Feature Processing Methods: Recent Advances and Future Trends

Shiying Bai; Lufeng Bai

Abstract

Mini Review

Feature Processing Methods: Recent Advances and Future Trends

Shiying Bai and Lufeng Bai*

Published: 23 March, 2025 | Volume 9 - Issue 1 | Pages: 010-014

This paper shows the developments and directions in feature processing. We begin by revisiting conventional feature processing methods, then focus on deep feature extraction techniques and the application of feature processing. The article also analyzes the current research challenges and outlines future development directions, providing valuable insights in related ﬁelds.

Read Full Article HTML DOI: 10.29328/journal.jcmei.1001035 Cite this Article Read Full Article PDF

Keywords:
Feature processing; Artificial intelligence; Deep learning; Automated feature engineering; Data preprocessing; Feature selection; Dimensionality reduction

References

Dhal P, Azad C. A comprehensive survey on feature selection in the various fields of machine learning. Appl Intell. 2022;52(4):4543-4581. Available from: https://link.springer.com/article/10.1007/s10489-021-02550-9
Acosta JN, Falcone GJ, Rajpurkar P, Topol EJ. Multimodal biomedical AI. Nat Med. 2022;28(9):1773-1784. Available from: https://doi.org/10.1038/s41591-022-01981-2
Alotaibi B, Alotaibi M. A hybrid deep ResNet and inception model for hyperspectral image classification. PFGC J Photogramm Remote Sens Geoinf Sci. 2020;88(6):463-476. Available from: https://link.springer.com/article/10.1007/s41064-020-00124-x
Peng S, Huang H, Chen W, Zhang L, Fang W. More trainable inception-ResNet for face recognition. Neurocomputing. 2020;411:9-19. Available from: https://doi.org/10.1016/j.neucom.2020.05.022
Barakbayeva T, Demirci FM. Fully automatic CNN design with inception and ResNet blocks. Neural Comput Appl. 2023;35(2):1569-1580. Available from: http://dx.doi.org/10.1007/s00521-022-07700-9
Sherstinsky A. Fundamentals of recurrent neural network (RNN) and long short-term memory (LSTM) network. Physica D Nonlinear Phenom. 2020;404:132306. Available from: https://doi.org/10.1016/j.physd.2019.132306
Al-Selwi SM, Hassan MF, Abdulkadir SJ, Muneer A, Sumiea EH, Alqushaibi A, et al. RNN-LSTM: From applications to modeling techniques and beyond—Systematic review. J King Saud Univ Comput Inf Sci. 2024:102068. Available from: https://doi.org/10.1016/j.jksuci.2024.102068
Shewalkar A, Nyavanandi D, Ludwig SA. Performance evaluation of deep neural networks applied to speech recognition: RNN, LSTM and GRU. J Artif Intell Soft Comput Res. 2019;9:235-245. Available from: http://dx.doi.org/10.2478/jaiscr-2019-0006
Gao R, Hou X, Qin J, Chen J, Liu L, Zhu F, et al. Zero-VAE-GAN: Generating unseen features for generalized and transductive zero-shot learning. IEEE Trans Image Process. 2020;29:3665-3680. Available from: https://doi.org/10.1109/tip.2020.2964429
Tian C, Ma Y, Cammon J, Fang F, Zhang Y, Meng M. Dual-encoder VAE-GAN with spatiotemporal features for emotional EEG data augmentation. IEEE Trans Neural Syst Rehabil Eng. 2023;31:2018-2027. Available from: https://doi.org/10.1109/tnsre.2023.3266810
Ibrahim BI, Nicolae DC, Khan A, Ali SI, Khattak A. VAE-GAN based zero-shot outlier detection. In: Proceedings of the 2020 4th international symposium on computer science and intelligent control. 2020. Available from: https://doi.org/10.1145/3440084.3441180
Mukesh K, Ippatapu VS, Chereddy S, Anbazhagan E, Oviya IR. A variational autoencoder general adversarial networks (VAE-GAN) based model for ligand designing. In: International Conference on Innovative Computing and Communications: Proceedings of ICICC 2022, Volume 1. Singapore: Springer Nature Singapore; 2022. Available from: https://www.amrita.edu/publication/a-variationalautoencoder-general-adversarial-networks-vae-gan-based-model-for-ligand-designing/
Elsken T, Metzen JH, Hutter F. Neural architecture search: A survey. J Mach Learn Res. 2019;20(55):1-21. Available from: https://www.jmlr.org/papers/volume20/18-598/18-598.pdf
Ren P, Xiao Y, Chang X, Huang PY, Li Z, Chen X, et al. A comprehensive survey of neural architecture search: Challenges and solutions. ACM Comput Surv. 2021;54(4):1-34. Available from: https://arxiv.org/abs/2006.02903
Chitty-Venkata KT, Somani AK. Neural architecture search survey: A hardware perspective. ACM Comput Surv. 2022;55(4):1-36. Available from: http://dx.doi.org/10.1145/3524500
Li L, Talwalkar A. Random search and reproducibility for neural architecture search. In: Uncertainty in artificial intelligence. PMLR; 2020. p. 367-377. Available from: https://arxiv.org/abs/1902.07638
Lindauer M, Hutter F. Best practices for scientific research on neural architecture search. J Mach Learn Res. 2020;21(243):1-18. Available from: https://doi.org/10.48550/arXiv.1909.02453
Mousavi SS, Schukat M, Howley E. Deep reinforcement learning: an overview. In: Proceedings of SAI Intelligent Systems Conference (IntelliSys) 2016: Volume 2. Springer International Publishing; 2018. Available from: https://doi.org/10.48550/arXiv.1806.08894
Ding Z, Huang Y, Yuan H, Dong H. Introduction to reinforcement learning. Deep reinforcement learning: fundamentals, research and applications. 2020:47-123. Available from: http://dx.doi.org/10.1007/978-981-15-4095-0_2
Mosavi A, Faghan Y, Ghamisi P, Duan P, Ardabili SF, Salwana E, et al. Comprehensive review of deep reinforcement learning methods and applications in economics. Mathematics. 2020;8(10):1640. Available from: https://doi.org/10.3390/math8101640
Barto AG. Reinforcement learning: An introduction. SIAM Rev. 2021;6(2):423.
Gahar RM, Arfaoui O, Hidri MS, Hadj-Alouane NB. A distributed approach for high-dimensionality heterogeneous data reduction. IEEE Access. 2019;7:151006-151022. Available from: https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8861035
Yilmaz Y, Aktukmak M, Hero AO. Multimodal data fusion in high-dimensional heterogeneous datasets via generative models. IEEE Trans Signal Process. 2021;69:5175-5188. Available from: https://doi.org/10.48550/arXiv.2108.12445
Pölsterl S, Conjeti S, Navab N, Katouzian A. Survival analysis for high-dimensional, heterogeneous medical data: Exploring feature extraction as an alternative to feature selection. Artif Intell Med. 2016;72:1-11. Available from: https://doi.org/10.1016/j.artmed.2016.07.004
Rabiee M, Mirhashemi M, Pangburn MS, Piri S, Delen D. Towards explainable artificial intelligence through expert-augmented supervised feature selection. Decis Support Syst. 2024;181:114214. Available from: https://doi.org/10.1016/j.dss.2024.114214
Aguilar-Ruiz JS. Class-specific feature selection for classification explainability. ArXiv Preprint. 2024. Available from: https://doi.org/10.48550/arXiv.2411.01204
Woo S, Park J, Lee JY, Kweon IS. CBAM: Convolutional block attention module. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2018. Available from: https://doi.org/10.48550/arXiv.1807.06521
Vora S, Lang AH, Helou B, Beijbom O. PointPainting: Sequential fusion for 3D object detection. In: Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR). 2020. p. 4604-4612. Available from: https://doi.org/10.48550/arXiv.1911.10150
Lin Z, Akin H, Rao R, Hie B, Zhu Z, Lu W, et al. Evolutionary-scale prediction of atomic-level protein structure with a language model. Science. 2023;379:1123-1130. Available from: https://doi.org/10.1126/science.ade2574
Rostami M, Oussalah M. A novel explainable COVID-19 diagnosis method by integration of feature selection with random forest. Inform Med Unlocked. 2022;30:100941. Available from: https://doi.org/10.1016/j.imu.2022.100941
Panhol FA, Oliveira LS, Petitjean C, Heutte L. A dataset for breast cancer histopathological image classification. IEEE Trans Biomed Eng. 2016;63(7):1455-1462. Available from: https://doi.org/10.1109/tbme.2015.2496264
Li X. Federated feature learning for mammography diagnosis with privacy preservation. Nat Digit Med. 2022;5:123.
Selvaraju RR, Cogswell M, Das A, Vedantam R, Parikh D, Batra D. Grad-CAM: Visual explanations from deep networks via gradient-based localization. Proc IEEE Int Conf Comput Vis (ICCV). 2017;618-626. Available from: https://doi.org/10.48550/arXiv.1610.02391
Wang H. Interpretable AI for lung nodule malignancy prediction in low-dose CT. Nat Med. 2023;29(6):1430-1438.
Chen T, Kornblith S, Norouzi M, Hinton G. A simple framework for contrastive learning of visual representations. Proc Int Conf Mach Learn (ICML). 2020;119:1597-1607. Available from: https://proceedings.mlr.press/v119/chen20j.html
Howard A, Sandler M, Chu G, Chen LC, Chen B, Tan M, et al. Searching for MobileNetV3. Proc IEEE/CVF Int Conf Comput Vis (ICCV). 2019;1314-1324. Available from: https://openaccess.thecvf.com/content_ICCV_2019/html/Howard_Searching_for_MobileNetV3_ICCV_2019_paper.html
Zhang Y. Wavelet-CNN for mechanical fault diagnosis under noisy environments. Mech Syst Signal Process. 2021;152:107413.
Gupta A. Multimodal sensor fusion for predictive maintenance in Industry 4.0. IEEE Trans Ind Inform. 2023;19(7):4321-4332.
Jumper J, Evans R, Pritzel A, Green T, Figurnov M, Ronneberger O, et al. Highly accurate protein structure prediction with AlphaFold. Nature. 2021;596:583-589. Available from: https://www.nature.com/articles/s41586-021-03819-2

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