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sameer.bib
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%% This BibTeX bibliography file was created using BibDesk.
%% http://bibdesk.sourceforge.net/
%% Created for Sameer Singh at 2016-11-15 18:30:55 -0800
%% Saved with string encoding Unicode (UTF-8)
@inproceedings{hardt16:equality,
Author = {Hardt, Moritz and Price, Eric and Srebro, Nathan},
Booktitle = {Neural Information Processing Systems (NIPS)},
Date-Added = {2016-11-16 02:30:34 +0000},
Date-Modified = {2016-11-16 02:30:52 +0000},
Title = {Equality of Opportunity in Supervised Learning},
Year = {2016}}
@article{diakopoulos14:algorithmic,
Author = {Diakopoulos, Nicholas},
Date-Added = {2016-11-16 02:22:00 +0000},
Date-Modified = {2016-11-16 02:22:11 +0000},
Journal = {Tow Center for Digital Journalism, Columbia University},
Keywords = {fairness},
Title = {Algorithmic accountability reporting: On the investigation of black boxes},
Year = {2014}}
@inproceedings{lecuyer15:sunlight:,
Author = {Lecuyer, Mathias and Spahn, Riley and Spiliopolous, Yannis and Chaintreau, Augustin and Geambasu, Roxana and Hsu, Daniel},
Booktitle = {SIGSAC Conference on Computer and Communications Security (CCS)},
Date-Added = {2016-11-16 02:18:30 +0000},
Date-Modified = {2016-11-16 02:18:45 +0000},
Organization = {ACM},
Pages = {554--566},
Title = {Sunlight: Fine-grained targeting detection at scale with statistical confidence},
Year = {2015}}
@article{adler16:auditing,
Author = {Adler, Philip and Falk, Casey and Friedler, Sorelle A and Rybeck, Gabriel and Scheidegger, Carlos and Smith, Brandon and Venkatasubramanian, Suresh},
Date-Added = {2016-11-16 02:17:07 +0000},
Date-Modified = {2016-11-16 02:17:32 +0000},
Journal = {arXiv preprint arXiv:1602.07043},
Keywords = {fairness, interpretable machine learning},
Title = {Auditing Black-box Models by Obscuring Features},
Year = {2016}}
@inproceedings{feldman15:certifying,
Acmid = {2783311},
Address = {New York, NY, USA},
Author = {Feldman, Michael and Friedler, Sorelle A. and Moeller, John and Scheidegger, Carlos and Venkatasubramanian, Suresh},
Booktitle = {International Conference on Knowledge Discovery and Data Mining (KDD)},
Date-Added = {2016-11-16 02:15:32 +0000},
Date-Modified = {2016-11-16 02:15:58 +0000},
Doi = {10.1145/2783258.2783311},
Isbn = {978-1-4503-3664-2},
Keywords = {disparate impact, fairness, machine learning},
Location = {Sydney, NSW, Australia},
Numpages = {10},
Pages = {259--268},
Publisher = {ACM},
Title = {Certifying and Removing Disparate Impact},
Url = {http://doi.acm.org/10.1145/2783258.2783311},
Year = {2015},
Bdsk-Url-1 = {http://doi.acm.org/10.1145/2783258.2783311},
Bdsk-Url-2 = {http://dx.doi.org/10.1145/2783258.2783311}}
@article{rosvall10:mapping,
Abstract = {Change is a fundamental ingredient of interaction patterns in biology, technology, the economy, and science itself: Interactions within and between organisms change; transportation patterns by air, land, and sea all change; the global financial flow changes; and the frontiers of scientific research change. Networks and clustering methods have become important tools to comprehend instances of these large-scale structures, but without methods to distinguish between real trends and noisy data, these approaches are not useful for studying how networks change. Only if we can assign significance to the partitioning of single networks can we distinguish meaningful structural changes from random fluctuations. Here we show that bootstrap resampling accompanied by significance clustering provides a solution to this problem. To connect changing structures with the changing function of networks, we highlight and summarize the significant structural changes with alluvial diagrams and realize de Solla Price's vision of mapping change in science: studying the citation pattern between about 7000 scientific journals over the past decade, we find that neuroscience has transformed from an interdisciplinary specialty to a mature and stand-alone discipline.},
Annote = {alluvial diagrams},
Author = {Rosvall, Martin AND Bergstrom, Carl T.},
Date-Added = {2016-11-15 01:24:05 +0000},
Date-Modified = {2016-11-15 01:24:20 +0000},
Doi = {10.1371/journal.pone.0008694},
Journal = {PLOS ONE},
Month = {01},
Number = {1},
Pages = {1-7},
Publisher = {Public Library of Science},
Title = {Mapping Change in Large Networks},
Url = {http://dx.doi.org/10.1371%2Fjournal.pone.0008694},
Volume = {5},
Year = {2010},
Bdsk-Url-1 = {http://dx.doi.org/10.1371%2Fjournal.pone.0008694},
Bdsk-Url-2 = {http://dx.doi.org/10.1371/journal.pone.0008694}}
@inbook{boscarioli14:analyzing,
Address = {Cham},
Author = {Boscarioli, Clodis and Viterbo, Jos{\'e} and Felipe Teixeira, Mateus and R{\"o}hsig, Victor Hugo},
Booktitle = {Human Interface and the Management of Information. Information and Knowledge Design and Evaluation: 16th International Conference, HCI International 2014, Heraklion, Crete, Greece, June 22-27, 2014. Proceedings, Part I},
Date-Added = {2016-11-15 01:21:03 +0000},
Date-Modified = {2016-11-15 01:21:37 +0000},
Doi = {10.1007/978-3-319-07731-4_3},
Editor = {Yamamoto, Sakae},
Isbn = {978-3-319-07731-4},
Publisher = {Springer International Publishing},
Title = {Analyzing HCI Issues in Data Clustering Tools},
Url = {http://dx.doi.org/10.1007/978-3-319-07731-4_3},
Year = {2014},
Bdsk-Url-1 = {http://dx.doi.org/10.1007/978-3-319-07731-4_3}}
@inbook{pampalk02:using,
Address = {Berlin, Heidelberg},
Author = {Pampalk, Elias and Rauber, Andreas and Merkl, Dieter},
Booktitle = {Artificial Neural Networks --- ICANN 2002: International Conference Madrid, Spain, August 28--30, 2002 Proceedings},
Date-Added = {2016-11-15 01:16:51 +0000},
Date-Modified = {2016-11-15 01:16:55 +0000},
Doi = {10.1007/3-540-46084-5_141},
Editor = {Dorronsoro, Jos{\'e} R.},
Isbn = {978-3-540-46084-8},
Pages = {871--876},
Publisher = {Springer Berlin Heidelberg},
Title = {Using Smoothed Data Histograms for Cluster Visualization in Self-Organizing Maps},
Url = {http://dx.doi.org/10.1007/3-540-46084-5_141},
Year = {2002},
Bdsk-Url-1 = {http://dx.doi.org/10.1007/3-540-46084-5_141}}
@article{schaeffer07:survey:,
Acmid = {2296057},
Address = {Amsterdam, The Netherlands, The Netherlands},
Author = {Schaeffer, Satu Elisa},
Date-Added = {2016-11-15 01:13:57 +0000},
Date-Modified = {2016-11-15 01:14:02 +0000},
Doi = {10.1016/j.cosrev.2007.05.001},
Issn = {1574-0137},
Issue_Date = {August, 2007},
Journal = {Comput. Sci. Rev.},
Month = aug,
Number = {1},
Numpages = {38},
Pages = {27--64},
Publisher = {Elsevier Science Publishers B. V.},
Title = {Survey: Graph Clustering},
Url = {http://dx.doi.org/10.1016/j.cosrev.2007.05.001},
Volume = {1},
Year = {2007},
Bdsk-Url-1 = {http://dx.doi.org/10.1016/j.cosrev.2007.05.001}}
@article{kononenko01:machine,
Author = {Igor Kononenko},
Date-Added = {2016-11-15 00:16:04 +0000},
Date-Modified = {2016-11-15 00:16:08 +0000},
Doi = {http://dx.doi.org/10.1016/S0933-3657(01)00077-X},
Issn = {0933-3657},
Journal = {Artificial Intelligence in Medicine},
Keywords = {Kirlian camera},
Number = {1},
Pages = {89 - 109},
Title = {Machine learning for medical diagnosis: history, state of the art and perspective},
Url = {http://www.sciencedirect.com/science/article/pii/S093336570100077X},
Volume = {23},
Year = {2001},
Bdsk-Url-1 = {http://www.sciencedirect.com/science/article/pii/S093336570100077X},
Bdsk-Url-2 = {http://dx.doi.org/10.1016/S0933-3657(01)00077-X}}
@book{berk12:criminal,
Author = {Richard Berk},
Date-Added = {2016-11-15 00:14:18 +0000},
Date-Modified = {2016-11-15 00:35:51 +0000},
Publisher = {Springer Science \& Business Media},
Title = {Criminal Justice Forecasts of Risk: A Machine Learning Approach},
Year = {2012}}
@article{gan13:application,
Author = {Guojun Gan},
Date-Added = {2016-11-15 00:12:57 +0000},
Date-Modified = {2016-11-15 00:13:00 +0000},
Doi = {http://dx.doi.org/10.1016/j.insmatheco.2013.09.021},
Issn = {0167-6687},
Journal = {Insurance: Mathematics and Economics},
Keywords = {Portfolio pricing},
Number = {3},
Pages = {795 - 801},
Title = {Application of data clustering and machine learning in variable annuity valuation},
Url = {http://www.sciencedirect.com/science/article/pii/S0167668713001546},
Volume = {53},
Year = {2013},
Bdsk-Url-1 = {http://www.sciencedirect.com/science/article/pii/S0167668713001546},
Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.insmatheco.2013.09.021}}
@inproceedings{mcmahan13:ad-click,
Author = {H. Brendan McMahan and Gary Holt and D. Sculley and Michael Young and Dietmar Ebner and Julian Grady and Lan Nie and Todd Phillips and Eugene Davydov and Daniel Golovin and Sharat Chikkerur and Dan Liu and Martin Wattenberg and Arnar Mar Hrafnkelsson and Tom Boulos and Jeremy Kubica},
Booktitle = {Proceedings of the 19th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD)},
Date-Added = {2016-11-15 00:09:52 +0000},
Date-Modified = {2016-11-15 00:09:55 +0000},
Title = {Ad Click Prediction: a View from the Trenches},
Year = 2013}
@article{bobadilla13:recommender,
Author = {J. Bobadilla and F. Ortega and A. Hernando and A. Guti{\'e}rrez},
Date-Added = {2016-11-15 00:08:10 +0000},
Date-Modified = {2016-11-15 00:08:14 +0000},
Doi = {http://dx.doi.org/10.1016/j.knosys.2013.03.012},
Issn = {0950-7051},
Journal = {Knowledge-Based Systems},
Keywords = {Cold-start},
Pages = {109 - 132},
Title = {Recommender systems survey},
Url = {http://www.sciencedirect.com/science/article/pii/S0950705113001044},
Volume = {46},
Year = {2013},
Bdsk-Url-1 = {http://www.sciencedirect.com/science/article/pii/S0950705113001044},
Bdsk-Url-2 = {http://dx.doi.org/10.1016/j.knosys.2013.03.012}}
@article{faliagka12:an-integrated,
Author = {Evanthia Faliagka and Athanasios K. Tsakalidis and Giannis Tzimas},
Bibsource = {dblp computer science bibliography, http://dblp.org},
Biburl = {http://dblp.uni-trier.de/rec/bib/journals/intr/FaliagkaTT12},
Date-Added = {2016-11-15 00:06:05 +0000},
Date-Modified = {2016-11-15 00:06:08 +0000},
Doi = {10.1108/10662241211271545},
Journal = {Internet Research},
Number = {5},
Pages = {551--568},
Timestamp = {Thu, 07 Mar 2013 17:29:15 +0100},
Title = {An Integrated E-Recruitment System for Automated Personality Mining and Applicant Ranking},
Url = {http://dx.doi.org/10.1108/10662241211271545},
Volume = {22},
Year = {2012},
Bdsk-Url-1 = {http://dx.doi.org/10.1108/10662241211271545}}
@article{khandani10:consumer,
Abstract = {We apply machine-learning techniques to construct nonlinear nonparametric forecasting models of consumer credit risk. By combining customer transactions and credit bureau data from January 2005 to April 2009 for a sample of a major commercial bank's customers, we are able to construct out-of-sample forecasts that significantly improve the classification rates of credit-card-holder delinquencies and defaults, with linear regression R2's of forecasted/realized delinquencies of 85\%. Using conservative assumptions for the costs and benefits of cutting credit lines based on machine-learning forecasts, we estimate the cost savings to range from 6\% to 25\% of total losses. Moreover, the time-series patterns of estimated delinquency rates from this model over the course of the recent financial crisis suggest that aggregated consumer credit-risk analytics may have important applications in forecasting systemic risk.},
Author = {Khandani, Amir E. and Kim, Adlar J. and Lo, Andrew W.},
Date-Added = {2016-11-15 00:02:43 +0000},
Date-Modified = {2016-11-15 00:02:47 +0000},
Journal = {Journal of Banking \& Finance},
Keywords = {Household behavior Consumer credit risk Credit card borrowing Machine learning Nonparametric estima},
Month = {November},
Number = {11},
Pages = {2767-2787},
Title = {{Consumer credit-risk models via machine-learning algorithms}},
Url = {https://ideas.repec.org/a/eee/jbfina/v34y2010i11p2767-2787.html},
Volume = {34},
Year = 2010,
Bdsk-Url-1 = {https://ideas.repec.org/a/eee/jbfina/v34y2010i11p2767-2787.html}}
@inproceedings{de-sa15:global,
Author = {De Sa, Christopher and Olukotun, Kunle and R{\'e}, Christopher},
Booktitle = {International Conference on Machine Learning (ICML)},
Date-Added = {2016-11-12 20:27:23 +0000},
Date-Modified = {2016-11-12 20:28:15 +0000},
Journal = {arXiv preprint arXiv:1411.1134},
Title = {Global convergence of stochastic gradient descent for some non-convex matrix problems},
Year = {2015}}
@article{he15:deep,
Author = {Kaiming He and Xiangyu Zhang and Shaoqing Ren and Jian Sun},
Date-Added = {2016-10-21 01:04:12 +0000},
Date-Modified = {2016-10-21 01:04:16 +0000},
Journal = {arXiv preprint arXiv:1512.03385},
Title = {Deep Residual Learning for Image Recognition},
Year = {2015}}
@article{riedel16:programming,
Author = {Riedel, Sebastian and Bo{\v{s}}njak, Matko and Rockt{\"a}schel, Tim},
Date-Added = {2016-10-20 21:42:14 +0000},
Date-Modified = {2016-10-20 21:42:48 +0000},
Journal = {arXiv preprint arXiv:1605.06640},
Keywords = {program induction},
Title = {Programming with a Differentiable Forth Interpreter},
Year = {2016}}
@inproceedings{neelakantan2015neural,
Author = {Neelakantan, Arvind and Le, Quoc V and Sutskever, Ilya},
Booktitle = {International Conference on Learning Representations (ICLR)},
Date-Added = {2016-10-20 21:40:26 +0000},
Date-Modified = {2016-10-20 21:40:56 +0000},
Journal = {arXiv preprint arXiv:1511.04834},
Keywords = {program induction},
Title = {Neural programmer: Inducing latent programs with gradient descent},
Year = {2015}}
@phdthesis{mansinghka09:natively,
Author = {Mansinghka, Vikash Kumar},
Date-Added = {2016-10-20 19:15:07 +0000},
Date-Modified = {2016-10-20 19:15:26 +0000},
Keywords = {probabilistic programming},
School = {Massachusetts Institute of Technology},
Title = {Natively probabilistic computation},
Year = {2009}}
@inproceedings{briggs06:functional,
Author = {Briggs, Forrest and O'neill, Melissa},
Booktitle = {Asian-Pacific workshop on Genetic Programming (ASPGP)},
Date-Added = {2016-10-20 19:13:41 +0000},
Date-Modified = {2016-10-20 19:14:09 +0000},
Keywords = {program induction},
Pages = {110--127},
Title = {Functional genetic programming with combinators},
Year = {2006}}
@inproceedings{lakkaraju16:interpretable,
Acmid = {2939874},
Address = {New York, NY, USA},
Author = {Lakkaraju, Himabindu and Bach, Stephen H. and Leskovec, Jure},
Booktitle = {Proceedings of the 22Nd ACM SIGKDD International Conference on Knowledge Discovery and Data Mining},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Doi = {10.1145/2939672.2939874},
Isbn = {978-1-4503-4232-2},
Keywords = {classification, decision sets, interpretable machine learning, submodularity},
Location = {San Francisco, California, USA},
Numpages = {10},
Pages = {1675--1684},
Publisher = {ACM},
Series = {KDD '16},
Title = {Interpretable Decision Sets: A Joint Framework for Description and Prediction},
Url = {http://doi.acm.org/10.1145/2939672.2939874},
Year = {2016},
Bdsk-Url-1 = {http://doi.acm.org/10.1145/2939672.2939874},
Bdsk-Url-2 = {http://dx.doi.org/10.1145/2939672.2939874}}
@article{goyal16:interpreting,
Author = {Yash Goyal and Akrit Mohapatra and Devi Parikh and Dhruv Batra},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Journal = {ICML Workshop on Visualization for Deep Learning},
Keywords = {interpretable machine learning},
Title = {Interpreting Visual Question Answering Models},
Year = {2016}}
@article{krause16:interacting,
Author = {Krause, Josua and Perer, Adam and Ng, Kenney},
Booktitle = {Human Factors in Computing Systems (CHI)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Keywords = {interpretable machine learning},
Title = {Interacting with Predictions: Visual Inspection of Black-box Machine Learning Models},
Year = {2016}}
@article{montavon15:explaining,
Archiveprefix = {ArXiv},
Author = {Gr{\'e}goire Montavon and Sebastian Bach and Alexander Binder and Wojciech Samek and Klaus-Robert M{\"u}ller},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Eprint = {1512.02479},
Month = dec,
Primaryclass = {cs.LG},
Title = {Explaining NonLinear Classification Decisions with Deep Taylor Decomposition},
Year = 2015}
@inproceedings{caruana15:intelligible,
Author = {Caruana, Rich and Lou, Yin and Gehrke, Johannes and Koch, Paul and Sturm, Marc and Elhadad, Noemie},
Booktitle = {Knowledge Discovery and Data Mining (KDD)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Keywords = {interpretable machine learning},
Title = {Intelligible Models for HealthCare: Predicting Pneumonia Risk and Hospital 30-day Readmission},
Year = {2015}}
@inproceedings{karpathy15:deep,
Author = {Andrej Karpathy and Fei{-}Fei Li},
Booktitle = {Computer Vision and Pattern Recognition (CVPR)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Keywords = {interpretable machine learning},
Title = {Deep visual-semantic alignments for generating image descriptions},
Year = {2015}}
@inproceedings{kulesza15:principles,
Author = {Kulesza, Todd and Burnett, Margaret and Wong, Weng-Keen and Stumpf, Simone},
Booktitle = {Intelligent User Interfaces (IUI)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Keywords = {interpretable machine learning},
Title = {Principles of Explanatory Debugging to Personalize Interactive Machine Learning},
Year = {2015}}
@inproceedings{szegedy15:going,
Author = {Christian Szegedy and Wei Liu and Yangqing Jia and Pierre Sermanet and Scott Reed and Dragomir Anguelov and Dumitru Erhan and Vincent Vanhoucke and Andrew Rabinovich},
Booktitle = {Computer Vision and Pattern Recognition (CVPR)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Title = {Going Deeper with Convolutions},
Year = 2015}
@article{kim15:ibcm:,
Author = {Kim, Been and Glassman, Elena and Johnson, Brittney and Shah, Julie},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Keywords = {interpretable machine learning},
Title = {iBCM: Interactive Bayesian Case Model Empowering Humans via Intuitive Interaction},
Year = {2015}}
@article{letham15:interpretable,
Author = {Benjamin Letham and Cynthia Rudin and Tyler H. McCormick and David Madigan},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Journal = {Annals of Applied Statistics},
Keywords = {interpretable machine learning},
Title = {Interpretable classifiers using rules and Bayesian analysis: Building a better stroke prediction model},
Year = {2015}}
@inproceedings{amershi15:modeltracker:,
Author = {Amershi, Saleema and Chickering, Max and Drucker, Steven M. and Lee, Bongshin and Simard, Patrice and Suh, Jina},
Booktitle = {Human Factors in Computing Systems (CHI)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Keywords = {interpretable machine learning},
Title = {ModelTracker: Redesigning Performance Analysis Tools for Machine Learning},
Year = {2015}}
@article{ustun15:supersparse,
Author = {Ustun, Berk and Rudin, Cynthia},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Journal = {Machine Learning},
Keywords = {interpretable machine learning},
Title = {Supersparse linear integer models for optimized medical scoring systems},
Year = {2015}}
@inproceedings{antol15:vqa:,
Author = {Stanislaw Antol and Aishwarya Agrawal and Jiasen Lu and Margaret Mitchell and Dhruv Batra and C. Lawrence Zitnick and Devi Parikh},
Booktitle = {International Conference on Computer Vision (ICCV)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Title = {VQA: Visual Question Answering},
Year = {2015}}
@inproceedings{wang15:falling,
Author = {Fulton Wang and Cynthia Rudin},
Booktitle = {Artificial Intelligence and Statistics (AISTATS)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Keywords = {interpretable machine learning},
Title = {Falling Rule Lists},
Year = {2015}}
@article{wieting15:towards,
Author = {John Wieting and Mohit Bansal and Kevin Gimpel and Karen Livescu},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Journal = {CoRR},
Title = {Towards Universal Paraphrastic Sentence Embeddings},
Volume = {abs/1511.08198},
Year = {2015}}
@inproceedings{xu15:show,
Author = {Xu, Kelvin and Ba, Jimmy and Kiros, Ryan and Cho, Kyunghyun and Courville, Aaron and Salakhutdinov, Ruslan and Zemel, Richard and Bengio, Yoshua},
Booktitle = {International Conference on Machine Learning (ICML)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Keywords = {interpretable machine learning},
Title = {Show, Attend and Tell: Neural Image Caption Generation with Visual Attention},
Year = {2015}}
@article{freitas14:comprehensible,
Acmid = {2594475},
Address = {New York, NY, USA},
Author = {Freitas, Alex A.},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Issn = {1931-0145},
Issue_Date = {June 2013},
Journal = {SIGKDD Explor. Newsl.},
Keywords = {Bayesian network classifiers, decision table, decision tree, monotonicity constraint, nearest neighbors, rule induction},
Month = mar,
Number = {1},
Numpages = {10},
Pages = {1--10},
Publisher = {ACM},
Title = {Comprehensible Classification Models: A Position Paper},
Volume = {15},
Year = {2014}}
@incollection{krause14:submodular,
Author = {Andreas Krause and Daniel Golovin},
Booktitle = {Tractability: Practical Approaches to Hard Problems},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Month = {February},
Publisher = {Cambridge University Press},
Title = {Submodular Function Maximization},
Year = {2014}}
@inproceedings{bansal14:towards,
Author = {Bansal, Aayush and Farhadi, Ali and Parikh, Devi},
Booktitle = {European Conference on Computer Vision (ECCV)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Keywords = {interpretable machine learning},
Title = {Towards Transparent Systems: Semantic Characterization of Failure Modes},
Year = {2014}}
@incollection{kim14:the-bayesian,
Author = {Kim, Been and Rudin, Cynthia and Shah, Julie A},
Booktitle = {Advances in Neural Information Processing Systems 27},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Editor = {Z. Ghahramani and M. Welling and C. Cortes and N.D. Lawrence and K.Q. Weinberger},
Keywords = {interpretable machine learning},
Pages = {1952--1960},
Publisher = {Curran Associates, Inc.},
Title = {The Bayesian Case Model: A Generative Approach for Case-Based Reasoning and Prototype Classification},
Year = {2014}}
@incollection{zhou14:learning,
Author = {Zhou, Bolei and Lapedriza, Agata and Xiao, Jianxiong and Torralba, Antonio and Oliva, Aude},
Booktitle = {Advances in Neural Information Processing Systems 27},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Editor = {Z. Ghahramani and M. Welling and C. Cortes and N. D. Lawrence and K. Q. Weinberger},
Pages = {487--495},
Publisher = {Curran Associates, Inc.},
Title = {Learning Deep Features for Scene Recognition using Places Database},
Year = {2014}}
@inproceedings{zhang14:predicting,
Author = {Peng Zhang and Jiuling Wang and Farhadi, A. and Hebert, M. and Parikh, D.},
Booktitle = {Computer Vision and Pattern Recognition (CVPR)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Title = {Predicting Failures of Vision Systems},
Year = {2014}}
@article{martens14:explaining,
Author = {Martens, David and Provost, Foster},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Journal = {MIS Q.},
Number = {1},
Title = {Explaining Data-driven Document Classifications},
Volume = {38},
Year = {2014}}
@article{groce14:you-are-the-only,
Author = {Groce, Alex and Kulesza, Todd and Zhang, Chaoqiang and Shamasunder, Shalini and Burnett, Margaret and Wong, Weng-Keen and Stumpf, Simone and Das, Shubhomoy and Shinsel, Amber and Bice, Forrest and McIntosh, Kevin},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Journal = {IEEE Trans. Softw. Eng.},
Number = {3},
Title = {You Are the Only Possible Oracle: Effective Test Selection for End Users of Interactive Machine Learning Systems},
Volume = {40},
Year = {2014}}
@misc{lichman13:uci-machine,
Author = {M. Lichman},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Institution = {University of California, Irvine, School of Information and Computer Sciences},
Title = {{UCI} Machine Learning Repository},
Url = {http://archive.ics.uci.edu/ml},
Year = {2013},
Bdsk-Url-1 = {http://archive.ics.uci.edu/ml}}
@incollection{mikolov13:distributed,
Author = {Mikolov, Tomas and Sutskever, Ilya and Chen, Kai and Corrado, Greg S and Dean, Jeff},
Booktitle = {Neural Information Processing Systems (NIPS)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Title = {Distributed Representations of Words and Phrases and their Compositionality},
Year = {2013}}
@article{huysmans11:an-empirical,
Acmid = {1943805},
Address = {Amsterdam, The Netherlands, The Netherlands},
Author = {Huysmans, Johan and Dejaeger, Karel and Mues, Christophe and Vanthienen, Jan and Baesens, Bart},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Doi = {10.1016/j.dss.2010.12.003},
Issn = {0167-9236},
Issue_Date = {April, 2011},
Journal = {Decis. Support Syst.},
Keywords = {Classification, Comprehensibility, Data mining, Decision tables, Knowledge representation; interpretable machine learning},
Month = apr,
Number = {1},
Numpages = {14},
Pages = {141--154},
Publisher = {Elsevier Science Publishers B. V.},
Title = {An Empirical Evaluation of the Comprehensibility of Decision Table, Tree and Rule Based Predictive Models},
Url = {http://dx.doi.org/10.1016/j.dss.2010.12.003},
Volume = {51},
Year = {2011},
Bdsk-Url-1 = {http://dx.doi.org/10.1016/j.dss.2010.12.003}}
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Author = {Baehrens, David and Schroeter, Timon and Harmeling, Stefan and Kawanabe, Motoaki and Hansen, Katja and M\"{u}ller, Klaus-Robert},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-21 00:55:17 +0000},
Journal = {Journal of Machine Learning Research},
Keywords = {interpretable machine learning},
Title = {How to Explain Individual Classification Decisions},
Volume = {11},
Year = {2010}}
@article{strumbelj10:an-efficient,
Author = {Strumbelj, Erik and Kononenko, Igor},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Journal = {Journal of Machine Learning Research},
Title = {An Efficient Explanation of Individual Classifications Using Game Theory},
Volume = {11},
Year = {2010}}
@book{candela09:dataset,
Author = {J. Qui{\~n}onero Candela and M. Sugiyama and A. Schwaighofer and N. D. Lawrence},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:26 +0000},
Publisher = {MIT},
Title = {Dataset Shift in Machine Learning},
Year = {2009}}
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Author = {Omar F. Zaidan and Jason Eisner},
Booktitle = {EMNLP 2008},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Month = {October},
Pages = {31--40},
Title = {Modeling Annotators: {A} Generative Approach to Learning from Annotator Rationales},
Year = {2008}}
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Author = {Druck, Gregory and Mann, Gideon and McCallum, Andrew},
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Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Organization = {ACM},
Pages = {595--602},
Title = {Learning from labeled features using generalized expectation criteria},
Year = {2008}}
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Author = {Patel, Kayur and Fogarty, James and Landay, James A. and Harrison, Beverly},
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Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Title = {Investigating Statistical Machine Learning As a Tool for Software Development},
Year = {2008}}
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Author = {John Blitzer and Mark Dredze and Fernando Pereira},
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Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Title = {Biographies, Bollywood, Boom-boxes and Blenders: Domain Adaptation for Sentiment Classification},
Year = {2007}}
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Acmid = {1547664},
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Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Isbn = {978-1-4244-0831-3},
Numpages = {10},
Pages = {801--810},
Publisher = {IEEE Computer Society},
Series = {ICDEW '07},
Title = {A Survey of Explanations in Recommender Systems},
Year = {2007}}
@inproceedings{lee06:efficient,
Author = {Su{-}In Lee and Honglak Lee and Pieter Abbeel and Andrew Y. Ng},
Bibsource = {dblp computer science bibliography, http://dblp.org},
Biburl = {http://dblp.uni-trier.de/rec/bib/conf/aaai/LeeLAN06},
Booktitle = {The Twenty-First National Conference on Artificial Intelligence and the Eighteenth Innovative Applications of Artificial Intelligence Conference, July 16-20, 2006, Boston, Massachusetts, {USA}},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Pages = {401--408},
Timestamp = {Mon, 19 Mar 2012 18:06:04 +0100},
Title = {Efficient {L1} Regularized Logistic Regression},
Year = {2006}}
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Author = {Bradley Efron and Trevor Hastie and Iain Johnstone and Robert Tibshirani},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Journal = {Annals of Statistics},
Pages = {407--499},
Title = {Least angle regression},
Volume = {32},
Year = {2004}}
@article{dzindolet03:the-role,
Author = {Dzindolet, Mary T. and Peterson, Scott A. and Pomranky, Regina A. and Pierce, Linda G. and Beck, Hall P.},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:53:04 +0000},
Journal = {Int. J. Hum.-Comput. Stud.},
Keywords = {interpretable machine learning},
Number = {6},
Title = {The Role of Trust in Automation Reliance},
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Year = {2003}}
@inproceedings{klemmer02:where,
Acmid = 503378,
Address = {New York, NY, USA},
Author = {Klemmer, Scott R. and Thomsen, Michael and Phelps-Goodman, Ethan and Lee, Robert and Landay, James A.},
Booktitle = {SIGCHI Conference on Human Factors in Computing Systems},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Isbn = {1-58113-453-3},
Keywords = {CSCW, activity capture, design rationale, history management, informal interfaces, sketching, tangible UI, web design},
Location = {Minneapolis, Minnesota, USA},
Numpages = 8,
Pages = {1--8},
Publisher = {ACM},
Series = {CHI '02},
Title = {Where Do Web Sites Come from?: Capturing and Interacting with Design History},
Year = 2002}
@book{hastie01:the-elements,
Author = {Hastie, Trevor and Tibshirani, Robert and Friedman, Jerome},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Publisher = {Springer New York Inc.},
Title = {The Elements of Statistical Learning},
Year = 2001}
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Acmid = {347107},
Address = {New York, NY, USA},
Author = {Domingos, Pedro and Hulten, Geoff},
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Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Doi = {10.1145/347090.347107},
Isbn = {1-58113-233-6},
Keywords = {Hoeffding bounds, decision trees, disk-based algorithms, incremental learning, subsampling},
Location = {Boston, Massachusetts, USA},
Numpages = {10},
Pages = {71--80},
Publisher = {ACM},
Series = {KDD '00},
Title = {Mining High-speed Data Streams},
Url = {http://doi.acm.org/10.1145/347090.347107},
Year = {2000},
Bdsk-Url-1 = {http://doi.acm.org/10.1145/347090.347107},
Bdsk-Url-2 = {http://dx.doi.org/10.1145/347090.347107}}
@inproceedings{herlocker00:explaining,
Author = {Herlocker, Jonathan L. and Konstan, Joseph A. and Riedl, John},
Booktitle = {Conference on Computer Supported Cooperative Work (CSCW)},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Title = {Explaining Collaborative Filtering Recommendations},
Year = {2000}}
@article{feige98:a-threshold,
Author = {Feige, Uriel},
Date-Added = {2016-10-20 18:31:01 +0000},
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Year = {1998}}
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Date-Added = {2016-10-20 18:31:01 +0000},
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Keywords = {interpretable machine learning},
Pages = {24--30},
Publisher = {Morgan Kaufmann Publishers},
Title = {Extracting tree-structured representations of trained networks},
Year = {1996}}
@inproceedings{friedman96:lazy,
Acmid = {1892982},
Author = {Friedman, Jerome H.},
Booktitle = {Proceedings of the Thirteenth National Conference on Artificial Intelligence - Volume 1},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Isbn = {0-262-51091-X},
Location = {Portland, Oregon},
Numpages = {8},
Pages = {717--724},
Publisher = {AAAI Press},
Series = {AAAI'96},
Title = {Lazy Decision Trees},
Url = {http://dl.acm.org/citation.cfm?id=1892875.1892982},
Year = {1996},
Bdsk-Url-1 = {http://dl.acm.org/citation.cfm?id=1892875.1892982}}
@article{dreyfus92:what,
Author = {Dreyfus, Hubert L. and Dreyfus, Stuart E.},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
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Title = {What Artificial Experts Can and Cannot Do},
Volume = {6},
Year = {1992}}
@article{efron79:bootstrap,
Author = {Efron, B.},
Date-Added = {2016-10-20 18:31:01 +0000},
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Number = {1},
Pages = {1--26},
Publisher = {The Institute of Mathematical Statistics},
Title = {Bootstrap Methods: Another Look at the Jackknife},
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Volume = {7},
Year = {1979},
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@book{newell72:human,
Author = {Newell, Allen},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Publisher = {Prentice-Hall, Inc.},
Title = {Human Problem Solving},
Year = {1972}}
@article{hoeffding63:probability,
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Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Journal = {Journal of the American Statistical Association},
Pages = {13--30},
Title = {Probability inequalities for sums of bounded random variables},
Year = 1963}
@misc{miller56:the-magical,
Author = {George Miller},
Date-Added = {2016-10-20 18:31:01 +0000},
Date-Modified = {2016-10-20 18:31:27 +0000},
Journal = {The Psychological Review},
Keywords = {perception, cognition, discrimination, categorization, chunking, coding, memory, language, absolute judgment, relative judgment, information processing, information limits, resources, attention},
Pages = {81--97},
Title = {The Magical Number Seven, Plus or Minus Two: Some Limits on Our Capacity for Processing Information},
Volume = {63},
Year = {1956}}
@inproceedings{liang10:learning,
Author = {Liang, Percy and Jordan, Michael I and Klein, Dan},
Booktitle = {International Conference on Machine Learning (ICML)},
Date-Added = {2016-10-20 18:21:37 +0000},
Date-Modified = {2016-10-20 18:22:06 +0000},
Keywords = {program induction},
Pages = {639--646},
Title = {Learning programs: A hierarchical Bayesian approach},
Year = {2010}}
@article{manna80:a-deductive,
Author = {Manna, Zohar and Waldinger, Richard},
Date-Added = {2016-10-20 18:17:33 +0000},
Date-Modified = {2016-10-20 18:17:53 +0000},
Journal = {ACM Transactions on Programming Languages and Systems (TOPLAS)},
Keywords = {program induction},
Number = {1},
Pages = {90--121},
Publisher = {ACM},
Title = {A deductive approach to program synthesis},
Volume = {2},
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Author = {Gaunt, Alexander L and Brockschmidt, Marc and Singh, Rishabh and Kushman, Nate and Kohli, Pushmeet and Taylor, Jonathan and Tarlow, Daniel},
Date-Added = {2016-10-20 18:12:55 +0000},
Date-Modified = {2016-10-20 18:15:02 +0000},
Journal = {arXiv preprint arXiv:1608.04428},
Keywords = {probabilistic programming, program induction},
Title = {TerpreT: A Probabilistic Programming Language for Program Induction},
Year = {2016}}
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Date-Added = {2016-09-29 00:14:29 +0000},
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Title = {Closing the Loop: Fast, Interactive Semi-Supervised Annotation With Queries on Features and Instances},
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Title = {Active Learning},
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Title = {Leakage in Data Mining: Formulation, Detection, and Avoidance},
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Title = {Hidden Technical Debt in Machine Learning Systems},
Year = {2015}}
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Booktitle = {Advances in Neural Information Processing Systems 27},
Date-Added = {2016-08-10 10:56:17 +0000},
Date-Modified = {2016-08-10 10:56:19 +0000},
Editor = {Z. Ghahramani and M. Welling and C. Cortes and N.D. Lawrence and K.Q. Weinberger},
Pages = {2204--2212},
Publisher = {Curran Associates, Inc.},
Title = {Recurrent Models of Visual Attention},
Url = {http://papers.nips.cc/paper/5542-recurrent-models-of-visual-attention.pdf},
Year = {2014},
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Author = {Sutskever, Ilya and Vinyals, Oriol and Le, Quoc V},
Booktitle = {Advances in Neural Information Processing Systems 27},
Date-Added = {2016-08-10 10:42:53 +0000},
Date-Modified = {2016-08-10 10:42:56 +0000},
Editor = {Z. Ghahramani and M. Welling and C. Cortes and N. D. Lawrence and K. Q. Weinberger},
Pages = {3104--3112},
Publisher = {Curran Associates, Inc.},
Title = {Sequence to Sequence Learning with Neural Networks},
Url = {http://papers.nips.cc/paper/5346-sequence-to-sequence-learning-with-neural-networks.pdf},
Year = {2014},
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Date-Added = {2016-08-10 10:41:22 +0000},
Date-Modified = {2016-08-10 10:42:07 +0000},
Title = {LSTM CCG Parsing},
Year = {2016}}
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Date-Added = {2016-08-10 10:38:17 +0000},
Date-Modified = {2016-08-10 10:38:20 +0000},
Month = {August},
Pages = {178--186},
Publisher = {Association for Computational Linguistics},
Title = {Abstract Meaning Representation for Sembanking},
Url = {http://www.aclweb.org/anthology/W13-2322},
Year = {2013},
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Acmid = {1246450},
Address = {Cambridge, MA, USA},
Author = {Hochreiter, Sepp and Schmidhuber, J\"{u}rgen},
Date-Added = {2016-08-10 10:35:08 +0000},
Date-Modified = {2016-08-10 10:35:12 +0000},
Doi = {10.1162/neco.1997.9.8.1735},
Issn = {0899-7667},
Issue_Date = {November 15, 1997},
Journal = {Neural Comput.},
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Numpages = {46},
Pages = {1735--1780},
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Title = {Long Short-Term Memory},
Url = {http://dx.doi.org/10.1162/neco.1997.9.8.1735},
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Date-Added = {2016-08-10 10:32:43 +0000},
Date-Modified = {2016-08-10 10:32:48 +0000},
Editor = {Hal Daume III},
Journal = {Machine Learning},
Month = {6},
Number = {3},
Pages = {399-431},
Publisher = {Springer},
Title = {Structured Learning with Constrained Conditional Models},
Url = {http://cogcomp.cs.illinois.edu/papers/ChangRaRo12.pdf},
Volume = {88},
Year = {2012},
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Booktitle = {ICML Workshop on Human Interpretability in Machine Learning (WHI)},
Date-Added = {2016-08-10 10:16:46 +0000},
Date-Modified = {2016-08-10 10:17:18 +0000},
Title = {{European Union} regulations on algorithmic decision-making and a "right to explanation"},
Year = {2016}}
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Author = {Marco Tulio Ribeiro and Sameer Singh and Carlos Guestrin},
Booktitle = {Demo at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
Date-Added = {2016-08-10 09:56:50 +0000},