Long Short-Term Memory Neural Networks for Online Disturbance Detection in Satellite Image Time Series

Long-Term Recurrent Convolutional Networks for Visual Recognition and Description

(2017) Jeff Donahue et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Change detection using landsat time series: A review of frequencies, preprocessing, algorithms, and applications

(2017) Zhe Zhu   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Comparison of random forests and support vector machine for real-time radar-derived rainfall forecasting

(2017) Pao-Shan Yu et al.   JOURNAL OF HYDROLOGY

Convolutional Recurrent Neural Networks forHyperspectral Data Classification

(2017) Hao Wu et al.   Remote Sensing

A Remote Sensing Approach for Regional-Scale Mapping of Agricultural Land-Use Systems Based on NDVI Time Series

(2017) Beatriz Bellón et al.   Remote Sensing

A variational mode decompoisition approach for analysis and forecasting of economic and financial time series

(2016) Salim Lahmiri   EXPERT SYSTEMS WITH APPLICATIONS

Optical remotely sensed time series data for land cover classification: A review

(2016) Cristina Gómez et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Random forest in remote sensing: A review of applications and future directions

(2016) Mariana Belgiu et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Learning a Transferable Change Rule from a Recurrent Neural Network for Land Cover Change Detection

(2016) Haobo Lyu et al.   Remote Sensing

Non-linear time series analysis of precipitation events using regional climate networks for Germany

(2015) Aljoscha Rheinwalt et al.   CLIMATE DYNAMICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Long short-term memory neural network for traffic speed prediction using remote microwave sensor data

(2015) Xiaolei Ma et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Continuous Change Detection and Classification Using Hidden Markov Model: A Case Study for Monitoring Urban Encroachment onto Farmland in Beijing

(2015) Yuan Yuan et al.   Remote Sensing

A review of unsupervised feature learning and deep learning for time-series modeling

(2014) Martin Längkvist et al.   PATTERN RECOGNITION LETTERS

Flood Mapping and Flood Dynamics of the Mekong Delta: ENVISAT-ASAR-WSM Based Time Series Analyses

(2013) Claudia Kuenzer et al.   Remote Sensing

Time series community genomics analysis reveals rapid shifts in bacterial species, strains, and phage during infant gut colonization

(2012) I. Sharon et al.   GENOME RESEARCH

Using Page's Cumulative Sum Test on MODIS Time Series to Detect Land-Cover Changes

(2012) T. L. Grobler et al.   IEEE Geoscience and Remote Sensing Letters

Near real-time disturbance detection using satellite image time series

(2012) Jan Verbesselt et al.   REMOTE SENSING OF ENVIRONMENT

Drought forecasting based on the remote sensing data using ARIMA models

(2009) Ping Han et al.   MATHEMATICAL AND COMPUTER MODELLING

Detecting trend and seasonal changes in satellite image time series

(2009) Jan Verbesselt et al.   REMOTE SENSING OF ENVIRONMENT