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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 2011: all accepted papers

323 papers · page 1 of 4 · the most cited first · [← Proceedings of the AAAI Conference on Artificial Intelligence 2011](https://md.research.elamur.ai/free/en/venues/proceedings-of-the-aaai-conference-on-artificial-intelligence/2011/)

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1. **[Understanding Natural Language Commands for Robotic Navigation and Mobile Manipulation ↗](https://doi.org/10.1609/aaai.v25i1.7979)**Stefanie Tellex, Thomas Kollar, Steven Dickerson et al.*650 citations*
2. **[Learning to Interpret Natural Language Navigation Instructions from Observations ↗](https://doi.org/10.1609/aaai.v25i1.7974)**David L. Chen, Raymond J. Mooney*426 citations*
3. **[Online Graph Pruning for Pathfinding On Grid Maps ↗](https://doi.org/10.1609/aaai.v25i1.7994)**Daniel Harabor, Alban Grastien*398 citations*
4. **[Heterogeneous Transfer Learning for Image Classification ↗](https://doi.org/10.1609/aaai.v25i1.8090)**Yin Feng Zhu, Yuqiang Chen, Zhongqi Lu et al.*378 citations*
5. **[Large Scale Spectral Clustering with Landmark-Based Representation ↗](https://doi.org/10.1609/aaai.v25i1.7900)**Xinlei Chen, Deng Cai*378 citations*
6. **[Simulated Annealing Based Influence Maximization in Social Networks ↗](https://doi.org/10.1609/aaai.v25i1.7838)**Qingye Jiang, Guojie Song, Cong Gao et al.*288 citations*
7. **[Value Function Approximation in Reinforcement Learning Using the Fourier Basis ↗](https://doi.org/10.1609/aaai.v25i1.7903)**George Konidaris, Sarah Osentoski, Philip S. Thomas*267 citations*
8. **[Can Collective Sentiment Expressed on Twitter Predict Political Elections? ↗](https://doi.org/10.1609/aaai.v25i1.8065)**Jessica Chung, Eni Mustafaraj*197 citations*
9. **[Efficient Energy-Optimal Routing for Electric Vehicles ↗](https://doi.org/10.1609/aaai.v25i1.7803)**Martin Sachenbacher, Martin Leucker, Andreas Artmeier et al.*176 citations*
10. **[The Stock Sonar — Sentiment Analysis of Stocks Based on a Hybrid Approach ↗](https://doi.org/10.1609/aaai.v25i2.18854)**Ronen Feldman, Benjamin L. Rosenfeld, Roy Bar-Haim et al.*149 citations*
11. **[Semantic Relatedness Using Salient Semantic Analysis ↗](https://doi.org/10.1609/aaai.v25i1.7971)**Samer Hassan, Rada F. Mihalcea*141 citations*
12. **[Optimal Route Planning for Electric Vehicles in Large Networks ↗](https://doi.org/10.1609/aaai.v25i1.7991)**Jochen Eisner, Stefan Funke, Sabine Storandt*139 citations*
13. **[Composite Social Network for Predicting Mobile Apps Installation ↗](https://doi.org/10.1609/aaai.v25i1.7950)**Wei Pan, Nadav Aharony, Alex Pentland*107 citations*
14. **[Understanding User Migration Patterns in Social Media ↗](https://doi.org/10.1609/aaai.v25i1.8089)**Shamanth Kumar, Reza Zafarani, Huan Liu*100 citations*
15. **[A Feasible Nonconvex Relaxation Approach to Feature Selection ↗](https://doi.org/10.1609/aaai.v25i1.7921)**Cuixia Gao, Naiyan Wang, Qi Yu et al.*99 citations*
16. **[Transfer Learning for Multiple-Domain Sentiment Analysis — Identifying Domain Dependent/Independent Word Polarity ↗](https://doi.org/10.1609/aaai.v25i1.8081)**Yasuhisa Yoshida, Tsutomu Hirao, Tomoharu Iwata et al.*99 citations*
17. **[Coordinated Multi-Agent Reinforcement Learning in Networked Distributed POMDPs ↗](https://doi.org/10.1609/aaai.v25i1.7886)**Chongjie Zhang, Victor Lesser*97 citations*
18. **[Nonnegative Spectral Clustering with Discriminative Regularization ↗](https://doi.org/10.1609/aaai.v25i1.7922)**Yi Ping Yang, Heng Tao Shen, Feiping Nie et al.*96 citations*
19. **[A Scalable Tree-Based Approach for Joint Object and Pose Recognition ↗](https://doi.org/10.1609/aaai.v25i1.7986)**Kevin Lai, Liefeng Bo, Xiaofeng Ren et al.*92 citations*
20. **[Optimal Envy-Free Cake Cutting ↗](https://doi.org/10.1609/aaai.v25i1.7874)**Yuga J. Cohler, John K. Lai, David C. Parkes et al.*89 citations*
21. **[Controlling Selection Bias in Causal Inference ↗](https://doi.org/10.1609/aaai.v25i1.8056)**Elias Bareinboim, Judea Pearl*84 citations*
22. **[CosTriage: A Cost-Aware Triage Algorithm for Bug Reporting Systems ↗](https://doi.org/10.1609/aaai.v25i1.7839)**Jin-woo Park, Mu-Woong Lee, Jin-Han Kim et al.*81 citations*
23. **[Analyzing and Predicting Not-Answered Questions in Community-based Question Answering Services ↗](https://doi.org/10.1609/aaai.v25i1.8082)**Lichun Yang, Shenghua Bao, Qingliang Lin et al.*79 citations*
24. **[Efficient Subspace Segmentation via Quadratic Programming ↗](https://doi.org/10.1609/aaai.v25i1.7892)**Shusen Wang, Xiao–Tong Yuan, Tiansheng Yao et al.*79 citations*
25. **[Trust Transitivity in Complex Social Networks ↗](https://doi.org/10.1609/aaai.v25i1.8087)**Guanfeng Liu, Yan Wang, Mehmet Ali Orgun*79 citations*
26. **[A Distributed Anytime Algorithm for Dynamic Task Allocation in Multi-Agent Systems ↗](https://doi.org/10.1609/aaai.v25i1.7866)**Kathryn Macarthur, Ruben Stranders, Sarvapali D. Ramchurn et al.*78 citations*
27. **[Commonsense Causal Reasoning Using Millions of Personal Stories ↗](https://doi.org/10.1609/aaai.v25i1.8072)**Andrew S. Gordon, Cosmin Adrian Bejan, Kenji Sagae*77 citations*
28. **[Preferred Explanations: Theory and Generation via Planning ↗](https://doi.org/10.1609/aaai.v25i1.7845)**Shirin Sohrabi, Jorge A. Baier, Sheila A. McIlraith*76 citations*
29. **[Dominating Manipulations in Voting with Partial Information ↗](https://doi.org/10.1609/aaai.v25i1.7879)**Vincent Conitzer, Toby Walsh, Lirong Xia*75 citations*
30. **[Complexity of and Algorithms for Borda Manipulation ↗](https://doi.org/10.1609/aaai.v25i1.7873)**Jessica Davies, George Katsirelos, Nina Narodytska et al.*74 citations*
31. **[Core-Guided Binary Search Algorithms for Maximum Satisfiability ↗](https://doi.org/10.1609/aaai.v25i1.7822)**Federico Heras, António Morgado, João P. Marques-Silva*72 citations*
32. **[Artificial Intelligence for Artificial Artificial Intelligence ↗](https://doi.org/10.1609/aaai.v25i1.8096)**Peng Dai, Mausam Mausam, Daniel S. Weld*67 citations*
33. **[Transfer Learning by Structural Analogy ↗](https://doi.org/10.1609/aaai.v25i1.7907)**Huayan Wang, Qiang Yang*67 citations*
34. **[Learning Structured Embeddings of Knowledge Bases ↗](https://doi.org/10.1609/aaai.v25i1.7917)**Antoine Bordes, Jason Weston, Ronan Collobert et al.*66 citations*
35. **[Transportability of Causal and Statistical Relations: A Formal Approach ↗](https://doi.org/10.1609/aaai.v25i1.7861)**Judea Pearl, Elias Bareinboim*65 citations*
36. **[Trajectory Regression on Road Networks ↗](https://doi.org/10.1609/aaai.v25i1.7855)**Tsuyoshi Idé, Masashi Sugiyama*64 citations*
37. **[Autonomous Skill Acquisition on a Mobile Manipulator ↗](https://doi.org/10.1609/aaai.v25i1.7982)**George Konidaris, Scott Kuindersma, Roderic A. Grupen et al.*63 citations*
38. **[Improving Semi-Supervised Support Vector Machines Through Unlabeled Instances Selection ↗](https://doi.org/10.1609/aaai.v25i1.7920)**Yu-Feng Li, Zhi‐Hua Zhou*63 citations*
39. **[Modeling Player Retention in Madden NFL 11 ↗](https://doi.org/10.1609/aaai.v25i2.18864)**Ben G. Weber, Michael John, Michael Mateas et al.*62 citations*
40. **[Risk-Averse Strategies for Security Games with Execution and Observational Uncertainty ↗](https://doi.org/10.1609/aaai.v25i1.7862)**Zhengyu Yin, Manish Jain, Milind Tambe et al.*61 citations*
41. **[Block A*: Database-Driven Search with Applications in Any-Angle Path-Planning ↗](https://doi.org/10.1609/aaai.v25i1.7813)**Peter Yap, NEIL R. BURCH, Robert C. Holte et al.*60 citations*
42. **[Selective Transfer Between Learning Tasks Using Task-Based Boosting ↗](https://doi.org/10.1609/aaai.v25i1.7932)**Eric Eaton, Marie Ellen Desjardins*60 citations*
43. **[Constrained Coalition Formation ↗](https://doi.org/10.1609/aaai.v25i1.7888)**Talal Rahwan, Tomasz Michalak, Edith Elkind et al.*59 citations*
44. **[Incorporating Boosted Regression Trees into Ecological Latent Variable Models ↗](https://doi.org/10.1609/aaai.v25i1.7801)**Rebecca Hutchinson, Liping Liu, Thomas G. Dietterich*58 citations*
45. **[Identifying Evaluative Sentences in Online Discussions ↗](https://doi.org/10.1609/aaai.v25i1.7966)**Zhongwu Zhai, Bing Liu, Lei Zhang et al.*57 citations*
46. **[Exploiting Problem Symmetries in State-Based Planners ↗](https://doi.org/10.1609/aaai.v25i1.8014)**Nir Pochter, Aviv Zohar, Jeffrey S. Rosenschein*56 citations*
47. **[A Machine Learning Based System for Semi-Automatically Redacting Documents ↗](https://doi.org/10.1609/aaai.v25i2.18851)**Chad Cumby, Rayid Ghani*55 citations*
48. **[An Online Spectral Learning Algorithm for Partially Observable Nonlinear Dynamical Systems ↗](https://doi.org/10.1609/aaai.v25i1.7924)**Byron Boots, Geoffrey J. Gordon*55 citations*
49. **[Decentralised Control of Micro-Storage in the Smart Grid ↗](https://doi.org/10.1609/aaai.v25i1.7797)**Thomas Voice, Perukrishnen Vytelingum, Sarvapali D. Ramchurn et al.*55 citations*
50. **[Refinement of Strong Stackelberg Equilibria in Security Games ↗](https://doi.org/10.1609/aaai.v25i1.7864)**Bo An, Milind Tambe, Fernando Ordóñez et al.*54 citations*
51. **[Stochastic Model Predictive Controller for the Integration of Building Use and Temperature Regulation ↗](https://doi.org/10.1609/aaai.v25i1.7802)**Alie El‐Din Mady, Gregory M. Provan, Conor Ryan et al.*54 citations*
52. **[OASIS: Online Active Semi-Supervised Learning ↗](https://doi.org/10.1609/aaai.v25i1.7910)**Andrew B. Goldberg, Xiaojin Zhu, Alex Furger et al.*53 citations*
53. **[Inner Regions and Interval Linearizations for Global Optimization ↗](https://doi.org/10.1609/aaai.v25i1.7817)**Gilles Trombettoni, Ignacio A. Araya, Bertrand Neveu et al.*51 citations*
54. **[Abductive Markov Logic for Plan Recognition ↗](https://doi.org/10.1609/aaai.v25i1.8018)**Parag Singla, Raymond J. Mooney*50 citations*
55. **[Learned Behaviors of Multiple Autonomous Agents in Smart Grid Markets ↗](https://doi.org/10.1609/aaai.v25i1.7810)**Prashant P. Reddy, Manuela Veloso*50 citations*
56. **[Multi-Task Learning in Heterogeneous Feature Spaces ↗](https://doi.org/10.1609/aaai.v25i1.7909)**Yu Zhang, Dit‐Yan Yeung*50 citations*
57. **[Higher-Order Description Logics for Domain Metamodeling ↗](https://doi.org/10.1609/aaai.v25i1.7857)**Giuseppe De Giacomo, Maurizio Lenzerini B, Riccardo Rosati*49 citations*
58. **[An Algebraic Prolog for Reasoning about Possible Worlds ↗](https://doi.org/10.1609/aaai.v25i1.7852)**Angelika Kimmig, Guy Van den Broeck, Luc De Raedt*48 citations*
59. **[Commitment to Correlated Strategies ↗](https://doi.org/10.1609/aaai.v25i1.7875)**Vincent Conitzer, Dmytro Korzhyk*48 citations*
60. **[Detecting Falls with Location Sensors and Accelerometers ↗](https://doi.org/10.1609/aaai.v25i2.18857)**Mitja Luštrek, Hristijan Gjoreski, Simon Kozina et al.*48 citations*
61. **[Effective End-User Interaction with Machine Learning ↗](https://doi.org/10.1609/aaai.v25i1.7964)**Saleema Amershi, James A. Fogarty, Ashish Kapoor et al.*46 citations*
62. **[Learning a Kernel for Multi-Task Clustering ↗](https://doi.org/10.1609/aaai.v25i1.7914)**Quanquan Gu, Zhenhui Li, Jiawei Han*46 citations*
63. **[Enforcing Liveness in Autonomous Traffic Management ↗](https://doi.org/10.1609/aaai.v25i1.7807)**Tsz-Chiu Au, Neda Shahidi, Peter Stone*45 citations*
64. **[Sparse Group Restricted Boltzmann Machines ↗](https://doi.org/10.1609/aaai.v25i1.7923)**Heng Luo, Ruimin Shen, Changyong Niu et al.*43 citations*
65. **[Generating Diverse Plans Using Quantitative and Qualitative Plan Distance Metrics ↗](https://doi.org/10.1609/aaai.v25i1.8006)**Alexandra Coman, Héctor Muñoz‐Avila*42 citations*
66. **[Linear Discriminant Analysis: New Formulations and Overfit Analysis ↗](https://doi.org/10.1609/aaai.v25i1.7926)**Dijun Luo, Chris H. Q. Ding, Heng Huang*42 citations*
67. **[Memory-Efficient Dynamic Programming for Learning Optimal Bayesian Networks ↗](https://doi.org/10.1609/aaai.v25i1.8024)**Brandon Malone, Changhe Yuan, Eric A. Hansen*42 citations*
68. **[WikiSimple: Automatic Simplification of Wikipedia Articles ↗](https://doi.org/10.1609/aaai.v25i1.7967)**Kristian Woodsend, Mirella Lapata*39 citations*
69. **[Anytime Nonparametric A* ↗](https://doi.org/10.1609/aaai.v25i1.7819)**Jur van den Berg, Rajat Shah, Arthur J. Y. Huang et al.*38 citations*
70. **[How to Calibrate the Scores of Biased Reviewers by Quadratic Programming ↗](https://doi.org/10.1609/aaai.v25i1.7847)**Magnus Roos, Jörg Rothe, Björn Scheuermann*38 citations*
71. **[A Large-Scale Study on Predicting and Contextualizing Building Energy Usage ↗](https://doi.org/10.1609/aaai.v25i1.7806)**J. Zico Kolter, Joseph L Ferreira*37 citations*
72. **[An Empirical Study of Bagging Predictors for Different Learning Algorithms ↗](https://doi.org/10.1609/aaai.v25i1.8026)**Guohua Liang, Xingquan Zhu, Chengqi Zhang*37 citations*
73. **[Euclidean Heuristic Optimization ↗](https://doi.org/10.1609/aaai.v25i1.7815)**David C. Rayner, Michael Bowling, Nathan Sturtevant*37 citations*
74. **[New Expressive Languages for Ontological Query Answering ↗](https://doi.org/10.1609/aaai.v25i1.7957)**Andrea Calı̀, Georg Gottlob, Andréas Pieris*37 citations*
75. **[Automated Abstractions for Patrolling Security Games ↗](https://doi.org/10.1609/aaai.v25i1.7989)**Nicola Basilico, Nicola Gatti*36 citations*
76. **[Deriving a Web-Scale Common Sense Fact Database](https://md.research.elamur.ai/free/en/papers/tandon-2011-deriving-web-scale-common-sense/)**Niket Tandon, Gerard de Melo, Gerhard Weikum*36 citations · our summary*
77. **[Integrating Clustering and Multi-Document Summarization by Bi-Mixture Probabilistic Latent Semantic Analysis (PLSA) with Sentence Bases ↗](https://doi.org/10.1609/aaai.v25i1.7977)**Chao Shen, Tao Li, Chris H. Q. Ding*36 citations*
78. **[Learning Accuracy and Availability of Humans Who Help Mobile Robots ↗](https://doi.org/10.1609/aaai.v25i1.7980)**Stephanie L. Rosenthal, Manuela Veloso, Anind K. Dey*36 citations*
79. **[Self-Aware Traffic Route Planning ↗](https://doi.org/10.1609/aaai.v25i1.7984)**David Wilkie, Jur van den Berg, Ming C. Lin et al.*36 citations*
80. **[Strategic Information Disclosure to People with Multiple Alternatives ↗](https://doi.org/10.1609/aaai.v25i1.7878)**Amos Azaria, Zinovi Rabinovich, Sarit Kraus et al.*36 citations*
81. **[Distributed Constraint Optimization Under Stochastic Uncertainty ↗](https://doi.org/10.1609/aaai.v25i1.7812)**Thomas Léauté, Boi V. Faltings*35 citations*
82. **[Improving Cost-Optimal Domain-Independent Symbolic Planning ↗](https://doi.org/10.1609/aaai.v25i1.8009)**Peter Kissmann, Stefan Edelkamp*35 citations*
83. **[Qualitative Numeric Planning ↗](https://doi.org/10.1609/aaai.v25i1.8013)**Siddharth Srivastava, Shlomo Zilberstein B, Neil Immerman et al.*35 citations*
84. **[A Switching Planner for Combined Task and Observation Planning ↗](https://doi.org/10.1609/aaai.v25i1.8011)**Moritz Göbelbecker, Charles Gretton, Richard Dearden*34 citations*
85. **[Adaptive Large Margin Training for Multilabel Classification ↗](https://doi.org/10.1609/aaai.v25i1.7895)**Yuhong Guo, Dale Schuurmans*34 citations*
86. **[Pushing the Power of Stochastic Greedy Ordering Schemes for Inference in Graphical Models ↗](https://doi.org/10.1609/aaai.v25i1.7828)**Kalev Kask, Andrew E. Gelfand, Lars Otten et al.*33 citations*
87. **[Temporal Dynamics of User Interests in Tagging Systems ↗](https://doi.org/10.1609/aaai.v25i1.8095)**Dawei Yin, Liangjie Hong, Zhenzhen Xue et al.*33 citations*
88. **[Learning Instance Specific Distance for Multi-Instance Classification ↗](https://doi.org/10.1609/aaai.v25i1.7893)**Hua Wang, Feiping Nie, Heng Huang*32 citations*
89. **[Multiagent Patrol Generalized to Complex Environmental Conditions ↗](https://doi.org/10.1609/aaai.v25i1.7988)**Noa Agmon, Daniel Urieli, Peter Stone*32 citations*
90. **[A Modular Consistency Proof for DOLCE ↗](https://doi.org/10.1609/aaai.v25i1.7860)**Oliver Kutz, Till Mossakowski*31 citations*
91. **[Continuous Occupancy Mapping with Integral Kernels ↗](https://doi.org/10.1609/aaai.v25i1.7985)**Simon O’Callaghan, Fabio Tozeto Ramos*31 citations*
92. **[Towards Large-Scale Collaborative Planning: Answering High-Level Search Queries Using Human Computation ↗](https://doi.org/10.1609/aaai.v25i1.8092)**Edith Law, Haoqi Zhang*31 citations*
93. **[Across-Model Collective Ensemble Classification ↗](https://doi.org/10.1609/aaai.v25i1.7934)**Hoda Eldardiry, Jennifer Neville*30 citations*
94. **[Towards Maximizing the Area Under the ROC Curve for Multi-Class Classification Problems ↗](https://doi.org/10.1609/aaai.v25i1.7901)**Ke Tang, Rui Wang, Tianshi Chen*30 citations*
95. **[Towards Practical ABox Abduction in Large OWL DL Ontologies ↗](https://doi.org/10.1609/aaai.v25i1.8070)**Jianfeng Du, Guilin Qi, Yi-Dong Shen et al.*29 citations*
96. **[A Generalised Solution to the Out-of-Sample Extension Problem in Manifold Learning ↗](https://doi.org/10.1609/aaai.v25i1.7908)**Harry Strange, Reyer Zwiggelaar A*28 citations*
97. **[Dynamic Resource Allocation in Conservation Planning ↗](https://doi.org/10.1609/aaai.v25i1.7795)**Daniel Golovin, Andreas Krause, Beth Gardner et al.*28 citations*
98. **[Extensible Automated Constraint Modelling ↗](https://doi.org/10.1609/aaai.v25i1.7820)**Özgür Akgün, Ian Miguel, Christopher Jefferson et al.*28 citations*
99. **[Logistic Methods for Resource Selection Functions and Presence-Only Species Distribution Models ↗](https://doi.org/10.1609/aaai.v25i1.7799)**Steven Phillips, Jane Elith*28 citations*
100. **[Ordinal Regression via Manifold Learning ↗](https://doi.org/10.1609/aaai.v25i1.7937)**Yang Liu, Yan Liu, Keith C. C. Chan*28 citations*

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