Cargando…

Robustness of autoencoders for establishing psychometric properties based on small sample sizes: results from a Monte Carlo simulation study and a sports fan curiosity study

BACKGROUND: The principal component analysis (PCA) is known as a multivariate statistical model for reducing dimensions into a representation of principal components. Thus, the PCA is commonly adopted for establishing psychometric properties, i.e., the construct validity. Autoencoder is a neural net...

Descripción completa

Detalles Bibliográficos
Autores principales:	Lin, Yen-Kuang, Lee, Chen-Yin, Chen, Chen-Yueh
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	PeerJ Inc. 2022
Materias:	Algorithms and Analysis of Algorithms
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9044230/ https://www.ncbi.nlm.nih.gov/pubmed/35494838 http://dx.doi.org/10.7717/peerj-cs.782

Ejemplares similares

Epidemic monitoring in real-time based on dynamic grid search and Monte Carlo numerical simulation algorithm
por: Chen, Xin, et al.
Publicado: (2023)

J-score: a robust measure of clustering accuracy
por: Ahmadinejad, Navid, et al.
Publicado: (2023)

RobOMP: Robust variants of Orthogonal Matching Pursuit for sparse representations
por: Loza, Carlos A.
Publicado: (2019)

Robust proportional overlapping analysis for feature selection in binary classification within functional genomic experiments
por: Hamraz, Muhammad, et al.
Publicado: (2021)

Splitting ore from X-ray image based on improved robust concave-point algorithm
por: Wang, Lanhao, et al.
Publicado: (2023)

Robust MPC for polytopic uncertain systems via a high-rate network with the round-robin scheduling
por: Wang, Jianhua, et al.
Publicado: (2023)

Interaction and psychological characteristics of art teaching based on Openpose and Long Short-Term Memory network
por: Qi, Chen
Publicado: (2023)

Design of feature selection algorithm for high-dimensional network data based on supervised discriminant projection
por: Zhang, Zongfu, et al.
Publicado: (2023)

X-architecture Steiner minimal tree algorithm based on multi-strategy optimization discrete differential evolution
por: Liu, Genggeng, et al.
Publicado: (2021)

Video transaction algorithm considering FISCO alliance chain and improved trusted computing
por: Yang, Yang, et al.
Publicado: (2021)

Supply chain resource scheduling optimization of e-commerce enterprises in international trade based on mobile edge computing
por: Dong, Qingxia, et al.
Publicado: (2023)

A generalized fuzzy clustering framework for incomplete data by integrating feature weighted and kernel learning
por: Yang, Ying, et al.
Publicado: (2023)

A new imperialist competitive algorithm with spiral rising mechanism for solving path optimization problems
por: Li, Xia, et al.
Publicado: (2022)

Adaptive visual detection of industrial product defects
por: Zhang, Haigang, et al.
Publicado: (2023)

Design and analysis of management platform based on financial big data
por: Chen, Yuhua, et al.
Publicado: (2023)

Object-oriented building extraction based on visual attention mechanism
por: Shen, Xiaole, et al.
Publicado: (2023)

Exclusive use and evaluation of inheritance metrics viability in software fault prediction—an experimental study
por: Aziz, Syed Rashid, et al.
Publicado: (2021)

A study on the classification of stylistic and formal features in English based on corpus data testing
por: Li, Shuhui
Publicado: (2023)

A novel similarity measurement for triangular cloud models based on dual consideration of shape and distance
por: Yang, Jianjun, et al.
Publicado: (2023)

Model design and parameter optimization of CNN for side-channel cryptanalysis
por: Liu, Yun Lin, et al.
Publicado: (2022)

Data-driven remaining useful life prediction based on domain adaptation
por: Wen, Bin cheng, et al.
Publicado: (2021)

A novel hyperspectral compressive sensing framework of plant leaves based on multiple arbitrary-shape regions of interest
por: Jia, Yuewei, et al.
Publicado: (2021)

Local network connectivity optimization: an evaluation of heuristics applied to complex spatial networks, a transportation case study, and a spatial social network
por: Auerbach, Jeremy, et al.
Publicado: (2021)

Study on a hybrid algorithm combining enhanced ant colony optimization and double improved simulated annealing via clustering in the Traveling Salesman Problem (TSP)
por: Hao, Tan, et al.
Publicado: (2023)

Discrete two dimensional Fourier transform in polar coordinates part II: numerical computation and approximation of the continuous transform
por: Yao, Xueyang, et al.
Publicado: (2020)

Cyber-attack method and perpetrator prediction using machine learning algorithms
por: Bilen, Abdulkadir, et al.
Publicado: (2021)

Enhancing semantic belief function to handle decision conflicts in SoS using k-means clustering
por: Elsayed, Eman K., et al.
Publicado: (2021)

Entropy based C4.5-SHO algorithm with information gain optimization in data mining
por: Reddy, G Sekhar, et al.
Publicado: (2021)

Deterministic clustering based compressive sensing scheme for fog-supported heterogeneous wireless sensor networks
por: Osamy, Walid, et al.
Publicado: (2021)

An ensemble approach based on transformation functions for natural gas price forecasting considering optimal time delays
por: Saghi, Faramarz, et al.
Publicado: (2021)

LOPDF: a framework for extracting and producing open data of scientific documents for smart digital libraries
por: Aslam, Muhammad Ahtisham
Publicado: (2021)

A dual model node based optimization algorithm for simultaneous escape routing in PCBs
por: Ali, Asad, et al.
Publicado: (2021)

FoBSim: an extensible open-source simulation tool for integrated fog-blockchain systems
por: Baniata, Hamza, et al.
Publicado: (2021)

Accurately predicting heat transfer performance of ground-coupled heat pump system using improved autoregressive model
por: Zhuang, Zhaoyi, et al.
Publicado: (2021)

A novel approach for solving travelling thief problem using enhanced simulated annealing
por: Ali, Hamid, et al.
Publicado: (2021)

A new Kmeans clustering model and its generalization achieved by joint spectral embedding and rotation
por: Huang, Wenna, et al.
Publicado: (2021)

Blockchain and smart contract for IoT enabled smart agriculture
por: Pranto, Tahmid Hasan, et al.
Publicado: (2021)

Coordinated ramp signal optimization framework based on time series flux-correlation analysis
por: Liu, Zhi, et al.
Publicado: (2021)

Classification of the drifting data streams using heterogeneous diversified dynamic class-weighted ensemble
por: Sarnovsky, Martin, et al.
Publicado: (2021)

Petri Net based modeling and analysis for improved resource utilization in cloud computing
por: Rizwan Ali, Muhammad, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_pove1am7tmnm5j4ndp66bslkco