Publications

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2021

Shukla, Satya Narayan; Marlin, Benjamin

Multi-Time Attention Networks for Irregularly Sampled Time Series Conference Forthcoming

International Conference on Learning Representations, 2021, Forthcoming.

Abstract | Links | BibTeX

2020

Shukla, Satya Narayan; Marlin, Benjamin

A Survey on Principles, Models and Methods for Learning from Irregularly Sampled Time Series Workshop

ML Retrospectives, Surveys & Meta-Analyses (ML-RSA) Workshop at NeurIPS, 2020.

Abstract | Links | BibTeX

Huang, Jin; Samplawski, Colin; Ganesan, Deepak; Marlin, Benjamin; Kwon, Heesung

CLIO: Enabling automatic compilation of deep learning pipelines across IoT and Cloud Inproceedings Forthcoming

MobiCom, Forthcoming.

Abstract | BibTeX

Vadera, Meet P; Jalaian, Brian; Marlin, Benjamin M

Generalized Bayesian Posterior Expectation Distillation for Deep Neural Networks Inproceedings

Conference on Uncertainty in Artificial Intelligence (UAI), 2020.

Abstract | Links | BibTeX

Inan, O T; Tenaerts, P; Prindiville, S A; Reynolds, H R; Dizon, D S; Cooper-Arnold, K; Turakhia, M; Pletcher, M J; Preston, K L; Krumholz, H M; Marlin, B M; Mandl, K D; Klasnja, P; Spring, B; Iturriaga, E; Campo, R; Desvigne-Nickens, P; Rosenberg, Y; Steinhubl, S R; Califf, R M

Digitizing clinical trials Journal Article

npj Digital Medicine, 3 , 2020.

Abstract | Links | BibTeX

Shukla, Satya Narayan; Marlin, Benjamin

Integrating Physiological Time Series and Clinical Notes with Deep Learning for Improved ICU Mortality Prediction Conference

ACM Conference on Health, Inference, and Learning, Workshop Track, 2020.

Abstract | Links | BibTeX

Vadera, Meet P; Cobb, Adam D; Jalaian, B; Marlin, Benjamin M

URSABench: Comprehensive Benchmarking of Approximate Bayesian Inference Methods for Deep Neural Networks Inproceedings

ICML Workshop on Uncertainty and Robustness in Deep Learning, 2020.

Abstract | Links | BibTeX

Shukla, Satya Narayan; Marlin, Benjamin

Multi-Time Attention Networks for Irregularly Sampled Time Series Workshop

ICML Workshop on Learning with Missing Values, 2020.

Abstract | Links | BibTeX

Li, Steven Cheng-Xian; Marlin, Benjamin M

Learning From Irregularly-Sampled Time Series: A Missing Data Perspective Inproceedings Forthcoming

Proceedings of the International Conference on Machine Learning, Forthcoming.

Abstract | Links | BibTeX

Wiernik, Brenton M; Ones, Deniz S; Marlin, Benjamin M; Giordano, Casey; Dilchert, Stephan; Mercado, Brittany K; Stanek, Kevin C; Birkland, Adib; Wang, Yilei; Ellis, Brenda; others,

Using Mobile Sensors to Study Personality Dynamics Journal Article Forthcoming

European Journal of Psychological Assessment, Forthcoming.

Abstract | Links | BibTeX

Vadera, Meet P; Shukla, Satya Narayan; Jalaian, Brian; Marlin, Benjamin M

Assessing the Adversarial Robustness of Monte Carlo and Distillation Methods for Deep Bayesian Neural Network Classification Inproceedings

AAAI SafeAI Workshop, 2020.

Abstract | Links | BibTeX

2019

Marlin, Benjamin M; Vadera, Meet P

Investigating Fusion-Based Deep Learning Architectures for Smoking Puff Detection Inproceedings

2019 IEEE/ACM International Conference on Connected Health: Applications, Systems and Engineering Technologies (CHASE), 2019.

Abstract | Links | BibTeX

Vadera, Meet P; Marlin, Benjamin M

Assessing the Robustness of Bayesian Dark Knowledge to Posterior Uncertainty Inproceedings

ICML Workshop on Uncertainty and Robustness in Deep Learning, 2019.

Abstract | Links | BibTeX

Shukla, Satya Narayan; Marlin, Benjamin

Interpolation-Prediction Networks for Irregularly Sampled Time Series Conference

Seventh International Conference on Learning Representations, 2019.

Abstract | BibTeX

Li, Steven Cheng-Xian; Jiang, Bo; Marlin, Benjamin

Learning from Incomplete Data with Generative Adversarial Networks Conference

Seventh International Conference on Learning Representations, 2019.

Abstract | BibTeX

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

Optimal Choice of When to Garbage Collect Journal Article

ACM Transactions on Programming Languages and Systems, 2019.

Abstract | BibTeX

2018

Ali-Eldin, Ahmed; Ganesan, Deepak; Kwon, Heesung; Marlin, Benjamin; Shenoy, Prashant; Srivastava, Mani; Towsley, Don

Executing Analytics and Fusion Workloads on Transient Computing Resources in Tactical Environments Inproceedings

MILCOM 2018 - 2018 IEEE Military Communications Conference (MILCOM), 2018.

Abstract | Links | BibTeX

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

Inferring smart schedules for dumb thermostats Journal Article

ACM Transactions on Cyber-Physical Systems, 3 (2), pp. 1–29, 2018.

Abstract | Links | BibTeX

Adams, Roy; Marlin, Benjamin M

Learning Time Series Segmentation Models from Temporally Imprecise Labels Conference

2018.

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 Journal Article

Computer, 51 (11), pp. 24–36, 2018.

Abstract | Links | BibTeX

2017

Kumar, Santosh; others,

Center of Excellence for Mobile Sensor Data-to-Knowledge (MD2K) Journal Article

IEEE Pervasive Computing, 16 (2), pp. 18–22, 2017.

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 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.

Abstract | Links | BibTeX

Dadkhahi, Hamid; Marlin, Benjamin

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

2017.

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

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 | 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 Journal Article

Journal of Medical Internet Research, 18 , 2016.

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 Conference

2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing, 2016.

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 Conference

International Conference on Machine Learning, 2016.

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 Journal Article

Journal of Medical Internet Research, 18 , pp. e285:1-13, 2016.

Abstract | Links | BibTeX

Hiatt, Laura; Adams, Roy; Marlin, Benjamin

An Improved Data Representation for Smoking Detection with Wearable Respiration Sensors Conference

IEEE Wireless Health, 2016, (<p>Late breaking extended abstract.</p>).

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.

Abstract | Links | BibTeX

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

Parsing Wireless Electrocardiogram Signals with Context Free Grammar Conditional Random Fields Conference

IEEE Wireless Health, 2016.

Abstract | Links | BibTeX

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

Parsing Wireless Electrocardiogram Signals with the CRF-CFG Model Proceeding

2016.

Abstract | Links | BibTeX

Chiu, Meng-Chieh; Marlin, Benjamin; Moss, Eliot

Real-Time Program-Specific Phase Change Detection for Java Programs Conference

13th International Conference on Principles and Practices of Programming on the Java Platform: Virtual Machines, Languages, and Tools, 2016.

Abstract | Links | BibTeX

Li, Steven Cheng-Xian; Marlin, Benjamin M

A scalable end-to-end Gaussian process adapter for irregularly sampled time series classification Proceeding

2016.

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 Proceeding

2015.

Abstract | Links | 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.

Abstract | Links | 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.

Abstract | Links | 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.

Abstract | Links | 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.

Abstract | Links | 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.

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.

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 Proceeding

2015.

Abstract | Links | BibTeX

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

puffMarker : A Multi-Sensor Approach for Pinpointing the Timing of First Lapse in Smoking Cessation Proceeding

2015.

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

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

Abstract | Links | BibTeX

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

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

2014.

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 Conference

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>).

Abstract | Links | BibTeX

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

The Shape-Time Random Field for Semantic Video Labeling Proceeding

2014.

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 Conference

UbiComp, 2013.

Abstract | Links | BibTeX

55 entries « 1 of 2 »