Enhancing SVM Performance for Time-Based Classification Prediction Through Feature Expansion: A Comparative Analysis with LSTM

被引：0
|
作者：
Telkom University, Faculty of Informatics, Bandung, Indonesia [1 ]
机构：
来源：
Int. Conf. Inf. Commun. Technol., ICoICT | 1600年 / 43-49期
关键词：
Compilation and indexing terms; Copyright 2025 Elsevier Inc;
D O I：
12th International Conference on Information and Communication Technology, ICoICT 2024
中图分类号：
学科分类号：
摘要：
Optimal systems - Support vector machines
引用
收藏
相关论文
共 50 条
  • [41] RETRACTED: An Algorithm for Time Prediction Signal Interference Detection Based on the LSTM-SVM Model (Retracted Article)
    Xiao, Ningbo
    Song, Zuxun
    COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2022, 2022
  • [42] Enhancing resiliency feature in smart grids through a deep learning based prediction model
    Khediri A.
    Laouar M.R.
    Eom S.B.
    Recent Advances in Computer Science and Communications, 2020, 13 (03) : 508 - 518
  • [43] Enhancing classification performance in imbalanced datasets: A comparative analysis of machine learning models
    Dube, Lindani
    Verster, Tanja
    DATA SCIENCE IN FINANCE AND ECONOMICS, 2023, 3 (04): : 354 - 379
  • [44] Enhancing Anomaly Detection Models for Industrial Applications through SVM-Based False Positive Classification
    Qiu, Ji
    Shi, Hongmei
    Hu, Yuhen
    Yu, Zujun
    APPLIED SCIENCES-BASEL, 2023, 13 (23):
  • [45] Comparative Analysis of Convolutional Neural Network and LSTM in Text-Based Sentiment Classification
    Kalaivani, M. S.
    Jayalakshmi, S.
    PROCEEDINGS OF THE 2021 FIFTH INTERNATIONAL CONFERENCE ON I-SMAC (IOT IN SOCIAL, MOBILE, ANALYTICS AND CLOUD) (I-SMAC 2021), 2021, : 1205 - 1211
  • [46] A two-dimensional matrix image based feature extraction method for classification of sEMG: A comparative analysis based on SVM, KNN and RBF-NN
    Wen, Tingxi
    Zhang, Zhongnan
    Qiu, Ming
    Zeng, Ming
    Luo, Weizhen
    JOURNAL OF X-RAY SCIENCE AND TECHNOLOGY, 2017, 25 (02) : 287 - 300
  • [47] Comparative Analysis of Raw Images and Meta Feature based Urdu OCR using CNN and LSTM
    Naseer, Asma
    Zafar, Kashif
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2018, 9 (01) : 419 - 424
  • [48] Medium-term wind power prediction based on LSTM classification aided Pelt-Neuralprophet HHO-SVM
    Jia, Kaining
    Xia, Jing
    Sun, Chengyu
    Li, Peng
    JOURNAL OF RENEWABLE AND SUSTAINABLE ENERGY, 2024, 16 (05)
  • [49] Data analysis method based on LSTM is applied to enterprise ESG performance prediction
    Zhao, Jin
    Zhang, Ting
    Ji, Keke
    Sun, Xin
    PROCEEDINGS OF INTERNATIONAL CONFERENCE ON ALGORITHMS, SOFTWARE ENGINEERING, AND NETWORK SECURITY, ASENS 2024, 2024, : 124 - 128
  • [50] Enhancing SVM performance in intrusion detection using optimal feature subset selection based on genetic principal components
    Ahmad, Iftikhar
    Hussain, Muhammad
    Alghamdi, Abdullah
    Alelaiwi, Abdulhameed
    NEURAL COMPUTING & APPLICATIONS, 2014, 24 (7-8): : 1671 - 1682
12345