Publications

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2023

Karine, Karine; Klasnja, Predrag; Murphy, Susan; Marlin, Benjamin: Assessing the Impact of Context Inference Error and Partial Observability on RL Methods for Just-In-Time Adaptive Interventions. In: Conference on Uncertainty in Artificial Intelligence (To Appear), 2023. (Type: Proceedings Article | BibTeX)
Chow, Sy-Miin; Nahum-Shani, Inbal; Baker, Justin T; Spruijt-Metz, Donna; Allen, Nicholas B; Auerbach, Randy P; Dunton, Genevieve F; Friedman, Naomi P; Intille, Stephen S; Klasnja, Predrag; others,: The ILHBN: challenges, opportunities, and solutions from harmonizing data under heterogeneous study designs, target populations, and measurement protocols. In: Translational Behavioral Medicine, vol. 13, no. 1, pp. 7–16, 2023. (Type: Journal Article | BibTeX)
Samplawski, Colin; Fang, Shiwei; Wang, Ziqi; Ganesan, Deepak; Srivastava, Mani; Marlin, Benjamin: Heteroskedastic Geospatial Tracking with Distributed Camera Networks. In: Conference on Uncertainty in Artificial Intelligence (To Appear), pp. 9 pages, 2023. (Type: Proceedings Article | BibTeX)
Fang, Shiwei; Sarker, Ankur; Wang, Ziqi; Srivastava, Mani; Marlin, Benjamin; Ganesan, Deepak: Design and Deployment of a Multi-Modal Multi-Node Sensor Data Collection Platform. In: 20th ACM Conference on Embedded Networked Sensor Systems Workshop on Data: Acquisition to Analysis, pp. 1041–1046, 2023. (Type: Proceedings Article | BibTeX)
Vadera, Meet P; Samplawski, Colin; Marlin, Benjamin M: Uncertainty Quantification Using Query-Based Object Detectors. In: Computer Vision–ECCV 2022 Workshops, Part VIII, pp. 78–93, 2023. (Type: Proceedings Article | BibTeX)

2022

Tung, Karine; Torre, Steven De La; Mistiri, Mohamed El; Braganca, Rebecca Braga De; Hekler, Eric; Pavel, Misha; Rivera, Daniel; Klasnja, Pedja; Spruijt-Metz, Donna; Marlin, Benjamin M: BayesLDM: A Domain-specific Modeling Language for Probabilistic Modeling of Longitudinal Data. In: 2022 IEEE/ACM Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE), pp. 78–90, IEEE 2022. (Type: Proceedings Article | BibTeX)
Vadera, Meet; Li, Jinyang; Cobb, Adam; Jalaian, Brian; Abdelzaher, Tarek; Marlin, Benjamin: Ursabench: A system for comprehensive benchmarking of bayesian deep neural network models and inference methods. In: Proceedings of Machine Learning and Systems, vol. 4, pp. 217–237, 2022. (Type: Journal Article | BibTeX)

2021

Vadera, Meet P.; Marlin, Benjamin M.: Challenges and Opportunities in Approximate Bayesian Deep Learning for Intelligent IoT Systems. In: IEEE Third International Conference on Cognitive Machine Intelligence (CogMI), pp. 252-261, 2021. (Type: Proceedings Article | BibTeX)

2020

Huang, Jin; Samplawski, Colin; Ganesan, Deepak; Marlin, Benjamin; Kwon, Heesung: CLIO: Enabling automatic compilation of deep learning pipelines across IoT and Cloud. In: MobiCom, Forthcoming. (Type: Proceedings Article | Abstract | BibTeX)
Marlin, Benjamin M.; Abdelzaher, Tarek; Ciocarlie, Gabriela; Cobb, Adam D.; Dennison, Mark; Jalaian, Brian; Kaplan, Lance; Raber, Tiffany; Raglin, Adrienne; Sharma, Piyush K.; Srivastava, Mani; Trout, Theron; Vadera, Meet P.; Wigness, Maggie: On Uncertainty and Robustness in Large-Scale Intelligent Data Fusion Systems. In: 2020 IEEE Second International Conference on Cognitive Machine Intelligence (CogMI), pp. 82-91, 2020. (Type: Proceedings Article | Links | BibTeX)
Vadera, Meet; Jalaian, Brian; Marlin, Benjamin: Generalized bayesian posterior expectation distillation for deep neural networks. In: Conference on Uncertainty in Artificial Intelligence, pp. 719–728, PMLR 2020. (Type: Proceedings Article | BibTeX)
Samplawski, Colin; Huang, Jin; Ganesan, Deepak; Marlin, Benjamin M: Towards objection detection under IoT resource constraints: Combining partitioning, slicing and compression. In: Proceedings of the 2nd International Workshop on Challenges in Artificial Intelligence and Machine Learning for Internet of Things, pp. 14–20, 2020. (Type: Proceedings Article | BibTeX)

2019

Shukla, Satya Narayan; Marlin, Benjamin: Interpolation-Prediction Networks for Irregularly Sampled Time Series. Seventh International Conference on Learning Representations, Forthcoming. (Type: Conference | Abstract | BibTeX)
Li, Steven Cheng-Xian; Jiang, Bo; Marlin, Benjamin: Learning from Incomplete Data with Generative Adversarial Networks. Seventh International Conference on Learning Representations, Forthcoming. (Type: Conference | Abstract | BibTeX)
Jacek, Nicholas; Chiu, Meng-Chieh; Marlin, Benjamin M.; Moss, J. Eliot B.: Optimal Choice of When to Garbage Collect. In: ACM Transactions on Programming Languages and Systems, Forthcoming. (Type: Journal Article | Abstract | BibTeX)

2018

Adams, Roy; Marlin, Benjamin M.: Learning Time Series Segmentation Models from Temporally Imprecise Labels. 2018. (Type: Conference | Abstract | Links | BibTeX)
Abdelzaher, Tarek; Ayanian, Nora; Basar, Tamer; Diggavi, Suhas; Diesner, Jana; Ganesan, Deepak; Govindan, Ramesh; Jha, Susmit; Lepoint, Tancrede; Marlin, Benjamin; others,: Toward an internet of battlefield things: A resilience perspective. In: Computer, vol. 51, no. 11, pp. 24–36, 2018. (Type: Journal Article | BibTeX)

2017

Kumar, Santosh; others,: Center of Excellence for Mobile Sensor Data-to-Knowledge (MD2K). In: IEEE Pervasive Computing, vol. 16, no. 2, pp. 18–22, 2017. (Type: Journal Article | Abstract | Links | BibTeX)
Soha, Rostaminia; Addison, Mayberry; Deepak, Ganesan; Benjamin, Marlin; Jeremy, Gummeson: iLid: Low-power Sensing of Fatigue and Drowsiness Measures on a Computational Eyeglass. In: Proceedings of the ACM on Interactive, Mobile, Wearable and Ubiquitous Technologies, vol. 1, no. 2, pp. 23, 2017. (Type: Journal Article | Abstract | BibTeX)
Adams, Roy J; Marlin, Benjamin M: Learning Time Series Detection Models from Temporally Imprecise Labels. The 20th International Conference on Artificial Intelligence and Statistics, 2017. (Type: Conference | Abstract | Links | BibTeX)
Dadkhahi, Hamid; Marlin, Benjamin: Learning Tree-Structured Detection Cascades for Heterogeneous Networks of Embedded Devices. 2017. (Type: Proceedings | Abstract | BibTeX)
Dadkhahi, Hamid; Duarte, Marco F; Marlin, Benjamin M: Out-of-Sample Extension for Dimensionality Reduction of Noisy Time Series. In: IEEE Transactions on Image Processing, vol. 26, no. 11, pp. 5435–5446, 2017. (Type: Journal Article | Abstract | BibTeX)

2016

Jacek, Nicholas; Chiu, Meng-Chieh; Marlin, Benjamin; Moss, Eliot J B: Assessing the Limits of Program-Specific Garbage Collection Performance. Programming Language Design and Implementation, 2016, (<p>Distinguished Paper Award</p>). (Type: Conference | Abstract | Links | 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. In: Journal of Medical Internet Research, vol. 18, 2016. (Type: Journal Article | Abstract | Links | BibTeX)
Natarajan, Annamalai; Angarita, Gustavo; Gaiser, Edward; Malison, Robert; Ganesan, Deepak; Marlin, Benjamin: Domain Adaptation Methods for Improving Lab-to-field Generalization of Cocaine Detection using Wearable ECG. 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2016. (Type: Conference | Abstract | Links | 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. International Conference on Machine Learning, 2016. (Type: Conference | Abstract | Links | BibTeX)
Sadasivam, Rajani Shankar; Borglund, Erin M; Adams, Roy; Marlin, Benjamin M; Houston, Thomas K: Impact of a Collective Intelligence Tailored Messaging System on Smoking Cessation: The Perspect Randomized Experiment. In: Journal of Medical Internet Research, vol. 18, pp. e285:1-13, 2016. (Type: Journal Article | Abstract | Links | BibTeX)
Hiatt, Laura; Adams, Roy; Marlin, Benjamin: An Improved Data Representation for Smoking Detection with Wearable Respiration Sensors. IEEE Wireless Health, 2016, (<p>Late breaking extended abstract.</p>). (Type: Conference | BibTeX)
Dadkhahi, Hamid; Saleheen, Nazir; Kumar, Santosh; Marlin, Benjamin: Learning Shallow Detection Cascades for Wearable Sensor-Based Mobile Health Applications. ICML On Device Intelligence Workshop, 2016. (Type: Conference | Abstract | Links | BibTeX)
Nguyen, Thai; Adams, Roy J; Natarajan, Annamalai; Marlin, Benjamin M: Parsing Wireless Electrocardiogram Signals with Context Free Grammar Conditional Random Fields. IEEE Wireless Health, 2016. (Type: Conference | Abstract | Links | BibTeX)
Nguyen, Thai; Adams, Roy J; Natarajan, Annamalai; Marlin, Benjamin M: Parsing Wireless Electrocardiogram Signals with the CRF-CFG Model. 2016. (Type: Proceedings | Abstract | Links | BibTeX)
Chiu, Meng-Chieh; Marlin, Benjamin; Moss, Eliot: Real-Time Program-Specific Phase Change Detection for Java Programs. 13th International Conference on Principles and Practices of Programming on the Java Platform: Virtual Machines, Languages, and Tools, 2016. (Type: Conference | Abstract | Links | BibTeX)
Li, Steven Cheng-Xian; Marlin, Benjamin M: A scalable end-to-end Gaussian process adapter for irregularly sampled time series classification. 2016. (Type: Proceedings | Abstract | BibTeX)

2015

Li, Steven Cheng-Xian; Marlin, Benjamin M: Classification of Sparse and Irregularly Sampled Time Series with Mixtures of Expected Gaussian Kernels and Random Features. 2015. (Type: Proceedings | Abstract | Links | BibTeX)
Kumar, S; others,: Center of excellence for mobile sensor Data-to-Knowledge (MD2K). In: Journal of the American Medical Informatics Association, vol. 22, pp. 1137–1142, 2015. (Type: Journal Article | Abstract | Links | BibTeX)
Iyengar, Srinivasan; Kalra, Sandeep; Ghosh, Anushree; Irwin, David; Shenoy, Prashant; Marlin, Benjamin: iProgram: Inferring Smart Schedules for Dumb Thermostats. 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. (Type: Conference | Abstract | Links | BibTeX)
Li, Steven Cheng-Xian; Marlin, Benjamin M: Collaborative Multi-Output Gaussian Processes for Collections of Sparse Multivariate Time Series,. NIPS Time Series Workshop, 2015. (Type: Conference | Abstract | Links | BibTeX)
Adams, Roy J; Thomaz, Edison; Marlin, Benjamin M: Hierarchical Nested CRFs for Segmentation and Labeling of Physiological Time Series. NIPS Workshop on Machine Learning in Healthcare, 2015. (Type: Conference | Abstract | Links | BibTeX)
Iyengar, Srinivasan; Kalra, Sandeep; Ghosh, Anushree; Irwin, David; Shenoy, Prashant; Marlin, Benjamin: iProgram: Inferring Smart Schedules for Dumb Thermostats. 10th Annual Women in Machine Learning Workshop, 2015. (Type: Conference | Abstract | BibTeX)
Huang, Haibin; Kalogerakis, Evangelos; Marlin, Benjamin: Analysis and synthesis of 3D shape families via deep-learned generative models of surfaces. Symposium on Geometry Processing, 2015. (Type: Conference | Abstract | Links | BibTeX)
Mayberry, Addison; Tun, Yamin; Hu, Pan; SmithFreedman, Duncan; Ganesan, Deepak; Marlin, Benjamin; Salthouse, Christopher: CIDER: Enabling RobustnessPower Tradeoffs on a Computational Eyeglass. 2015. (Type: Proceedings | Abstract | Links | BibTeX)
Saleheen, Nazir; Ali, Amin; Hossain, Syed Monowar; Sarker, Hillol; Chatterjee, Soujanya; Marlin, Benjamin; Ertin, Emre; textquoteright, Mustafa; Kumar, Santosh: puffMarker : A Multi-Sensor Approach for Pinpointing the Timing of First Lapse in Smoking Cessation. 2015. (Type: Proceedings | 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. Proceedings of the 5th Annual conference on Bioinformatics, Computational Biology and Health Informatics, ACM ACM, Newport Beach, CA, 2014. (Type: Conference | Abstract | Links | BibTeX)
Mayberry, Addison; Hu, Pan; Marlin, Benjamin; Salthouse, Christopher; Ganesan, Deepak: iShadow: Design of a Wearable, Real-Time Mobile Gaze Tracker. 2014. (Type: Proceedings | Abstract | Links | 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. Proceedings of the 8th ACM Conference on Recommender Systems, RecSys textquoteright14 ACM ACM, New York, NY, USA, 2014, ISBN: 978-1-4503-2668-1, (<p>n/a</p>). (Type: Conference | Abstract | Links | BibTeX)
Kae, Andrew; Learned-Miller, Erik; Marlin, Benjamin M: The Shape-Time Random Field for Semantic Video Labeling. 2014. (Type: Proceedings | Abstract | Links | BibTeX)

2013

Natarajan, Annamalai; Parate, Abhinav; Gaiser, Edward; Angarita, Gustavo; Malison, Robert; Marlin, Benjamin M; Ganesan, Deepak: Detecting cocaine use with wearable electrocardiogram sensors. UbiComp, 2013. (Type: Conference | Abstract | Links | BibTeX)
Parate, Abhinav; Chiu, Meng-Chieh; Ganesan, Deepak; Marlin, Benjamin M: Leveraging graphical models to improve accuracy and reduce privacy risks of mobile sensing. MobiSys, 2013. (Type: Conference | Abstract | Links | BibTeX)
Parate, Abhinav; ö, Matthias B; Chu, David; Ganesan, Deepak; Marlin, Benjamin M: Practical prediction and prefetch for faster access to applications on mobile phones. UbiComp, 2013. (Type: Conference | Abstract | Links | BibTeX)
Riedel, Sebastian; Yao, Limin; McCallum, Andrew; Marlin, Benjamin M: Relation Extraction with Matrix Factorization and Universal Schemas. HLT-NAACL, 2013. (Type: Conference | Abstract | Links | BibTeX)
71 entries « 1 of 2 »