Proceedings of the AAAI Conference on Artificial Intelligence 2015: all accepted papers
- Learning Entity and Relation Embeddings for Knowledge Graph Completion ↗Yankai Lin, Zhiyuan Liu, Maosong Sun et al.3,571 citations
- The Network Data Repository with Interactive Graph Analytics and Visualization ↗Ryan A. Rossi, Nesreen K. Ahmed2,412 citations
- Recurrent Convolutional Neural Networks for Text Classification ↗Siwei Lai, Liheng Xu, Kang Liu et al.2,280 citations
- Obtaining Well Calibrated Probabilities Using Bayesian Binning ↗Mahdi Pakdaman Naeini, Gregory F. Cooper, Miloš Hauskrecht945 citations
- Large-Scale Multi-View Spectral Clustering via Bipartite Graph ↗Yeqing Li, Feiping Nie, Heng Huang et al.585 citations
- TrustSVD: Collaborative Filtering with Both the Explicit and Implicit Influence of User Trust and of Item Ratings ↗Guibing Guo, Jie Zhang, Neil Yorke‐Smith573 citations
- Robust Image Sentiment Analysis Using Progressively Trained and Domain Transferred Deep Networks ↗Quanzeng You, Jiebo Luo, Hailin Jin et al.548 citations
- Self-Paced Curriculum Learning ↗Lu Jiang, Deyu Meng, Qian Zhao et al.480 citations
- Initializing Bayesian Hyperparameter Optimization via Meta-Learning ↗Matthias Feurer, Jost Tobias Springenberg, Frank Hutter390 citations
- Topical Word Embeddings ↗Yang Liu, Zhiyuan Liu, Tat‐Seng Chua et al.381 citations
- Using Machine Teaching to Identify Optimal Training-Set Attacks on Machine Learners ↗Shike Mei, Xiaojin Zhu333 citations
- Content-Aware Point of Interest Recommendation on Location-Based Social Networks ↗Huiji Gao, Jiliang Tang, Xia Hu et al.306 citations
- Surpassing Human-Level Face Verification Performance on LFW with GaussianFace ↗Chaochao Lu, Xiaoou Tang303 citations
- Jointly Modeling Deep Video and Compositional Text to Bridge Vision and Language in a Unified Framework ↗Ran Xu, Caiming Xiong, Wei Ren Chen et al.298 citations
- Embedded Unsupervised Feature Selection ↗Suhang Wang, Jiliang Tang, Huan Liu244 citations
- Incentivizing Users for Balancing Bike Sharing Systems ↗Adish Kumar Singla, Marco Santoni, Gábor Bartók et al.218 citations
- Identifying At-Risk Students in Massive Open Online Courses ↗Jiazhen He, James Bailey, Benjamin I. P. Rubinstein et al.211 citations
- Ranking with Recursive Neural Networks and Its Application to Multi-Document Summarization ↗Ziqiang Cao, Furu Wei, Li Mei Dong et al.210 citations
- Generalized Singular Value Thresholding ↗Canyi Lu, Changbo Zhu, Chunyan Xu et al.196 citations
- A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data ↗Marzyeh Ghassemi, Marco A. F. Pimentel, Tristan Naumann et al.192 citations
- AffectiveSpace 2: Enabling Affective Intuition for Concept-Level Sentiment Analysis ↗Erik Cambria, Jie Fu, Federica Bisio et al.190 citations
- Improving Multi-Step Prediction of Learned Time Series Models ↗Arun Venkatraman, Martial Hebert, James Andrew Bagnell188 citations
- PD Disease State Assessment in Naturalistic Environments Using Deep Learning ↗Nils Hammerla, James Fisher, Péter András et al.177 citations
- Robot Learning Manipulation Action Plans by "Watching" Unconstrained Videos from the World Wide Web ↗Yezhou Yang, Yi Li, Cornelia Fermüller et al.177 citations
- Data Analysis and Optimization for (Citi)Bike Sharing ↗Eoin O'Mahony, David B. Shmoys164 citations
- Active Learning by Learning ↗Wei-Ning Hsu, Hsuan-Tien Lin163 citations
- A Novel Neural Topic Model and Its Supervised Extension ↗Ziqiang Cao, Sujian Li, Yang Liu et al.160 citations
- Lazier Than Lazy Greedy ↗Baharan Mirzasoleiman, Ashwinkumar Badanidiyuru, Amin Karbasi et al.159 citations
- A Neural Probabilistic Model for Context Based Citation Recommendation ↗Wenyi Huang, Zhaohui Wu, Chen Liang et al.157 citations
- Inferring Latent User Properties from Texts Published in Social Media ↗Svitlana Volkova, Yoram Bachrach, Michael Armstrong et al.151 citations
- Self-Paced Learning for Matrix Factorization ↗Qian Zhao, Deyu Meng, Lu Jiang et al.146 citations
- High-Confidence Off-Policy Evaluation ↗Philip S. Thomas, Georgios Theocharous, Mohammad Ghavamzadeh145 citations
- Low-Rank Multi-View Learning in Matrix Completion for Multi-Label Image Classification ↗Meng Liu, Yong Luo, Dacheng Tao et al.139 citations
- Learning Face Hallucination in the Wild ↗Erjin Zhou, Haoqiang Fan, Zhimin Cao et al.138 citations
- Multi-Source Domain Adaptation: A Causal View ↗Kun Zhang, Mingming Gong, Bernhard Schölkopf138 citations
- Finding a Collective Set of Items: From Proportional Multirepresentation to Group Recommendation ↗Piotr Skowron, Piotr Faliszewski, Jérôme Lang137 citations
- Predicting the Demographics of Twitter Users from Website Traffic Data ↗Aron Culotta, Nirmal Kumar, Jennifer Cutler135 citations
- Content-Based Collaborative Filtering for News Topic Recommendation ↗Zhongqi Lu, Zhicheng Dou, Jianxun Lian et al.130 citations
- Relational Stacked Denoising Autoencoder for Tag Recommendation ↗Hao Wang, Xingjian Shi, Dit‐Yan Yeung123 citations
- Representation Learning for Aspect Category Detection in Online Reviews ↗Xinjie Zhou, Xiaojun Wan, Jianguo Xiao115 citations
- Robust Subspace Clustering via Thresholding Ridge Regression ↗Xi Peng, Yi Zhang, Huajin Tang113 citations
- On the Decreasing Power of Kernel and Distance Based Nonparametric Hypothesis Tests in High Dimensions ↗Aaditya Ramdas, Sashank Jakkam Reddi, Barnabás Póczos et al.112 citations
- Efficient Benchmarking of Hyperparameter Optimizers via Surrogates ↗Katharina Eggensperger, Frank Hutter, Holger H. Hoos et al.109 citations
- RAIN: Social Role-Aware Information Diffusion ↗Yang Yang, Jie Tang, Cane Wing-ki Leung et al.108 citations
- High-Performance Distributed ML at Scale through Parameter Server Consistency Models ↗Wei Dai, Abhimanu Kumar, Jinliang Wei et al.107 citations
- Energy Disaggregation via Learning Powerlets and Sparse Coding ↗Ehsan Elhamifar, Shankar Sastry106 citations
- Multi-Robot Auctions for Allocation of Tasks with Temporal Constraints ↗Ernesto Nunes, Maria L. Gini105 citations
- Approximating Optimal Social Choice under Metric Preferences ↗Elliot Anshelevich, Onkar Bhardwaj, John Postl104 citations
- Person Identification Using Anthropometric and Gait Data from Kinect Sensor ↗Virginia Ortiz Andersson, Ricardo Araújo102 citations
- Tackling Mental Health by Integrating Unobtrusive Multimodal Sensing ↗Dawei Zhou, Jiebo Luo, Vincent Silenzio et al.102 citations
- Expressing Arbitrary Reward Functions as Potential-Based Advice ↗Anna Harutyunyan, Sam Devlin, Peter Vrancx et al.98 citations
- Learning Multi-Level Task Groups in Multi-Task Learning ↗Lei Han, Yu Zhang95 citations
- asprin: Customizing Answer Set Preferences without a Headache ↗Gerhard Brewka, James P. Delgrande, Javier Romero et al.95 citations
- Pareto Ensemble Pruning ↗Chao Qian, Yang Yu, Zhi‐Hua Zhou94 citations
- Gazetteer-Independent Toponym Resolution Using Geographic Word Profiles ↗Grant DeLozier, Jason Baldridge, Loretta London93 citations
- Learning to Manipulate Unknown Objects in Clutter by Reinforcement ↗Abdeslam Boularias, James Andrew Bagnell, Anthony Stentz93 citations
- Clustering Longitudinal Clinical Marker Trajectories from Electronic Health Data: Applications to Phenotyping and Endotype Discovery ↗Peter Schulam, Fredrick M. Wigley, Suchi Saria92 citations
- Large Margin Metric Learning for Multi-Label Prediction ↗Weiwei Liu, Ivor Wai-Hung Tsang91 citations
- Unsupervised Cross-Domain Transfer in Policy Gradient Reinforcement Learning via Manifold Alignment ↗Haitham Bou Ammar, Eric Eaton, Paul Ruvolo et al.91 citations
- Exploring Semantic Inter-Class Relationships (SIR) for Zero-Shot Action Recognition ↗Chuang Gan, Ming Lin, Yi Ping Yang et al.90 citations
- An Unsupervised Framework of Exploring Events on Twitter: Filtering, Extraction and Categorization ↗Deyu Zhou, Liangyu Chen, Yulan He89 citations
- Planning Over Multi-Agent Epistemic States: A Classical Planning Approach ↗Christian Muise, Vaishak Belle, Paolo Felli et al.89 citations
- Mining User Consumption Intention from Social Media Using Domain Adaptive Convolutional Neural Network ↗Xiao Ding, Ting Liu, Junwen Duan et al.88 citations
- From Non-Negative to General Operator Cost Partitioning ↗Florian Pommerening, Malte Helmert, Gabriele Röger et al.79 citations
- Scalable Planning and Learning for Multiagent POMDPs ↗Christopher Amato, Frans Adriaan Oliehoek79 citations
- Elementary School Science and Math Tests as a Driver for AI: Take the Aristo Challenge! ↗Peter E. Clark78 citations
- On Computing Explanations in Argumentation ↗Xiuyi Fan, Francesca Toni78 citations
- On Vectorization of Deep Convolutional Neural Networks for Vision Tasks ↗Jimmy Ren, Xu Li76 citations
- Mining User Intents in Twitter: A Semi-Supervised Approach to Inferring Intent Categories for Tweets ↗Jinpeng Wang, Gao Cong, Xin Wayne Zhao et al.74 citations
- A Theoretical Analysis of Optimization by Gaussian Continuation ↗Hossein Mobahi, John Sheridan Fisher73 citations
- Bayesian Active Learning-Based Robot Tutor for Children's Word-Reading Skills ↗Goren Gordon, Cynthia Breazeal73 citations
- Dataless Text Classification with Descriptive LDA ↗Xingyuan Chen, Yunqing Xia, Peng Jin et al.73 citations
- A Probabilistic Model for Bursty Topic Discovery in Microblogs ↗Xiaohui Yan, Jiafeng Guo, Yanyan Lan et al.72 citations
- Constrained NMF-Based Multi-View Clustering on Unmapped Data ↗Xianchao Zhang, Linlin Zong, Xinyue Liu et al.72 citations
- Exploring Information Asymmetry in Two-Stage Security Games ↗Haifeng Xu, Zinovi Rabinovich, Shaddin Dughmi et al.71 citations
- Fast and Accurate Prediction of Sentence Specificity ↗Junyi Li, Ani Nenkova71 citations
- Cooperating with Unknown Teammates in Complex Domains: A Robot Soccer Case Study of Ad Hoc Teamwork ↗Samuel Barrett, Peter Stone68 citations
- Incremental Update of Datalog Materialisation: the Backward/Forward Algorithm ↗Boris Motik, Yavor Nenov, Robert Piro et al.68 citations
- SKILL: A System for Skill Identification and Normalization ↗Zhao Meng, Faizan Javed, Ferosh Jacob et al.68 citations
- Optimizing the CVaR via Sampling ↗Aviv Tamar, Yonatan Glassner, Shie Mannor67 citations
- Deep Representation Learning with Target Coding ↗Shuo Yang, Ping Luo, Chen Change Loy et al.66 citations
- FACES: Diversity-Aware Entity Summarization Using Incremental Hierarchical Conceptual Clustering ↗Kalpa Gunaratna, Krishnaprasad Thirunarayan, Amit Sheth65 citations
- A Closed Form Solution to Multi-View Low-Rank Regression ↗Shuai Zheng, Xiao Cai, Chris H. Q. Ding et al.63 citations
- Contrastive Unsupervised Word Alignment with Non-Local Features ↗Yang Liu, Maosong Sun61 citations
- FutureMatch: Combining Human Value Judgments and Machine Learning to Match in Dynamic Environments ↗John P. Dickerson, Tüomas Sandholm61 citations
- Going Beyond Literal Command-Based Instructions: Extending Robotic Natural Language Interaction Capabilities ↗Tom Williams, Gordon Briggs, Bradley Oosterveld et al.61 citations
- Massively Parallel A* Search on a GPU ↗Yichao Zhou, Jianyang Zeng61 citations
- Sparse Deep Stacking Network for Image Classification ↗Jun Li, Heyou Chang, Jian Jun Yang60 citations
- Approximate Linear Programming for Constrained Partially Observable Markov Decision Processes ↗Pascal Poupart, Aarti Malhotra, Pei Pei et al.58 citations
- Kernel Density Estimation for Text-Based Geolocation ↗Mans Hulden, Miikka Silfverberg, Jerid Francom58 citations
- Detecting Change Points in the Large-Scale Structure of Evolving Networks ↗Leto Peel, Aaron J. Clauset56 citations
- From Classical to Consistent Query Answering under Existential Rules ↗Thomas Lukasiewicz, María Vanina Martínez, Andréas Pieris et al.56 citations
- LARS: A Logic-Based Framework for Analyzing Reasoning over Streams ↗Harald Beck, Minh Dao-Tran, Thomas Eiter et al.56 citations
- On Machine Learning towards Predictive Sales Pipeline Analytics ↗Junchi Yan, Chao Zhang, Hongyuan Zha et al.56 citations
- SMT-Based Nonlinear PDDL+ Planning ↗Daniel Bryce, Sicun Gao, David J. Musliner et al.56 citations
- This Time the Robot Settles for a Cost: A Quantitative Approach to Temporal Logic Planning with Partial Satisfaction ↗Morteza Lahijanian, Shaull Almagor, Dror Fried et al.56 citations
- Burst Time Prediction in Cascades ↗Senzhang Wang, Yan Zhao, Xia Hu et al.55 citations
- CORPP: Commonsense Reasoning and Probabilistic Planning, as Applied to Dialog with a Mobile Robot ↗Shiqi Zhang, Peter Stone55 citations
- On Information Coverage for Location Category Based Point-of-Interest Recommendation ↗Xuefeng Chen, Yifeng Zeng, Gao Cong et al.55 citations
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