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Full Description
This book constitutes the refereed proceedings of the 4th International Conference on Soft Computing and its Engineering Applications, icSoftComp 2022, held in Changa, Anand, India during December 9-10, 2022.
The 33 full papers and 3 short papers included in this book were carefully reviewed and selected from 342 submissions. They were organized in topical sections as follows: Theory and Methods; Systems and Applications; and Hybrid Techniques.
Contents
Theory and methods.- NAARPreC: A Novel Approach for Adaptive Resource Prediction in Cloud.- One True Pairing: Evaluating Effective Language Pairings for Fake News Detection Employing Zero-Shot Cross Lingual Transfer.- FedCLUS: Federated Clustering from Distributed Homogeneous Data.- On Language Clustering: Non-parametric Statistical Approach.- Method Agnostic Model Class Reliance (MAMCR) Explanation of Multiple Machine Learning Models.- Association Rules based Feature Extraction for Deep Learning Classification.- Global Thresholding Technique for Basal Ganglia Segmentation from Positron Emission Tomography Images.- Oversampling Methods to Handle the Class Imbalance Problem: A Review.- Analog Implementation of Neural Network.- Designing Fog Device Network for Digitization of University Campus.- Word Sense Disambiguation from English to Indic language: Approaches and Opportunities.- Explainable AI for Predictive Analytics on Employee Attrition.- Graph Convolutional Neural Networks for Nuclei Segmentation from Histopathology Images.- Performance Analysis of Cache Memory in CPU.- Extraction of Single Chemical Structure from Handwritten Complex Chemical Structure with Junction Point Based Segmentation.- Automatic Mapping of Deciduous and Evergreen Forest by Using Machine Learning and Satellite Imagery.- Systems and Applications.- RIN: Towards A Semantic Rigorous Interpretable Artificial Immune System for Intrusion Detection.- SVRCI: An Approach for Semantically Driven Video Recommendation Incorporating Collective Intelligence.- Deep Learning based Model for Fundus Retinal Image Classification.- Reliable Network-Packet Binary Classification.- SemKnowNews: A Semantically Inclined Knowledge Driven Approach for Multi-Source Aggregation and Recommendation of News with a focus on Personalization.- Extraction and Analysis of Speech Emotion Features using Hybrid Punjabi Audio Dataset.- Human Activity Recognition in Videos using Deep Learning.- Brain Tumor Classification using VGG-16 and MobileNetV2 Deep Learning Techniques on Magnetic Resonance Images (MRI).- Five-Year Life Expectancy Prediction of Prostate Cancer Patients Using Machine Learning Algorithms.- An Ensemble MultiLabel Classifier for Intra-Cranial Haemorrhage Detection from Large, Heterogeneous and Imbalanced Database.- A Method for Workflow Segmentation and action prediction from video data - AR Content.- Convolutional Neural Network Approach for Iris Segmentation.- Reinforcement Learning Algorithms for Effective Resource Management in Cloud Computing.- Corpus Building for Hate Speech Detection of Gujarati Language.- Intrinsic use of Genetic Optimizer in CNN Towards Efficient Image Classification.- A Software System for Smart Course Planning.- Meetei Mayek Natural Scene Character Recognition using CNN.- Utilization of Data Mining Classification Technique to Predict the Food Security Status of Wheat.- Hybrid Techniques.- QoS-Aware Service Placement for Fog Integrated Cloud using Modified Neuro-Fuzzy Approach.- Optimizing Public Grievance Detection Accuracy through Hyperparameter Tuning of Random Forest and Hybrid Model.
