Publications

2017

Soha, Rostaminia; Addison, Mayberry; Deepak, Ganesan; Benjamin, Marlin; Jeremy, Gummeson

iLid: Low-power Sensing of Fatigue and Drowsiness Measures on a Computational Eyeglass Journal Article

Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, 1 (2), pp. 23, 2017.

Abstract | BibTeX

Adams, Roy J; Marlin, Benjamin M

Learning Time Series Detection Models from Temporally Imprecise Labels Conference

The 20th International Conference on Artificial Intelligence and Statistics, 2017, (<p>n/a</p>).

Abstract | Links | BibTeX

Dadkhahi, Hamid; Marlin, Benjamin

Learning Tree-Structured Detection Cascades for Heterogeneous Networks of Embedded Devices Proceeding

2017, (<p>To appear.</p>).

Abstract | BibTeX

Dadkhahi, Hamid; Duarte, Marco F; Marlin, Benjamin M

Out-of-Sample Extension for Dimensionality Reduction of Noisy Time Series Journal Article

IEEE Transactions on Image Processing, 26 (11), pp. 5435–5446, 2017.

Abstract | BibTeX

2016

Bernstein, Garrett; Sheldon, Daniel R

Consistently Estimating Markov Chains with Noisy Aggregate Data. Conference

AISTATS, Cadiz, Spain, 2016.

BibTeX

Jacek, Nicholas; Chiu, Meng-Chieh; Marlin, Benjamin; Moss, Eliot J B

Assessing the Limits of Program-Specific Garbage Collection Performance Conference

Programming Language Design and Implementation, 2016, (<p>Distinguished Paper Award</p>).

Abstract | BibTeX

Sadasivam, Rajani Shankar; Cutrona, Sarah L; Kinney, Rebecca L; Marlin, Benjamin M; Mazor, Kathleen M; Lemon, Stephenie C; Houston, Thomas K

Collective-Intelligence Recommender Systems: Advancing Computer Tailoring for Health Behavior Change Into the 21st Century Journal Article

Journal of Medical Internet Research, 18 , 2016, (<p>n/a</p>).

Abstract | Links | BibTeX

Natarajan, Annamalai; Xu, Kevin S; Eriksson, Brian

Detecting Divisions of the Autonomic Nervous System Using Wearables Proceeding

Florida, USA, 2016.

BibTeX

Natarajan, Annamalai; Angarita, Gustavo; Gaiser, Edward; Malison, Robert; Ganesan, Deepak; Marlin, Benjmain M

Domain Adaptation Methods for Improving Lab-to-field Generalization of Cocaine Detection using Wearable ECG Proceeding

Heidelberg, Germany, 2016.

BibTeX

Adams, Roy; Saleheen, Nazir; Thomaz, Edison; Parate, Abhinav; Kumar, Santosh; Marlin, Benjamin

Hierarchical Span-Based Conditional Random Fields for Labeling and Segmenting Events in Wearable Sensor Data Streams Conference

International Conference on Machine Learning, 2016, (<p>n/a</p>).

Abstract | BibTeX

Dadkhahi, Hamid; Saleheen, Nazir; Kumar, Santosh; Marlin, Benjamin

Learning Shallow Detection Cascades for Wearable Sensor-Based Mobile Health Applications Conference

ICML On Device Intelligence Workshop, 2016, (<p>n/a</p>).

Abstract | BibTeX

Nguyen, Thai; Adams, Roy J; Natarajan, Annamalai; Marlin, Benjamin M

Parsing Wireless Electrocardiogram Signals with the CRF-CFG Model Proceeding

2016, (<p>n/a</p>).

Abstract | BibTeX

Winner, Kevin; Sheldon, Daniel

Probabilistic Inference with Generating Functions for Poisson Latent Variable Models Proceeding

Barcelona, Spain, 2016.

BibTeX

2015

Adams, Roy; Thomaz, Edison; Marlin, Benjamin M

Hierarchical Nested CRFs for Segmentation and Labeling of Physiological Time Series Conference

NIPS Workshop: Machine Learning for Healthcare, 2015.

BibTeX

Schein, Aaron; Paisley, John; Blei, David M; Wallach, Hanna

Bayesian poisson tensor factorization for inferring multilateral relations from sparse dyadic event counts Conference

Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, ACM ACM, 2015, (<p>n/a</p>).

Abstract | BibTeX

Kumar, S; others,

Center of excellence for mobile sensor Data-to-Knowledge (MD2K) Journal Article

Journal of the American Medical Informatics Association, 22 , pp. 1137–1142, 2015, (<p>n/a</p>).

Abstract | Links | BibTeX

Mayberry, Addison; Hu, Pan; Tun, Yamin; Smith-Freedman, Duncan; Ganesan, Deepak; Salthouse, Christopher; Marlin, Benjamin M

CIDER: Enabling Robustness-Power Tradeoffs on a Computational Eyeglass Conference

Proceedings of the 21st Annual International Conference on Mobile Computing and Networking, ACM ACM, 2015, (<p>n/a</p>).

Abstract | BibTeX

Li, Steven Cheng-Xian; Marlin, Benjamin

Classification of Sparse and Irregularly Sampled Time Series with Mixtures of Expected Gaussian Kernels and Random Features Journal Article

Proceedings of the 31st Conference on Uncertainty in Artficial Intelligence(UAI-15), 2015, (<p>n/a</p>).

Abstract | BibTeX

Winner, Kevin; Bernstein, Garrett; Sheldon, Dan

Inference in a Partially Observed Queuing Model with Applications in Ecology Conference

Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015, (<p>n/a</p>).

Abstract | BibTeX

Iyengar, Srinivasan; Kalra, Sandeep; Ghosh, Anushree; Irwin, David; Shenoy, Prashant; Marlin, Benjamin

iProgram: Inferring Smart Schedules for Dumb Thermostats Conference

Proceedings of the 2Nd ACM International Conference on Embedded Systems for Energy-Efficient Built Environments, BuildSys textquoteright15 ACM ACM, New York, NY, USA, 2015, ISBN: 978-1-4503-3981-0, (<p>n/a</p>).

Abstract | Links | BibTeX

Sun, Tao; Sheldon, Dan; Kumar, Akshat

Message Passing for Collective Graphical Models Conference

Proceedings of the 32nd International Conference on Machine Learning (ICML-15), 2015, (<p>n/a</p>).

Abstract | BibTeX

Saleheen, Nazir; Sarker, Hillol; Hossain, Syed Monowar; Ali, Amin Ahsan; Chatterjee, Soujanya; Marlin, Benjamin; Kumar, Santosh; al textquoteright, Mustafa; Ertin, Emre

puffMarker: a multi-sensor approach for pinpointing the timing of first lapse in smoking cessation Conference

Proceedings of the 2015 ACM International Joint Conference on Pervasive and Ubiquitous Computing, ACM ACM, 2015, (<p>n/a</p>).

Abstract | BibTeX

Li, Steven Cheng-Xian; Marlin, Benjamin M

Collaborative Multi-Output Gaussian Processes for Collections of Sparse Multivariate Time Series, Conference

NIPS Time Series Workshop, 2015, (<p>n/a</p>).

Abstract | BibTeX

Adams, Roy J; Thomaz, Edison; Marlin, Benjamin M

Hierarchical Nested CRFs for Segmentation and Labeling of Physiological Time Series Conference

NIPS Workshop on Machine Learning in Healthcare, 2015, (<p>n/a</p>).

Abstract | BibTeX

Iyengar, Srinivasan; Kalra, Sandeep; Ghosh, Anushree; Irwin, David; Shenoy, Prashant; Marlin, Benjamin

iProgram: Inferring Smart Schedules for Dumb Thermostats Conference

10th Annual Women in Machine Learning Workshop, 2015, (<p>n/a</p>).

Abstract | BibTeX

Huang, Haibin; Kalogerakis, Evangelos; Marlin, Benjamin

Analysis and synthesis of 3D shape families via deep-learned generative models of surfaces Conference

Symposium on Geometry Processing, 2015, (<p>n/a</p>).

Abstract | Links | BibTeX

2014

Natarajan, Annamalai; Gaiser, Edward; Angarita, Gustavo; Malison, Robert; Ganesan, Deepak; Marlin, Benjamin

Conditional Random Fields for Morphological Analysis of Wireless ECG Signals Conference

5th Annual conference on Bioinformatics, Computational Biology and Health Informatics, Newport Beach, CA, 2014.

Abstract | BibTeX

Mayberry, Addison; Hu, Pan; Marlin, Benjamin; Ganesan, Deepak; Salthouse, Christopher

iShadow: Design of a Wearable, Real-Time Mobile Gaze Tracker Conference

12th International Conference on Mobile Systems, Applications, and Services, 2014.

Abstract | BibTeX

Adams, Roy J; Sadasivam, Rajani S; Balakrishnan, Kavitha; Kinney, Rebecca L; Houston, Thomas K; Marlin, Benjamin M

PERSPeCT: Collaborative Filtering for Tailored Health Communications Conference

Proceedings of the 8th ACM Conference on Recommender Systems, RecSys textquoteright14 ACM ACM, 2014, ISBN: 978-1-4503-2668-1, (<p>n/a</p>).

Abstract | Links | BibTeX

Learned-Miller, Erik; Marlin, Benjamin M; Kae, Andrew

The Shape-Time Random Field for Semantic Video Labeling Proceeding

2014, (<p>n/a</p>).

Abstract | Links | BibTeX

2013

Sheldon, Daniel; Sun, Tao; Kumar, Akshat; Dietterich, Thomas G

Approximate Inference in Collective Graphical Models Conference

In Proceedings of the 30th International Conference on Machine Learning (ICML), 2013., 2013.

BibTeX

Natarajan, Annamalai; Parate, Abhinav; Gaiser, Edward; Angarita, Gustavo; Malison, Robert; Marlin, Benjamin; Ganesan, Deepak

Detecting Cocaine Use with Wearable Electrocardiogram Sensors Proceeding

Zurich, Switzerland, 2013.

BibTeX

Marlin, Benjamin M; Adams, Roy J; Sadasivam, Rajani; Houston, Thomas K

Towards Collaborative Filtering Recommender Systems for Tailored Health Communications Proceeding

Washington D.C., 2013.

BibTeX

2012

Sheldon, D; Dietterich, T G

Collective Graphical Models Conference

Advances in Neural Information Processing Systems (NIPS 2011), 2012, (<p>n/a</p>).

Abstract | BibTeX

Hochachka, Wesley M; Fink, Daniel; Hutchinson, Rebecca A; Sheldon, Daniel; Wong, Weng-Keen; Kelling, Steve

Data Intensive Science Applied to Broad-Scale Citizen Science Booklet

2012, (<p>n/a</p>).

Abstract | BibTeX

Xue, S; Fern, A; Sheldon, D

Scheduling Conservation Designs via Network Cascade Optimization Conference

Twenty-Sixth AAAI Conference on Artificial Intelligence, 2012, (<p>n/a</p>).

Abstract | BibTeX

Krafft, Peter; Moore, Juston; Wallach, Hanna; Desmarais, Bruce

Topic-Partitioned Multinetwork Embeddings Conference

Advances in Neural Information Processing Systems Twenty-Five, Lake Tahoe, NV, 2012.

Abstract | BibTeX

Marlin, Benjamin M; Kale, David C; Khemani, Robinder G; Wetzel, Randall C

Unsupervised pattern discovery in electronic health care data using probabilistic clustering models Conference

Proceedings of the 2nd ACM SIGHIT International Health Informatics Symposium, IHI textquoteright12 ACM ACM, New York, NY, USA, 2012, ISBN: 978-1-4503-0781-9.

Abstract | Links | BibTeX