XCM: An Explainable Convolutional Neural Network for Multivariate Time Series Classification

Multivariate LSTM-FCNs for time series classification

(2019) Fazle Karim et al.   NEURAL NETWORKS

Grad-CAM: Visual Explanations from Deep Networks via Gradient-Based Localization

(2019) Ramprasaath R. Selvaraju et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Techniques for interpretable machine learning

(2019) Mengnan Du et al.   COMMUNICATIONS OF THE ACM

Factual and Counterfactual Explanations for Black Box Decision Making

(2019) Riccardo Guidotti et al.   IEEE INTELLIGENT SYSTEMS

Autoregressive forests for multivariate time series modeling

(2018) Kerem Sinan Tuncel et al.   PATTERN RECOGNITION

Generalizing DTW to the multi-dimensional case requires an adaptive approach

(2016) Mohammad Shokoohi-Yekta et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Generalized random shapelet forests

(2016) Isak Karlsson et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Milk yield and estrous behavior during eight consecutive estruses in Holstein cows fed standardized or high energy diets and grouped according to live weight changes in early lactation

(2016) C. Gaillard et al.   JOURNAL OF DAIRY SCIENCE

Time series representation and similarity based on local autopatterns

(2015) Mustafa Gokce Baydogan et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Estimating genetic parameters for fertility in dairy cows from in-line milk progesterone profiles

(2015) A.M.M. Tenghe et al.   JOURNAL OF DAIRY SCIENCE

Characterization of Dutch dairy farms using sensor systems for cow management

(2015) W. Steeneveld et al.   JOURNAL OF DAIRY SCIENCE

On Pixel-Wise Explanations for Non-Linear Classifier Decisions by Layer-Wise Relevance Propagation

(2015) Sebastian Bach et al.   PLoS One

Learning a symbolic representation for multivariate time series classification

(2014) Mustafa Gokce Baydogan et al.   DATA MINING AND KNOWLEDGE DISCOVERY

Comparison of three devices for the automated detection of estrus in dairy cows

(2014) Audrey Chanvallon et al.   THERIOGENOLOGY

Dairy cows’ reproductive response to feeding level differs according to the reproductive stage and the breed

(2011) E. Cutullic et al.   Animal