Data Mining And Knowledge Discovery

Data Mining And Knowledge Discovery

数据挖掘和知识发现

  • 3区 中科院分区
  • Q1 JCR分区

高引用文章

文章名称 引用次数
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