Forecasting with time series imaging

GRATIS: GeneRAting TIme Series with diverse and controllable characteristics

(2020) Yanfei Kang et al.   Statistical Analysis and Data Mining

Scalable auto-encoders for gravitational waves detection from time series data

(2020) Roberto Corizzo et al.   EXPERT SYSTEMS WITH APPLICATIONS

Borrow from rich cousin: transfer learning for emotion detection using cross lingual embedding

(2019) Zishan Ahmad et al.   EXPERT SYSTEMS WITH APPLICATIONS

Forecasting across time series databases using recurrent neural networks on groups of similar series: A clustering approach

(2019) Kasun Bandara et al.   EXPERT SYSTEMS WITH APPLICATIONS

An integrated feature learning approach using deep learning for travel time prediction

(2019) Mohammad Abdollahi et al.   EXPERT SYSTEMS WITH APPLICATIONS

A new image classification method using CNN transfer learning and web data augmentation

(2018) Dongmei Han et al.   EXPERT SYSTEMS WITH APPLICATIONS

Time Series FeatuRe Extraction on basis of Scalable Hypothesis tests (tsfresh – A Python package)

(2018) Maximilian Christ et al.   NEUROCOMPUTING

Forecasting with temporal hierarchies

(2017) George Athanasopoulos et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

‘Horses for Courses’ in demand forecasting

(2014) Fotios Petropoulos et al.   EUROPEAN JOURNAL OF OPERATIONAL RESEARCH

Highly Comparative Feature-Based Time-Series Classification

(2014) Ben D. Fulcher et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

Bag-of-words representation for biomedical time series classification

(2013) Jin Wang et al.   Biomedical Signal Processing and Control

A Bag-of-Features Framework to Classify Time Series

(2013) M. G. Baydogan et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Highly comparative time-series analysis: the empirical structure of time series and their methods

(2013) B. D. Fulcher et al.   Journal of the Royal Society Interface

Forecasting Time Series With Complex Seasonal Patterns Using Exponential Smoothing

(2012) Alysha M. De Livera et al.   JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION

A Survey on Transfer Learning

(2009) Sinno Jialin Pan et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING