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title: "Proceedings of the AAAI Conference on Artificial Intelligence"
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# Proceedings of the AAAI Conference on Artificial Intelligence 2015: all accepted papers

674 papers · page 1 of 7 · the most cited first · [← Proceedings of the AAAI Conference on Artificial Intelligence 2015](https://md.research.elamur.ai/free/en/venues/proceedings-of-the-aaai-conference-on-artificial-intelligence/2015/)

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1. **[Learning Entity and Relation Embeddings for Knowledge Graph Completion ↗](https://doi.org/10.1609/aaai.v29i1.9491)**Yankai Lin, Zhiyuan Liu, Maosong Sun et al.*3,571 citations*
2. **[The Network Data Repository with Interactive Graph Analytics and Visualization ↗](https://doi.org/10.1609/aaai.v29i1.9277)**Ryan A. Rossi, Nesreen K. Ahmed*2,412 citations*
3. **[Recurrent Convolutional Neural Networks for Text Classification ↗](https://doi.org/10.1609/aaai.v29i1.9513)**Siwei Lai, Liheng Xu, Kang Liu et al.*2,280 citations*
4. **[Obtaining Well Calibrated Probabilities Using Bayesian Binning ↗](https://doi.org/10.1609/aaai.v29i1.9602)**Mahdi Pakdaman Naeini, Gregory F. Cooper, Miloš Hauskrecht*945 citations*
5. **[Large-Scale Multi-View Spectral Clustering via Bipartite Graph ↗](https://doi.org/10.1609/aaai.v29i1.9598)**Yeqing Li, Feiping Nie, Heng Huang et al.*585 citations*
6. **[TrustSVD: Collaborative Filtering with Both the Explicit and Implicit Influence of User Trust and of Item Ratings ↗](https://doi.org/10.1609/aaai.v29i1.9153)**Guibing Guo, Jie Zhang, Neil Yorke‐Smith*573 citations*
7. **[Robust Image Sentiment Analysis Using Progressively Trained and Domain Transferred Deep Networks ↗](https://doi.org/10.1609/aaai.v29i1.9179)**Quanzeng You, Jiebo Luo, Hailin Jin et al.*548 citations*
8. **[Self-Paced Curriculum Learning ↗](https://doi.org/10.1609/aaai.v29i1.9608)**Lu Jiang, Deyu Meng, Qian Zhao et al.*480 citations*
9. **[Initializing Bayesian Hyperparameter Optimization via Meta-Learning ↗](https://doi.org/10.1609/aaai.v29i1.9354)**Matthias Feurer, Jost Tobias Springenberg, Frank Hutter*390 citations*
10. **[Topical Word Embeddings ↗](https://doi.org/10.1609/aaai.v29i1.9522)**Yang Liu, Zhiyuan Liu, Tat‐Seng Chua et al.*381 citations*
11. **[Using Machine Teaching to Identify Optimal Training-Set Attacks on Machine Learners ↗](https://doi.org/10.1609/aaai.v29i1.9569)**Shike Mei, Xiaojin Zhu*333 citations*
12. **[Content-Aware Point of Interest Recommendation on Location-Based Social Networks ↗](https://doi.org/10.1609/aaai.v29i1.9462)**Huiji Gao, Jiliang Tang, Xia Hu et al.*306 citations*
13. **[Surpassing Human-Level Face Verification Performance on LFW with GaussianFace ↗](https://doi.org/10.1609/aaai.v29i1.9797)**Chaochao Lu, Xiaoou Tang*303 citations*
14. **[Jointly Modeling Deep Video and Compositional Text to Bridge Vision and Language in a Unified Framework ↗](https://doi.org/10.1609/aaai.v29i1.9512)**Ran Xu, Caiming Xiong, Wei Ren Chen et al.*298 citations*
15. **[Embedded Unsupervised Feature Selection ↗](https://doi.org/10.1609/aaai.v29i1.9211)**Suhang Wang, Jiliang Tang, Huan Liu*244 citations*
16. **[Incentivizing Users for Balancing Bike Sharing Systems ↗](https://doi.org/10.1609/aaai.v29i1.9251)**Adish Kumar Singla, Marco Santoni, Gábor Bartók et al.*218 citations*
17. **[Machine Teaching: An Inverse Problem to Machine Learning and an Approach Toward Optimal Education ↗](https://doi.org/10.1609/aaai.v29i1.9761)**Xiaojin Zhu*216 citations*
18. **[Identifying At-Risk Students in Massive Open Online Courses ↗](https://doi.org/10.1609/aaai.v29i1.9471)**Jiazhen He, James Bailey, Benjamin I. P. Rubinstein et al.*211 citations*
19. **[Ranking with Recursive Neural Networks and Its Application to Multi-Document Summarization ↗](https://doi.org/10.1609/aaai.v29i1.9490)**Ziqiang Cao, Furu Wei, Li Mei Dong et al.*210 citations*
20. **[Generalized Singular Value Thresholding ↗](https://doi.org/10.1609/aaai.v29i1.9464)**Canyi Lu, Changbo Zhu, Chunyan Xu et al.*196 citations*
21. **[A Multivariate Timeseries Modeling Approach to Severity of Illness Assessment and Forecasting in ICU with Sparse, Heterogeneous Clinical Data ↗](https://doi.org/10.1609/aaai.v29i1.9209)**Marzyeh Ghassemi, Marco A. F. Pimentel, Tristan Naumann et al.*192 citations*
22. **[AffectiveSpace 2: Enabling Affective Intuition for Concept-Level Sentiment Analysis ↗](https://doi.org/10.1609/aaai.v29i1.9230)**Erik Cambria, Jie Fu, Federica Bisio et al.*190 citations*
23. **[Improving Multi-Step Prediction of Learned Time Series Models ↗](https://doi.org/10.1609/aaai.v29i1.9590)**Arun Venkatraman, Martial Hebert, James Andrew Bagnell*188 citations*
24. **[PD Disease State Assessment in Naturalistic Environments Using Deep Learning ↗](https://doi.org/10.1609/aaai.v29i1.9484)**Nils Hammerla, James Fisher, Péter András et al.*177 citations*
25. **[Robot Learning Manipulation Action Plans by "Watching" Unconstrained Videos from the World Wide Web ↗](https://doi.org/10.1609/aaai.v29i1.9671)**Yezhou Yang, Yi Li, Cornelia Fermüller et al.*177 citations*
26. **[Data Analysis and Optimization for (Citi)Bike Sharing ↗](https://doi.org/10.1609/aaai.v29i1.9245)**Eoin O'Mahony, David B. Shmoys*164 citations*
27. **[Active Learning by Learning ↗](https://doi.org/10.1609/aaai.v29i1.9597)**Wei-Ning Hsu, Hsuan-Tien Lin*163 citations*
28. **[A Novel Neural Topic Model and Its Supervised Extension ↗](https://doi.org/10.1609/aaai.v29i1.9499)**Ziqiang Cao, Sujian Li, Yang Liu et al.*160 citations*
29. **[Lazier Than Lazy Greedy ↗](https://doi.org/10.1609/aaai.v29i1.9486)**Baharan Mirzasoleiman, Ashwinkumar Badanidiyuru, Amin Karbasi et al.*159 citations*
30. **[A Neural Probabilistic Model for Context Based Citation Recommendation ↗](https://doi.org/10.1609/aaai.v29i1.9528)**Wenyi Huang, Zhaohui Wu, Chen Liang et al.*157 citations*
31. **[Inferring Latent User Properties from Texts Published in Social Media ↗](https://doi.org/10.1609/aaai.v29i1.9271)**Svitlana Volkova, Yoram Bachrach, Michael Armstrong et al.*151 citations*
32. **[Self-Paced Learning for Matrix Factorization ↗](https://doi.org/10.1609/aaai.v29i1.9584)**Qian Zhao, Deyu Meng, Lu Jiang et al.*146 citations*
33. **[High-Confidence Off-Policy Evaluation ↗](https://doi.org/10.1609/aaai.v29i1.9541)**Philip S. Thomas, Georgios Theocharous, Mohammad Ghavamzadeh*145 citations*
34. **[Low-Rank Multi-View Learning in Matrix Completion for Multi-Label Image Classification ↗](https://doi.org/10.1609/aaai.v29i1.9547)**Meng Liu, Yong Luo, Dacheng Tao et al.*139 citations*
35. **[Learning Face Hallucination in the Wild ↗](https://doi.org/10.1609/aaai.v29i1.9795)**Erjin Zhou, Haoqiang Fan, Zhimin Cao et al.*138 citations*
36. **[Multi-Source Domain Adaptation: A Causal View ↗](https://doi.org/10.1609/aaai.v29i1.9542)**Kun Zhang, Mingming Gong, Bernhard Schölkopf*138 citations*
37. **[Finding a Collective Set of Items: From Proportional Multirepresentation to Group Recommendation ↗](https://doi.org/10.1609/aaai.v29i1.9431)**Piotr Skowron, Piotr Faliszewski, Jérôme Lang*137 citations*
38. **[Predicting the Demographics of Twitter Users from Website Traffic Data ↗](https://doi.org/10.1609/aaai.v29i1.9204)**Aron Culotta, Nirmal Kumar, Jennifer Cutler*135 citations*
39. **[Content-Based Collaborative Filtering for News Topic Recommendation ↗](https://doi.org/10.1609/aaai.v29i1.9183)**Zhongqi Lu, Zhicheng Dou, Jianxun Lian et al.*130 citations*
40. **[Relational Stacked Denoising Autoencoder for Tag Recommendation ↗](https://doi.org/10.1609/aaai.v29i1.9548)**Hao Wang, Xingjian Shi, Dit‐Yan Yeung*123 citations*
41. **[Representation Learning for Aspect Category Detection in Online Reviews ↗](https://doi.org/10.1609/aaai.v29i1.9194)**Xinjie Zhou, Xiaojun Wan, Jianguo Xiao*115 citations*
42. **[Robust Subspace Clustering via Thresholding Ridge Regression ↗](https://doi.org/10.1609/aaai.v29i1.9788)**Xi Peng, Yi Zhang, Huajin Tang*113 citations*
43. **[On the Decreasing Power of Kernel and Distance Based Nonparametric Hypothesis Tests in High Dimensions ↗](https://doi.org/10.1609/aaai.v29i1.9692)**Aaditya Ramdas, Sashank Jakkam Reddi, Barnabás Póczos et al.*112 citations*
44. **[Efficient Benchmarking of Hyperparameter Optimizers via Surrogates ↗](https://doi.org/10.1609/aaai.v29i1.9375)**Katharina Eggensperger, Frank Hutter, Holger H. Hoos et al.*109 citations*
45. **[RAIN: Social Role-Aware Information Diffusion ↗](https://doi.org/10.1609/aaai.v29i1.9164)**Yang Yang, Jie Tang, Cane Wing-ki Leung et al.*108 citations*
46. **[High-Performance Distributed ML at Scale through Parameter Server Consistency Models ↗](https://doi.org/10.1609/aaai.v29i1.9195)**Wei Dai, Abhimanu Kumar, Jinliang Wei et al.*107 citations*
47. **[Energy Disaggregation via Learning Powerlets and Sparse Coding ↗](https://doi.org/10.1609/aaai.v29i1.9249)**Ehsan Elhamifar, Shankar Sastry*106 citations*
48. **[Multi-Robot Auctions for Allocation of Tasks with Temporal Constraints ↗](https://doi.org/10.1609/aaai.v29i1.9440)**Ernesto Nunes, Maria L. Gini*105 citations*
49. **[Approximating Optimal Social Choice under Metric Preferences ↗](https://doi.org/10.1609/aaai.v29i1.9308)**Elliot Anshelevich, Onkar Bhardwaj, John Postl*104 citations*
50. **[Person Identification Using Anthropometric and Gait Data from Kinect Sensor ↗](https://doi.org/10.1609/aaai.v29i1.9212)**Virginia Ortiz Andersson, Ricardo Araújo*102 citations*
51. **[Tackling Mental Health by Integrating Unobtrusive Multimodal Sensing ↗](https://doi.org/10.1609/aaai.v29i1.9381)**Dawei Zhou, Jiebo Luo, Vincent Silenzio et al.*102 citations*
52. **[Expressing Arbitrary Reward Functions as Potential-Based Advice ↗](https://doi.org/10.1609/aaai.v29i1.9628)**Anna Harutyunyan, Sam Devlin, Peter Vrancx et al.*98 citations*
53. **[Learning Multi-Level Task Groups in Multi-Task Learning ↗](https://doi.org/10.1609/aaai.v29i1.9581)**Lei Han, Yu Zhang*95 citations*
54. **[asprin: Customizing Answer Set Preferences without a Headache ↗](https://doi.org/10.1609/aaai.v29i1.9398)**Gerhard Brewka, James P. Delgrande, Javier Romero et al.*95 citations*
55. **[Pareto Ensemble Pruning ↗](https://doi.org/10.1609/aaai.v29i1.9579)**Chao Qian, Yang Yu, Zhi‐Hua Zhou*94 citations*
56. **[Gazetteer-Independent Toponym Resolution Using Geographic Word Profiles ↗](https://doi.org/10.1609/aaai.v29i1.9531)**Grant DeLozier, Jason Baldridge, Loretta London*93 citations*
57. **[Learning to Manipulate Unknown Objects in Clutter by Reinforcement ↗](https://doi.org/10.1609/aaai.v29i1.9378)**Abdeslam Boularias, James Andrew Bagnell, Anthony Stentz*93 citations*
58. **[Clustering Longitudinal Clinical Marker Trajectories from Electronic Health Data: Applications to Phenotyping and Endotype Discovery ↗](https://doi.org/10.1609/aaai.v29i1.9537)**Peter Schulam, Fredrick M. Wigley, Suchi Saria*92 citations*
59. **[Large Margin Metric Learning for Multi-Label Prediction ↗](https://doi.org/10.1609/aaai.v29i1.9610)**Weiwei Liu, Ivor Wai-Hung Tsang*91 citations*
60. **[Unsupervised Cross-Domain Transfer in Policy Gradient Reinforcement Learning via Manifold Alignment ↗](https://doi.org/10.1609/aaai.v29i1.9631)**Haitham Bou Ammar, Eric Eaton, Paul Ruvolo et al.*91 citations*
61. **[Exploring Semantic Inter-Class Relationships (SIR) for Zero-Shot Action Recognition ↗](https://doi.org/10.1609/aaai.v29i1.9800)**Chuang Gan, Ming Lin, Yi Ping Yang et al.*90 citations*
62. **[An Unsupervised Framework of Exploring Events on Twitter: Filtering, Extraction and Categorization ↗](https://doi.org/10.1609/aaai.v29i1.9526)**Deyu Zhou, Liangyu Chen, Yulan He*89 citations*
63. **[Planning Over Multi-Agent Epistemic States: A Classical Planning Approach ↗](https://doi.org/10.1609/aaai.v29i1.9665)**Christian Muise, Vaishak Belle, Paolo Felli et al.*89 citations*
64. **[Mining User Consumption Intention from Social Media Using Domain Adaptive Convolutional Neural Network ↗](https://doi.org/10.1609/aaai.v29i1.9529)**Xiao Ding, Ting Liu, Junwen Duan et al.*88 citations*
65. **[From Non-Negative to General Operator Cost Partitioning ↗](https://doi.org/10.1609/aaai.v29i1.9668)**Florian Pommerening, Malte Helmert, Gabriele Röger et al.*79 citations*
66. **[Scalable Planning and Learning for Multiagent POMDPs ↗](https://doi.org/10.1609/aaai.v29i1.9439)**Christopher Amato, Frans Adriaan Oliehoek*79 citations*
67. **[Elementary School Science and Math Tests as a Driver for AI: Take the Aristo Challenge! ↗](https://doi.org/10.1609/aaai.v29i2.19066)**Peter E. Clark*78 citations*
68. **[On Computing Explanations in Argumentation ↗](https://doi.org/10.1609/aaai.v29i1.9420)**Xiuyi Fan, Francesca Toni*78 citations*
69. **[On Vectorization of Deep Convolutional Neural Networks for Vision Tasks ↗](https://doi.org/10.1609/aaai.v29i1.9488)**Jimmy Ren, Xu Li*76 citations*
70. **[Mining User Intents in Twitter: A Semi-Supervised Approach to Inferring Intent Categories for Tweets ↗](https://doi.org/10.1609/aaai.v29i1.9196)**Jinpeng Wang, Gao Cong, Xin Wayne Zhao et al.*74 citations*
71. **[A Theoretical Analysis of Optimization by Gaussian Continuation ↗](https://doi.org/10.1609/aaai.v29i1.9356)**Hossein Mobahi, John Sheridan Fisher*73 citations*
72. **[Bayesian Active Learning-Based Robot Tutor for Children's Word-Reading Skills ↗](https://doi.org/10.1609/aaai.v29i1.9376)**Goren Gordon, Cynthia Breazeal*73 citations*
73. **[Dataless Text Classification with Descriptive LDA ↗](https://doi.org/10.1609/aaai.v29i1.9506)**Xingyuan Chen, Yunqing Xia, Peng Jin et al.*73 citations*
74. **[A Probabilistic Model for Bursty Topic Discovery in Microblogs ↗](https://doi.org/10.1609/aaai.v29i1.9199)**Xiaohui Yan, Jiafeng Guo, Yanyan Lan et al.*72 citations*
75. **[Constrained NMF-Based Multi-View Clustering on Unmapped Data ↗](https://doi.org/10.1609/aaai.v29i1.9552)**Xianchao Zhang, Linlin Zong, Xinyue Liu et al.*72 citations*
76. **[Exploring Information Asymmetry in Two-Stage Security Games ↗](https://doi.org/10.1609/aaai.v29i1.9290)**Haifeng Xu, Zinovi Rabinovich, Shaddin Dughmi et al.*71 citations*
77. **[Fast and Accurate Prediction of Sentence Specificity ↗](https://doi.org/10.1609/aaai.v29i1.9517)**Junyi Li, Ani Nenkova*71 citations*
78. **[Cooperating with Unknown Teammates in Complex Domains: A Robot Soccer Case Study of Ad Hoc Teamwork ↗](https://doi.org/10.1609/aaai.v29i1.9428)**Samuel Barrett, Peter Stone*68 citations*
79. **[Incremental Update of Datalog Materialisation: the Backward/Forward Algorithm ↗](https://doi.org/10.1609/aaai.v29i1.9409)**Boris Motik, Yavor Nenov, Robert Piro et al.*68 citations*
80. **[SKILL: A System for Skill Identification and Normalization ↗](https://doi.org/10.1609/aaai.v29i2.19064)**Zhao Meng, Faizan Javed, Ferosh Jacob et al.*68 citations*
81. **[Optimizing the CVaR via Sampling ↗](https://doi.org/10.1609/aaai.v29i1.9561)**Aviv Tamar, Yonatan Glassner, Shie Mannor*67 citations*
82. **[Deep Representation Learning with Target Coding ↗](https://doi.org/10.1609/aaai.v29i1.9796)**Shuo Yang, Ping Luo, Chen Change Loy et al.*66 citations*
83. **[FACES: Diversity-Aware Entity Summarization Using Incremental Hierarchical Conceptual Clustering ↗](https://doi.org/10.1609/aaai.v29i1.9180)**Kalpa Gunaratna, Krishnaprasad Thirunarayan, Amit Sheth*65 citations*
84. **[A Closed Form Solution to Multi-View Low-Rank Regression ↗](https://doi.org/10.1609/aaai.v29i1.9461)**Shuai Zheng, Xiao Cai, Chris H. Q. Ding et al.*63 citations*
85. **[Contrastive Unsupervised Word Alignment with Non-Local Features ↗](https://doi.org/10.1609/aaai.v29i1.9508)**Yang Liu, Maosong Sun*61 citations*
86. **[FutureMatch: Combining Human Value Judgments and Machine Learning to Match in Dynamic Environments ↗](https://doi.org/10.1609/aaai.v29i1.9239)**John P. Dickerson, Tüomas Sandholm*61 citations*
87. **[Going Beyond Literal Command-Based Instructions: Extending Robotic Natural Language Interaction Capabilities ↗](https://doi.org/10.1609/aaai.v29i1.9377)**Tom Williams, Gordon Briggs, Bradley Oosterveld et al.*61 citations*
88. **[Massively Parallel A* Search on a GPU ↗](https://doi.org/10.1609/aaai.v29i1.9367)**Yichao Zhou, Jianyang Zeng*61 citations*
89. **[Sparse Deep Stacking Network for Image Classification ↗](https://doi.org/10.1609/aaai.v29i1.9786)**Jun Li, Heyou Chang, Jian Jun Yang*60 citations*
90. **[Approximate Linear Programming for Constrained Partially Observable Markov Decision Processes ↗](https://doi.org/10.1609/aaai.v29i1.9655)**Pascal Poupart, Aarti Malhotra, Pei Pei et al.*58 citations*
91. **[Kernel Density Estimation for Text-Based Geolocation ↗](https://doi.org/10.1609/aaai.v29i1.9149)**Mans Hulden, Miikka Silfverberg, Jerid Francom*58 citations*
92. **[Detecting Change Points in the Large-Scale Structure of Evolving Networks ↗](https://doi.org/10.1609/aaai.v29i1.9574)**Leto Peel, Aaron J. Clauset*56 citations*
93. **[From Classical to Consistent Query Answering under Existential Rules ↗](https://doi.org/10.1609/aaai.v29i1.9414)**Thomas Lukasiewicz, María Vanina Martínez, Andréas Pieris et al.*56 citations*
94. **[LARS: A Logic-Based Framework for Analyzing Reasoning over Streams ↗](https://doi.org/10.1609/aaai.v29i1.9408)**Harald Beck, Minh Dao-Tran, Thomas Eiter et al.*56 citations*
95. **[On Machine Learning towards Predictive Sales Pipeline Analytics ↗](https://doi.org/10.1609/aaai.v29i1.9455)**Junchi Yan, Chao Zhang, Hongyuan Zha et al.*56 citations*
96. **[SMT-Based Nonlinear PDDL+ Planning ↗](https://doi.org/10.1609/aaai.v29i1.9646)**Daniel Bryce, Sicun Gao, David J. Musliner et al.*56 citations*
97. **[This Time the Robot Settles for a Cost: A Quantitative Approach to Temporal Logic Planning with Partial Satisfaction ↗](https://doi.org/10.1609/aaai.v29i1.9670)**Morteza Lahijanian, Shaull Almagor, Dror Fried et al.*56 citations*
98. **[Burst Time Prediction in Cascades ↗](https://doi.org/10.1609/aaai.v29i1.9157)**Senzhang Wang, Yan Zhao, Xia Hu et al.*55 citations*
99. **[CORPP: Commonsense Reasoning and Probabilistic Planning, as Applied to Dialog with a Mobile Robot ↗](https://doi.org/10.1609/aaai.v29i1.9385)**Shiqi Zhang, Peter Stone*55 citations*
100. **[On Information Coverage for Location Category Based Point-of-Interest Recommendation ↗](https://doi.org/10.1609/aaai.v29i1.9191)**Xuefeng Chen, Yifeng Zeng, Gao Cong et al.*55 citations*

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