ANFIS and Deep Learning based missing sensor data prediction in IoT

Abutment scour depth modeling using neuro-fuzzy-embedded techniques

(2018) Fatemeh Moradi et al.   MARINE GEORESOURCES & GEOTECHNOLOGY

On the imputation of missing data for road traffic forecasting: New insights and novel techniques

(2018) Ibai Laña et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Missing value imputation using a novel grey based fuzzy c-means, mutual information based feature selection, and regression model

(2018) Amir Masoud Sefidian et al.   EXPERT SYSTEMS WITH APPLICATIONS

Research on Unstructured Text Data Mining and Fault Classification Based on RNN-LSTM with Malfunction Inspection Report

(2017) Daqian Wei et al.   Energies

Heuristically repopulated Bayesian ant colony optimization for treating missing values in large databases

(2017) R. Devi Priya et al.   KNOWLEDGE-BASED SYSTEMS

Interval kernel Fuzzy C-Means clustering of incomplete data

(2017) Tianhao Li et al.   NEUROCOMPUTING

Data quality in internet of things: A state-of-the-art survey

(2016) Aimad Karkouch et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

When things matter: A survey on data-centric internet of things

(2016) Yongrui Qin et al.   JOURNAL OF NETWORK AND COMPUTER APPLICATIONS

Fuzzy C-Means clustering of incomplete data based on probabilistic information granules of missing values

(2016) Liyong Zhang et al.   KNOWLEDGE-BASED SYSTEMS

Probabilistic neural network based categorical data imputation

(2016) Kancherla Jonah Nishanth et al.   NEUROCOMPUTING

Extreme learning machine for missing data using multiple imputations

(2016) Dušan Sovilj et al.   NEUROCOMPUTING

The application of ANFIS prediction models for thermal error compensation on CNC machine tools

(2015) Ali M. Abdulshahed et al.   APPLIED SOFT COMPUTING

Self-organizing maps for imputation of missing data in incomplete data matrices

(2015) Laura Folguera et al.   CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS

Improved methods for the imputation of missing data by nearest neighbor methods

(2015) Gerhard Tutz et al.   COMPUTATIONAL STATISTICS & DATA ANALYSIS

Deep learning

(2015) Yann LeCun et al.   NATURE

Multi-objective genetic algorithm for missing data imputation

(2015) Fabio Lobato et al.   PATTERN RECOGNITION LETTERS

A new online data imputation method based on general regression auto associative neural network

(2014) Vadlamani Ravi et al.   NEUROCOMPUTING

Mixture of Gaussians for distance estimation with missing data

(2013) Emil Eirola et al.   NEUROCOMPUTING

ANFIS modeling for predicting affective responses to tactile textures

(2011) Diyar Akay et al.   Human Factors and Ergonomics in Manufacturing & Service Industries

Evapotranspiration estimation by two different neuro-fuzzy inference systems

(2011) Murat Cobaner   JOURNAL OF HYDROLOGY

The Internet of Things: A survey

(2010) Luigi Atzori et al.   Computer Networks

Modeling of an Intermediate Temperature Solid Oxide Fuel Cell Using the Adaptive Neuro-Fuzzy Inference System (ANFIS)

(2010) Yasemin Vural et al.   Journal of Fuel Cell Science and Technology

Missing value imputation on missing completely at random data using multilayer perceptrons

(2010) Esther-Lydia Silva-Ramírez et al.   NEURAL NETWORKS

A dynamic programming approach to missing data estimation using neural networks

(2009) Fulufhelo V. Nelwamondo et al.   INFORMATION SCIENCES

K nearest neighbours with mutual information for simultaneous classification and missing data imputation

(2009) Pedro J. García-Laencina et al.   NEUROCOMPUTING