September 8, 2023

Mapping EEG Signals to Visual Stimuli: A Deep Learning Approach to Match vs. Mismatch Classification
Yiqian Yang, Zhengqiao Zhao, Qian Wang, Yan Yang, Jingdong Chen
Deep Learning Approach Neural Recording Visual Processing Visual Stimulus Event Related Potential Instance Dependent Noise Silhouette Coefficient Mismatch Classification

September 7, 2023

DeepCrysTet: A Deep Learning Approach Using Tetrahedral Mesh for Predicting Properties of Crystalline Materials
Hirofumi Tsuruta, Yukari Katsura, Masaya Kumagai
Deep Learning Approach Material Discovery Property Prediction Crystalline Material Material Project Crystal Graph Tetrahedral Mesh Delaunay Graph

August 23, 2023

Integrated Image and Location Analysis for Wound Classification: A Deep Learning Approach
Yash Patel, Tirth Shah, Mrinal Kanti Dhar, Taiyu Zhang, Jeffrey Niezgoda, Sandeep Gopalakrishnan, Zeyun Yu
Deep Learning Approach Composite Image Wound Image Location Analysis Wound Healing Wound Segmentation

August 20, 2023

Homogenising SoHO/EIT and SDO/AIA 171\AA$~$ Images: A Deep Learning Approach
Subhamoy Chatterjee, Andrés Muñoz-Jaramillo, Maher Dayeh, Hazel M. Bain, Kimberly Moreland
Deep Learning Approach Model Ensemble Electrical Impedance Tomography Space Weather Solar Dynamic Observatory Ensemble Uncertainty

August 14, 2023

Diagnosis of Scalp Disorders using Machine Learning and Deep Learning Approach -- A Review
Hrishabh Tiwari, Jatin Moolchandani, Shamla Mantri
Machine Learning Narrative Review Deep Learning Approach Medical Diagnosis Scalp Disease

August 7, 2023

Nerve Block Target Localization and Needle Guidance for Autonomous Robotic Ultrasound Guided Regional Anesthesia
Abhishek Tyagi, Abhay Tyagi, Manpreet Kaur, Richa Aggarwal, Kapil D. Soni, Jayanthi Sivaswamy, Anjan Trikha
Deep Learning Approach Ultrasound Video Brachial Plexus

August 5, 2023

Textual Data Mining for Financial Fraud Detection: A Deep Learning Approach
Qiuru Li
Natural Language Processing Deep Learning Approach Fraud Detection Text Classification Task Text Mining Credit Card Fraud Financial Fraud Detection

August 1, 2023

A Deep Learning Approach for Virtual Contrast Enhancement in Contrast Enhanced Spectral Mammography
Aurora Rofena, Valerio Guarrasi, Marina Sarli, Claudia Lucia Piccolo, Matteo Sammarra, Bruno Beomonte Zobel, Paolo Soda
Deep Learning Approach Contrast Enhancement Content Image

July 21, 2023

A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing Values
Camillo Maria Caruso, Valerio Guarrasi, Sara Ramella, Paolo Soda
Deep Learning Approach Survival Prediction Lung Cancer Missing Value Various Imputation Imputation Strategy

July 20, 2023

Forecasting Battery Electric Vehicle Charging Behavior: A Deep Learning Approach Equipped with Micro-Clustering and SMOTE Techniques
Hanif Tayarani, Trisha V. Ramadoss, Vaishnavi Karanam, Gil Tal, Christopher Nitta
Deep Learning Approach Deep Clustering Electric Vehicle Electric Vehicle Charging SMOTE Integrated

July 5, 2023

Multivariate Time Series Classification: A Deep Learning Approach
Mohamed Abouelnaga, Julien Vitay, Aida Farahani
Long Short Term Memory Deep Learning Approach Time Series Data Multivariate Time Series Classification

July 1, 2023

Unsupervised Coordinate-Based Video Denoising
Mary Damilola Aiyetigbo, Dineshchandar Ravichandran, Reda Chalhoub, Peter Kalivas, Nianyi Li
Unsupervised Setting Deep Learning Approach Video Frame Video Sequence Image Denoiser Latent Refinement

June 25, 2023

Screening Autism Spectrum Disorder in childrens using Deep Learning Approach : Evaluating the classification model of YOLOv8 by comparing with other models
Subash Gautam, Prabin Sharma, Kisan Thapa, Mala Deep Upadhaya, Dikshya Thapa, Salik Ram Khanal, Vítor Manuel de Jesus Filipe
Deep Learning Approach Face Image Nine Year Old Child Autism Spectrum Disorder Digital Image Classification Model Look Once Version 8 Face Alignment

June 24, 2023

Person Recognition using Facial Micro-Expressions with Deep Learning
Tuval Kay, Yuval Ringel, Khen Cohen, Mor-Avi Azulay, David Mendlovic
Deep Learning Deep Learning Approach Micro Expression Soft Biometric Person Recognition

June 13, 2023

Intrusion Detection: A Deep Learning Approach
Ishaan Shivhare, Joy Purohit, Vinay Jogani, Samina Attari, Dr. Madhav Chandane
Deep Learning Deep Learning Approach Intrusion Detection Multi Class Anomaly Detection Network Intrusion

Deep Learning Approach

Papers

Evaluating Soccer Match Prediction Models: A Deep Learning Approach and Feature Optimization for Gradient-Boosted Trees

HydraScreen: A Generalizable Structure-Based Deep Learning Approach to Drug Discovery

Deep smoothness WENO scheme for two-dimensional hyperbolic conservation laws: A deep learning approach for learning smoothness indicators

Structure to Property: Chemical Element Embeddings and a Deep Learning Approach for Accurate Prediction of Chemical Properties

PCN: A Deep Learning Approach to Jet Tagging Utilizing Novel Graph Construction Methods and Chebyshev Graph Convolutions

Mapping EEG Signals to Visual Stimuli: A Deep Learning Approach to Match vs. Mismatch Classification

DeepCrysTet: A Deep Learning Approach Using Tetrahedral Mesh for Predicting Properties of Crystalline Materials

Integrated Image and Location Analysis for Wound Classification: A Deep Learning Approach

Homogenising SoHO/EIT and SDO/AIA 171\AA$~$ Images: A Deep Learning Approach

Diagnosis of Scalp Disorders using Machine Learning and Deep Learning Approach -- A Review

Nerve Block Target Localization and Needle Guidance for Autonomous Robotic Ultrasound Guided Regional Anesthesia

Textual Data Mining for Financial Fraud Detection: A Deep Learning Approach

A Deep Learning Approach for Virtual Contrast Enhancement in Contrast Enhanced Spectral Mammography

A Deep Learning Approach for Overall Survival Prediction in Lung Cancer with Missing Values

Forecasting Battery Electric Vehicle Charging Behavior: A Deep Learning Approach Equipped with Micro-Clustering and SMOTE Techniques

Multivariate Time Series Classification: A Deep Learning Approach

Unsupervised Coordinate-Based Video Denoising

Screening Autism Spectrum Disorder in childrens using Deep Learning Approach : Evaluating the classification model of YOLOv8 by comparing with other models

Person Recognition using Facial Micro-Expressions with Deep Learning

Intrusion Detection: A Deep Learning Approach