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Publications in 2014

In Journal (refereed)

1. M. Elgendi, P. Bobhate, S. Jain, J. Rutledge, J. Coe, R. Zemp, D. Schuurmans, I. Adatia. "Time-domain analysis of heart sound intensity in children with and without pulmonary artery hypertension: a pilot study using a digital stethoscope". Pulmonary Circulation, 4(4), pp Elgendi, M., Bobhate, P., Jain, S., Rutledge, J., Coe, J. Y., Zemp, R., Schuurmans, D., & Adatia, I. (2014). Time-domain analysis of heart sound intensity in children with and without pulmonary artery hypertension: a pilot study using a digital steth, December 2014. view
2. P. Cao, D. Zhao, O. Zaiane. "Hybrid probabilistic sampling with random subspace for imbalanced data learning". Intelligent Data Analysis: An International Journal, 18(6), pp 1089-1108, November 2014. PDFview
3. L. Wehbe, B. Murphy, P. Talukdar, A. Fyshe, A. Ramdas, T. Mitchell. "Simultaneously Uncovering the Patterns of Brain Regions Involved in Di erent Story Reading Subprocesses". PLoS One, 9(11), pp e112575, November 2014. PDFview
4. W. Tong, R. Goebel, T. Liu, G. Lin. "Approximating the Maximum Multiple RNA Interaction Problem". Theoretical Computer Science, 556, pp 63-70, October 2014. PDFview
5. Y. Xu, G. Li, L. Mou, Y. Lu. "Learning non-taxomomic relations on demand for ontology extension". International Journal of Software Engineering and Knowledge Engineering, 24(8), pp 1159–1175, October 2014. view
6. H. Samuel, O. Zaiane. " A Repository of Codes of Ethics and Technical Standards in Health Informatics". Online Journal of Public Health Informatics, 6(2), September 2014. PDFview
7. Z. Chen, B. Fu, R. Goebel, G. Lin, W. Tong, J. Xu, B. Yang, Z. Zhao, B. Zhu. "On the approximability of the exemplar adjacency number problem for genomes with gene repetitions". Theoretical Computer Science, 550, pp 59-65, September 2014. PDFview
8. C. Castellini, P. Artemiadis, M. Wininger, A. Ajoudani, M. Alimusaj, A. Bicchi, B. Caputo, W. Craelius, S. Dosen, K. Englehart, D. Farina, A. Gijsberts, S. Godfrey, L. Hargrove, M. Ison, T. Kuiken, M. Marković, P. Pilarski, R. Rupp, E. Scheme. "Proceedings of the First Workshop on Peripheral Machine Interfaces: going beyond traditional surface electromyography". Frontiers in Neurorobotics, 8(22), August 2014. view
9. P. Pilarski. "Aligning homeostatic and heterostatic perspectives". Constructivist Foundations, 9(2), pp 213–215, July 2014. view
10. F. Allen, A. Pon, M. Wilson, R. Greiner, D. Wishart. "CFM-ID: A web server for annotation, spectrum prediction and metabolite identification from tandem mass spectra". Nucleic Acids Research (NAR), 42(W1), pp W94-W99, July 2014. PDFview
11. J. Schaeffer, M. Müller, A. Kishimoto. "Go-bot, Go". IEEE Spectrum, 51(7), pp 48-53, July 2014. view
12. S. Adamia, M. Bar-Natan, B. Haibe-Kains, P. Pilarski, C. Bach, S. Pevzner, T. Calimeri, H. Avet-Loiseau, L. Lode, S. Verselis, E. Fox, I. Galinsky, S. Mathews, I. Dagogo-Jack, M. Wadleigh, D. Steensma, G. Motyckova, D. Deangelo, J. Quackenbush, D. Tenen, R. Stone, J. Griffin. "NOTCH2 and FLT3 gene mis-splicing are common events in patients with acute myeloid leukemia (AML): new potential targets in AML". Blood, 123(18), pp 2816–2825, May 2014. view
13. P. Cao, D. Zhao, O. Zaiane. "Ensemble-based hybrid probabilistic sampling for imbalanced data learning in Lung nodule CAD". Computerized Medical Imaging and Graphics, 38(3), pp 137-150, April 2014. PDFview
14. J. Modayil, A. White, R. Sutton. "Multi-timescale Nexting in a Reinforcement Learning Robot". Adaptive Behavior, 22(2), pp 146-160, April 2014. PDFview
15. M. Elgendi, P. Bobhate, S. Jain, L. Guo, J. Rutledge, Y. Coe, R. Zemp, D. Schuurmans, I. Adatia. "Spectral analysis of the heart sounds in children with and without pulmonary artery hypertension". International Journal of Cardiology, 173(1), pp 92-99, April 2014. PDFview
16. S. Adamia, B. Haibe-Kains, P. Pilarski, M. Bar-Natan, S. Pevzner, H. Avet-Loiseau, L. Lode, S. Verselis, E. Fox, J. Burke, I. Galinsky, I. Dagogo-Jack, M. Wadleigh, D. Steensma, G. Motyckova, D. Deangelo, J. Quackenbush, R. Stone, J. Griffin. "A Genome-wide aberrant RNA splicing in patients with acute myeloid leukemia identifies novel potential disease markers and therapeutic targets". Clinical Cancer Research (CCR), 20(5), pp 1135-1145, March 2014. PDFview
17. J. Song, M. Müller. "An Enhanced Solver for the Game of Amazons". IEEE Transactions on Computational Intelligence and AI in Games, 7(1), pp 16-27, March 2014. view
18. O. Wine, C. Hackett, S. Campbell, O. Cabrera-Rivera, I. Buka, O. Zaiane, S. DeVito, A. Osornio-Vargas. "Using Pollutant Release and Transfer Register Data in Human Health Research: A Scoping Review". Environmental Reviews, 22(1), pp 51-65, March 2014. PDFview
19. T. MacKay, N. Bard, M. Bowling, D. Hodgins. "Do pokers players know how good they are? Accuracy of poker skill estimation in online and offline players". Computer in Human Behavior, 31, pp 419-424, February 2014. view
20. W. Shi, T. Yuzuru, R. Goebel. "A new database visualization framework for the automatic construction of nonstandard charts: Declarative definition of recreating the chart of Napoleon's Russa Campaign in 1812". Cartographica, 49(4), pp 241-261, January 2014. view
21. J. Gunther, P. Pilarski, G. Helfrich, H. Shen, K. Diepold. "First Steps Towards an Intelligent Laser Welding Architecture Using Deep Neural Networks and Reinforcement Learning". Procedia Technology, 15, pp 474-483, January 2014. PDFview
22. H. Nakhost, M. Müller. "Towards a Theory of Random Walk Planning: Regress Factors, Fair Homogeneous Graphs, and Extensions". AI Communications, 27(4), pp 329-344, January 2014. PDFview

In Conference (refereed)

23. S. Ravanbakhsh, R. Rabbany, R. Greiner. "Augmentative Message Passing for Traveling Salesman Problem and Graph Partitioning". Neural Information Processing Systems (NIPS), (ed: Zoubin Ghahramani, Max Welling, Corinna Cortes, Neil D. Lawrence, Kilian Q. Weinberger), pp 289-297, December 2014. view
24. K. Deng, R. Greiner, S. Murphy. "Budgeted Learning For Developing Personalized Treatment". International Conference on Machine Learning and Applications (ICMLA), pp 7-14, December 2014. view
25. J. Fagnan, R. Rabbany, M. Takaffoli, E. Verbeek, O. Zaiane. "Community Dynamics: Event and Role Analysis in Social Network Analysis". International Conference on Advanced Data Mining and Applications, Guilin, China, pp 85-97, December 2014. PDFview
26. A. Trabelsi, O. Zaiane. "Mining Contentious Documents Using an Unsupervised Topic Model Based Approach". IEEE International Conference on Data Mining (ICDM), December 2014. PDFview
27. S. Khan, R. Greiner. "Budgeted Transcript Discovery: A Framework For Joint Exploration And Validation Studies". IEEE International Conference on Bioinformatics and Biomedicine , (ed: Huiru Jane Zheng, Werner Dubitzky, Xiaohua Hu, Jin-Kao Hao, Daniel P. Berrar, Kwang-Hyun Cho, Yadong Wang, David R. Gilbert), pp 188-191, November 2014. PDFview
28. B. Saha, A. Saini, N. Ray, R. Greiner, J. Hugh, M. Tambasco. "A Robust Convergence Index Filter for Breast Cancer Cell Segmentation". International Conference on Image Processing, pp 922-926, October 2014. view
29. K. Golmohammadi, O. Zaiane, D. Diaz. "Detecting Stock Market Manipulation using Supervised Learning Algorithms ". International Conference on Data Science and Advanced Analytics, Shanghai, China, October 2014. view
30. N. Sturtevant, J. Orkin, R. Zubek, M. Cook, S. Ware, C. Stith, R. Young, P. Wright, S. Eiserloh, A. Ramirez-Sanabria, V. Bulitko, K. Lord. "Playable Experiences at AIIDE 2014". Artificial Intelligence and Interactive Entertainment Conference (AIIDE), (ed: Ian Horswill, Arnav Jhala), pp 203-209, October 2014. view
31. T. Davis, N. Burch, M. Bowling. "Using response functions to measure strategy strength". National Conference on Artificial Intelligence (AAAI), (ed: Carla E. Brodley, Peter Stone), pp 630-636, October 2014. PDFview
32. J. Li, O. Zaiane, A. Osornio-Vargas. "Discovering Statistical Significant Co-location Rules in Datasets with Extended Spatial Objects". International Conference on Big Data Analytics and Knowledge Discovery (DAWAK), Munich, Germany, September 2014. PDFview
33. C. Sherstan, P. Pilarski. "Multilayer General Value Functions for Robotic Prediction and Control". International Conference on Intelligent Robots and Systems, September 2014. PDFview
34. K. Chan, M. Dawson, A. Edwards, J. Hebert, R. Sutton, P. Pilarski. "Adaptive Switching in Practice: Improving Myoelectric Prosthesis Performance through Reinforcement Learning". Myoelectric Control Symposium, pp 66-70, August 2014. PDFview
35. M. Takaffoli, R. Rabbany, O. Zaiane. "Community Evolution Prediction in Dynamic Social Networks". IEEE/ACM International Conference on Social Networks Analysis and Mining (ASONAM), Beijing, China, August 2014. PDFview
36. A. Koop, A. Kearney, M. Bowling, P. Pilarski. "Dealing with Changing Contexts in Myoelectric Control". Myoelectric Control Symposium, pp 113-116, August 2014. view
37. M. Dawson, C. Sherstan, J. Carey, J. Hebert, P. Pilarski. "Development of the Bento Arm: An Improved Robotic Arm for Myoelectric Training and Research". Myoelectric Control Symposium, pp 57-61, August 2014. view
38. L. Lelis, R. Stern, N. Sturtevant. "Estimating Search Tree Size with Duplicate Detection". Symposium on Combinatorial Search, (ed: Stefan Edelkamp, Roman Barták), pp 114-122, August 2014. PDFview
39. N. Sturtevant, A. Felner, M. Helmert. "Exploiting the Rubik's Cube 12-Edge PDB by Combining Partial Pattern Databases and Bloom Filters". Symposium on Combinatorial Search, (ed: Stefan Edelkamp, Roman Barták), pp 175-183, August 2014. PDFview
40. K. Quinn, O. Zaiane. "Identifying Questions & Requests in Conversation". International C* Conference on Computer Science , Montreal, Canada, August 2014. PDFview
41. M. Lanctot, M. Winands, T. Pepels, N. Sturtevant. "Monte Carlo Tree Search with heuristic evaluations using implicit minimax backups". Computational Intelligence in Games, August 2014. view
42. G. Fan, M. Müller, R. Holte. "Non-Linear Merging Strategies for Merge-and-Shrink Based on Variable Interactions". Symposium on Combinatorial Search, (ed: Stefan Edelkamp, Roman Barták:), pp 53-61, August 2014. PDFview
43. W. Tong, R. Goebel, G. Lin. "On the smoothed heights of Trie and Patricia index trees". International Computing and Combinatorics Conference (COCOON), pp 94-103, August 2014. PDFview
44. N. Sturtevant, V. Bulitko. "Reaching the Goal in Real-Time Heuristic Search: Scrubbing Behavior is Unavoidable". Symposium on Combinatorial Search, (ed: Stefan Edelkamp, Roman Barták), pp 166-174, August 2014. PDFview
45. A. Abnar, M. Takaffoli, R. Rabbany, O. Zaiane. "SSRM: Structural Social Role Mining for Dynamic Social Networks". IEEE/ACM International Conference on Social Networks Analysis and Mining (ASONAM), Beijing, China, August 2014. PDFview
46. J. Fagnan, O. Zaiane, D. Barbosa. "Using Triads to Identify Local Community Structure in Social Networks". IEEE/ACM International Conference on Social Networks Analysis and Mining (ASONAM), Beijing, China, August 2014. PDFview
47. F. Xie, M. Müller, R. Holte. "Adding local exploration to greedy best-first search for satisficing planning". National Conference on Artificial Intelligence (AAAI), (ed: Carla E. Brodley, Peter Stone), pp 2388-2394, July 2014. PDFview
48. F. Mirzazadeh, Y. Guo, D. Schuurmans. "Convex co-embedding". National Conference on Artificial Intelligence (AAAI), pp 1989-1996, July 2014. PDFview
49. G. Sharon, A. Felner, N. Sturtevant. "Exponential Deepening A* for Real-Time Agent-Centered Search". National Conference on Artificial Intelligence (AAAI), (ed: Carla E. Brodley, Peter Stone), pp 871-877, July 2014. PDFview
50. N. Burch, M. Johanson, M. Bowling. "Solving imperfect information games using decomposition". National Conference on Artificial Intelligence (AAAI), (ed: Carla E. Brodley, Peter Stone), pp 602-608, July 2014. PDFview
51. R. Goebel, W. Shi, Y. Tanaka. "The challenge of semantic symmetry in visualization". Information Visualization, pp 27-33, July 2014. view
52. X. Li, J. Sjobergh, R. Goebel. "Towards the identification of consumer trajectories in geo-located search data". Information Visualization, pp 202-210, July 2014. view
53. R. Valenzano, N. Sturtevant, J. Schaeffer. "Worst-Case Solution Quality Analysis When Not Re-Expanding Nodes in Best-First Search". National Conference on Artificial Intelligence (AAAI), (ed: Carla E. Brodley, Peter Stone), pp 885-892, July 2014. PDFview
54. R. Valenzano, N. Sturtevant, J. Schaeffer, F. Xie. "A Comparison of Knowledge-Based GBFS Enhancements and Knowledge-Free Exploration". ICAPS, (ed: Steve A. Chien, Minh Binh Do, Alan Fern, Wheeler Ruml), pp 375-379, June 2014. PDFview
55. A. Trabelsi, O. Zaiane. "A Joint Topic Viewpoint Model for Contention Analysis". International Conference on Application of Natural Language to Information Systems, Montpellier, France, pp 114-125, June 2014. PDFview
56. J. Neufeld, A. Gyorgy, C. Szepesvari, D. Schuurmans. "Adaptive Monte Carlo via bandit allocation". International Conference on Machine Learning (ICML), (ed: Eric P. Xing, Tony Jebara), pp 1944-1952, June 2014. PDFview
57. E. Papalexakis, A. Fyshe, N. Sidiropoulos, P. Talukdar, T. Mitchell, C. Faloutsos. "Good-Enough Brain Model: Challenges, Algorithms and Discoveries in Multi-Subject Experiments". ACM Special Interest Group on Knowledge Discovery and Data Mining (SIGKDD), June 2014. view
58. A. Fyshe, P. Talukdar, B. Murphy, T. Mitchell. "Interpretable Semantic Vectors from a Joint Model of Brain- and Text- Based Meaning". Annual Meeting of the Association for Computational Linguistics (ACL), Baltimore, USA, pp 489–499, June 2014. PDFview
59. J. Wright, K. Leyton-Brown. "Level-0 Meta-Models for Predicting Human Behavior in Games". ACM Conference on Economics and Computation, Palo Alto, USA, (ed: Moshe Babaioff, Vincent Conitzer, David A. Easley), pp 857-873, June 2014. PDFview
60. S. Ravanbakhsh, R. Greiner, B. Frey, C. Srinivasa. "Min-Max Problems on Factor-Graphs". International Conference on Machine Learning (ICML), pp 1035-1043, June 2014. PDFview
61. J. Wen, C. Yu, R. Greiner. "Robust Learning Under Uncertain Test Distributions: Relating Covariate Shift to Model Misspecification". International Conference on Machine Learning (ICML), pp 631-639, June 2014. PDFview
62. F. Xie, M. Müller, R. Holte, T. Imai. "Type-based exploration for satisficing planning with multiple search queues". National Conference on Artificial Intelligence (AAAI), (ed: Carla E. Brodley, Peter Stone), pp 2395-2402, June 2014. view
63. N. Bard, M. Johanson, M. Bowling. "Asymmetric abstractions for adversarial settings". Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), (ed: Ana L. C. Bazzan, Michael N. Huhns, Alessio Lomuscio, Paul Scerri), pp 501-508, May 2014. view
64. M. Pourrajabi, D. Moulavi, R. Campello, A. Zimek, J. Sander, R. Goebel. "Model Selection for Semi-Supervised Clustering". International Conference on Extending Database Technology (EBDT), Athens, Greece, pp 331-342, March 2014. PDFview
65. G. Nicolai, M. Islam, R. Greiner. "Native Language Identification Using Probabilistic Graphical Models". International Conference on Electrical Information and Communication Technology , pp n/a, February 2014. PDFview
66. R. Goebel. "A sketch of a theory of visualization". International Conference on Visualization Theory and Applications, pp 218-221, January 2014. view

In Conference (unrefereed)

67. F. Allen, A. Pon, M. Wilson, R. Greiner, D. Wishart. "CFM-ID: A Web Server for Annotation, Spectrum Prediction and Metabolite Identification from MS/MS". MetaboMeeting, London, England, September 2014. PDFview

In Workshop

68. P. Jin, R. Greiner, M. Wei, G. Haeubl. "Using Survival Prediction Techniques to Learn Consumer-Specific Reservation Price Distributions". NIPS Workshop on Transactional Machine Learning and E-Commerce, pp n/a, December 2014. view
69. R. Rabbany, O. Zaiane, S. ElAtia. "Mining Large Scale Data from National Educational Achievement Test". KDD Workshop on Data Mining for Educational Assessment and Feedback, August 2014. PDFview
70. S. Khan, R. Greiner. "The Budgeted Biomarker Discovery Problem: A Variant of Association Studies". AAAI Workshop on Modern Artificial Intelligence for Health Analytics (MAIHA), AAAI, (ed: Finale Doshi-Velez, David C. Kale, Byron C. Wallace, Jenna Wiens), WS-14-08, pp n/a, June 2014. PDFview
71. A. Trabelsi, O. Zaiane. "Finding Arguing Expressions of Divergent Viewpoints in Online Debates". Language Analysis for Social Media , pp 35-43, April 2014. view

Other Categories

72. P. Cao, O. Zaiane, D. Zhao. " A Measure optimized cost-sensitive learning framework for imbalanced data classification". Biologically-Inspired Techniques for Knowledge Discovery and Data Mining, Advances in Data Mining an, Biologically-Inspired Techniques for Knowledge Discovery and Data Mining, Advances in Data Mining and Database Management Book Series, IGI Global, (ed: Shafiq Alam, Yun Sing Koh, and Gillian Dobbie), pp 1-24, October 2014. PDFview
73. R. Rabbany, S. ElAtia, M. Takaffoli, O. Zaiane. "Collaborative Learning of Students in Online Discussion Forums: A Social Network Analysis Perspective". Series: Studies in Computational Intelligence, Educational Data Mining: Applications and Trends, Springer, (ed: Alejandro Peña-Ayala), 524, pp 1-25, October 2014. PDFview
74. L. Antonie, J. Li, O. Zaiane. "Negative Association Rules". Frequent Pattern Mining, Frequent Pattern Mining, Springer, (ed: Charu Aggarwal, and Jiawei Han), October 2014. PDFview
75. R. Rabbany, M. Takaffoli, J. Fagnan, O. Zaiane, R. Campello. "Relative Validity Criteria for Community Mining Algorithms". Encyclopedia of Social Network Analysis and Mining, Encyclopedia of Social Network Analysis and Mining, Springer, (ed: Reda Alhajj and Jon Rokne), pp 1-18, October 2014. PDFview
76. N. Sturtevant. "The Grid-Based Path-Planning Competition". In Magazine, Artificial Intelligence (Magazine), 35(3), September 2014. PDFview
77. S. Ghiassian. "Using Functional or Structural Magnetic Resonance Images and Personal Characteristic Data to Diagnose ADHD and Autism". MSc Thesis, Computing Science, MSc Thesis, August 2014. view
78. R. Valenzano, H. Nakhost, M. Mueller, J. Schaeffer. "ArvandHerd 2014". The Eighth International Planning Competition, pp 1-5, June 2014. PDFview
79. F. Xie, M. Müller, R. Holte. "Jasper: the art of exploration in greedy best first search". The Eighth International Planning Competition, (ed: M. Vallati, L. Chrpa, and T. McCluskey), pp 39-42, June 2014. PDFview
80. M. Hajiloo. "Assessing the Feasibility of Learning Biomedical Phenotype Patterns Using High-Throughput Omics Profiles". PhD Thesis, January 2014. view
81. S. Vaisipour. "Detecting, correcting, and preventing the batch effects in multi-site data, with a focus on gene expression Microarrays". PhD Thesis, January 2014. PDFview
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