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| 2019 | Instance Spaces for Objective Assessment of Algorithms and Benchmark Test Suites. | Kate Smith-Miles |
| 2019 | Semantics-Aware Hidden Markov Model for Human Mobility. | Hongzhi Shi, Hancheng Cao, Xiangxin Zhou, Yong Li, Chao Zhang, Vassilis Kostakos, Funing Sun, Fanchao Meng |
| 2019 | Path-based Attribute-aware Representation Learning for Relation Prediction. | Ying Shen, Desi Wen, Yaliang Li, Nan Du, Haitao Zheng, Min Yang |
| 2019 | A Full Probabilistic Model for Yes/No Type Crowdsourcing in Multi-Class Classification. | Beln Saldas-Fuentes, Pavlos Protopapas, Karim Pichara B. |
| 2019 | Doubly Robust Prediction and Evaluation Methods Improve Uplift Modeling for Observational Data. | Yuta Saito, Hayato Sakata, Kazuhide Nakata |
| 2019 | Leveraging Subsequence-orders for Univariate and Multivariate Time-series Classification. | Shoumik Roychoudhury, Fang Zhou, Zoran Obradovic |
| 2019 | Edge Replacement Grammars : A Formal Language Approach for Generating Graphs. | Revanth Reddy, Sarath Chandar, Balaraman Ravindran |
| 2019 | Clustering Evaluation in High-Dimensional Data. | Milos Radovanovic |
| 2019 | Untitled record | Dzung T. Phan, Tsuyoshi Id |
| 2019 | Feature selection as Monte-Carlo Search in Growing Single Rooted Directed Acyclic Graph by Best Leaf Identification. | Aurlien Plissier, Atsuyoshi Nakamura, Koji Tabata |
| 2019 | Dissecting the Learning Curve of Taxi Drivers: A Data-Driven Approach. | Menghai Pan, Yanhua Li, Xun Zhou, Zhenming Liu, Rui Song, Hui Lu, Jun Luo |
| 2019 | Identifying When Effect Restoration Will Improve Estimates of Causal Effect. | Hseyin Oktay, Akanksha Atrey, David D. Jensen |
| 2019 | Decision List Optimization based on Continuous Relaxation. | Yuzuru Okajima, Kunihiko Sadamasa |
| 2019 | 1st Workshop on Evaluation and Experimental Design in Data Mining and Machine Learning (EDML 2019). | Eirini Ntoutsi, Erich Schubert, Arthur Zimek, Albrecht Zimmermann |
| 2019 | Incomplete Conditional Density Estimation for Fast Materials Discovery. | Phuoc Nguyen, Truyen Tran, Sunil Gupta, Santu Rana, Matthew Barnett, Svetha Venkatesh |
| 2019 | Efficient Summarizing of Evolving Events from Twitter Streams. | Thi-Huyen Nguyen, Tuan-Anh Hoang, Wolfgang Nejdl |
| 2019 | Relative distance comparisons with confidence judgements. | Stefan Mojsilovic, Antti Ukkonen |
| 2019 | A Fast Algorithm for Combinatorial Hotspot Mining Based on Spatial Scan Statistic. | Shin-ichi Minato, Jun Kawahara, Fumio Ishioka, Masahiro Mizuta, Koji Kurihara |
| 2019 | A Bayesian Approach for Accurate Classification-Based Aggregates. | Quinten A. Meertens, C. G. H. Diks, H. Jaap van den Herik, Frank W. Takes |
| 2019 | Multi-dimensional Graph Convolutional Networks. | Yao Ma, Suhang Wang, Charu C. Aggarwal, Dawei Yin, Jiliang Tang |
| 2019 | EvalNE: A Framework for Evaluating Network Embeddings on Link Prediction. | Alexandru Mara, Jefrey Lijffijt, Tijl De Bie |
| 2019 | Region-Based Active Learning with Hierarchical and Adaptive Region Construction. | Zhipeng Luo, Milos Hauskrecht |
| 2019 | GeoAttn: Localization of Social Media Messages via Attentional Memory Network. | Sha Li, Chao Zhang, Dongming Lei, Ji Li, Jiawei Han |
| 2019 | TMSA: A Mutual Learning Model for Topic Discovery and Word Embedding. | Dingcheng Li, Jingyuan Zhang, Ping Li |