| Deep learning for time series classification: a review |
130 |
| A review on distance based time series classification |
14 |
| Spatial autocorrelation and entropy for renewable energy forecasting |
13 |
| Proximity Forest: an effective and scalable distance-based classifier for time series |
12 |
| Multi-target prediction: a unifying view on problems and methods |
10 |
| Analyzing concept drift and shift from sample data |
9 |
| Time series joins, motifs, discords and shapelets: a unifying view that exploits the matrix profile |
9 |
| Optimizing dynamic time warping's window width for time series data mining applications |
7 |
| Kernel mixture model for probability density estimation in Bayesian classifiers |
7 |
| Speeding up similarity search under dynamic time warping by pruning unpromising alignments |
7 |
| Toward online node classification on streaming networks |
7 |
| Data-driven generation of spatio-temporal routines in human mobility |
6 |
| Imbalanced classification in sparse and large behaviour datasets |
6 |
| Sampling online social networks by random walk with indirect jumps |
6 |
| An adaptive algorithm for anomaly and novelty detection in evolving data streams |
6 |
| catch22: CAnonical Time-series CHaracteristics Selected through highly comparative time-series analysis |
6 |
| Self-monitoring for maintenance of vehicle fleets |
5 |
| Robust graph regularized nonnegative matrix factorization for clustering |
5 |
| A probabilistic classifier ensemble weighting scheme based on cross-validated accuracy estimates |
5 |
| Linear regression for uplift modeling |
5 |
| Anytime discovery of a diverse set of patterns with Monte Carlo tree search |
5 |
| Exploring variable-length time series motifs in one hundred million length scale |
4 |
| Noise-tolerance matrix completion for location recommendation |
4 |
| Exact variable-length anomaly detection algorithm for univariate and multivariate time series |
4 |
| Constrained distance based clustering for time-series: a comparative and experimental study |
4 |
| ColdRoute: effective routing of cold questions in stack exchange sites |
4 |
| Exploiting the roles of aspects in personalized POI recommender systems |
4 |
| Interpretable multiple data streams clustering with clipped streams representation for the improvement of electricity consumption forecasting |
4 |
| Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations |
4 |
| Infinite ensemble clustering |
3 |
| FURL: Fixed-memory and uncertainty reducing local triangle counting for multigraph streams |
3 |
| Finding lasting dense subgraphs |
3 |
| A unifying view of explicit and implicit feature maps of graph kernels |
3 |
| A new class of metrics for learning on real-valued and structured data |
3 |
| A unified view of density-based methods for semi-supervised clustering and classification |
3 |
| Extreme-value-theoretic estimation of local intrinsic dimensionality |
3 |
| Cluster-based trajectory segmentation with local noise |
3 |
| Explaining anomalies in groups with characterizing subspace rules |
3 |
| The spatial leave-pair-out cross-validation method for reliable AUC estimation of spatial classifiers |
3 |
| Provenance Network Analytics An approach to data analytics using data provenance |
2 |
| Targeted interest-driven advertising in cities using Twitter |
2 |
| Labeled Phrase Latent Dirichlet Allocation and its online learning algorithm |
2 |
| EACD: evolutionary adaptation to concept drifts in data streams |
2 |
| Group recommender system for store product placement |
2 |
| Domain agnostic online semantic segmentation for multi-dimensional time series |
2 |
| Dynamic graph summarization: a tensor decomposition approach |
2 |
| Social centrality using network hierarchy and community structure |
2 |
| Anomaly detection in spatiotemporal data via regularized non-negative tensor analysis |
2 |
| Robust finite mixture regression for heterogeneous targets |
2 |
| A probabilistic stop and move classifier for noisy GPS trajectories |
2 |