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Research Experiences for Undergraduates: Integrated
Machine Learning Systems
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2015
- Palmer, T. J. (2015),
Learning Action-State Representation Forests for Implicitly Relational Worlds, PhD dissertation, School of Computer Science, University of Oklahoma
- Xiao, R., Qi, X., Fagg, A. H., Kolobe, T. H.-A., Miller,
D. and Ding, L. (2015) Spectra of Infant EEG within the First Year of Life: A Pilot Study,
To appear in the Proceedings of the 37th Annual International Conference of the IEEE
Engineering in Medicine and Biology Society (EMBS15), Electronically
Published (ThFPoT14.7)
- Ghazi, M., Nash, M., Fagg, A. H., Ding, L., Kolobe,
T. H.-A. and Miller, D. (2015) Novel Assistive Device for
Teaching Crawling Skills to Infants, Proceedings of the 10th
Conference on Field and Service Robotics, Electronically
Published (paper #58)
- Miller D., Fagg, A. H., Ding, L., Kolobe, H.-A. and Ghazi,
M. (2015) Robotic Crawling Assistance for Infants with
Cerebral Palsy, Proceedings of the AAAI Workshop on Assistive
Technologies Emerging from Artificial Intelligence Applied to Smart
Environments, January
- Kolobe T. H.-A., Fagg, A. H., Pidcoe, P., Williams,
P. (2015) Effectiveness of Reward- and Error-Based Movement Learning
in Enhancing Self-Initiated Prone Locomotion in Infants with or
at Risk for Cerebral Palsy.
Proceedings of the The World Confederation of Physical Therapy
Congress. Abstract A-613-0000-03707. Singapore. May. Selected
as a State of the Art Presentation and awarded the Outstanding Platform Presentation Award.
- Kolobe T. H.-A., Fagg, A. H., Pidcoe, P., Brown, D.,
Bulanda, M. and Rauh, L. (2015) Development of prone
locomotion in infants with or at risk for cerebral palsy.
Appears in the Combined Section Meeting Conference of the
American Physical Therapy Association, Indianapolis, February.
- Cox P. J., Kolobe T. H.-A., Fagg A. H. and Schmiedeberg
T. (2015) Prone Locomotion in Infants With Down syndrome using the
SIPPC: A Pilot Study.
Appears in the Combined Section Meeting Conference of the
American Physical Therapy Association, Indianapolis, February.
2014
- Bodenhamer, M. (2014),
Learning Relational Concepts with the Spatiotemporal Multidimensional Relational Framework, PhD dissertation, School of Computer Science, University of Oklahoma
- Eleryan, A., Vaidya, M., Southerland, J., Badreldin, I., Balasubramanian, K., Fagg, A. H., Hatsopoulos, N. G. and Oweiss,
K. (2014)
Tracking Single Units in Chronic, Large scale, Neural Recordings
for Brain Machine Interface Applications, Frontiers in
Neuroengineering, 7(23), PMCID: PMC4086297
- Palmer, T. J., Bodenhamer, M. and Fagg, A. H. (2014),
Multiple Instance Learning via Covariant Aggregation,
Artificial Intelligence and Robotics Technical Report #1139,
University of Oklahoma
- Kolobe, T. H.-A. and Fagg, A. H. (2014) The effect of sensor
robotic technology on the development of prone mobility in
infants with or at risk for cerebral palsy.
Journal of Developmental Medicine & Child Neurology (Special Issue: Abstracts of the American Academy for Cerebral Palsy and Developmental Medicine 68th Annual Meeting),
56(5):99
- Kolobe T. H.-A., Fagg A. H. and Ng, Y (2014).
Comparison of the effect of robotic
reinforced movement learning technology on the development of prone
locomotion in infants with and without risk for cerebral palsy,.
Appears in the Annual Meeting of the Child Neurology Society,
Columbus OH, October.
- Kolobe, T. H.-A., Fagg, A. H, Pidcoe, P. and Miller D. (2014)
The effect of robotic reinforced movement learning technology on the development of
prone mobility in infants at low and high risk for cerebral
palsy.
Appears in the Annual Meeting for the Society of Neuroscience,
Washington DC, November.
- Willett, F., Suminski, A. J., Fagg, A. H. and
Hatsopoulos, N. G. (2014), Differences in Motor Cortical Representations of Movement Variables
between Action Observation and Action Execution and Implications for
Brain-Machine Interfaces,
Proceedings
of the 36th Annual International Conference of the IEEE Engineering in
Medicine and Biology Society (EMBC), WC11.29
2013
- Craig, M. (2013)
Predicting Wrist Forces and Muscle Electromyograms from Cortical Data, MS Thesis, School of Computer Science, University of Oklahoma
- Shah, A., Barto, A. G., Fagg, A. H. (2013)
A Dual Process Account of Coarticulation in Motor
Skill Acquisition,
Journal of Motor Behavior, 45(6):531-549
- Willett, F. R., Suminski, A. J., Fagg, A. H. and Hatsopoulos,
N. G. (2013) Improving Brain-Machine Interface Performance by
Decoding Intended Future Movements, Journal of Neural Engineering, 10(2):206011, April. PMID: 23428966
- Suminski, A. J., Fagg, A. H., Willett, F., Bodenhamer, M. and
Hatsopoulos, N. G. (2013) Online Adaptive Decoding of Intended Movements with a Hybrid Kinetic
and Kinematic Brain Machine Interface, Proceedings
of the 35th Annual International Conference of the IEEE Engineering in
Medicine and Biology Society (EMBC), pp. 1583-1586
- Eleryan, A., Vaidya, M., Southerland, J., Badreldin, I., Balasubramanian, K., Fagg, A. H., Hatsopoulos, N. G. and Oweiss,
K. (2013)
Tracking Chronically Recorded Single-Units in Cortically
Controlled Brain Machine Interfaces, Proceedings of the 6th
International IEEE EMBS Conference on Neural Engineering (NER), pp. 427-430
- Badreldin, I., Southerland, J., Vaidya, M., Eleryan, A.,
Balasubramanian, K., Fagg, A. H., Hatsopoulos, N. G. and Oweiss,
K. (2013)
Unsupervised Decoder Initialization for Brain-Machine Interfaces
Using Neural State Space Dynamics, Proceedings of the 6th
International IEEE EMBS Conference on Neural Engineering (NER), pp. 997-1000
- Suminski, A. J., Fagg, A. H., Willett, F., Bodenhamer, M. and
Hatsopoulos, N. G. (2013), Hybrid Online Adaptive Decoding of Intended Movements using a
Feedback Error Learning Approach, Proceedings of the Society for
Neuroscience Annual Meeting, 835.13/PP22
- Kolobe, T. H. A., Fagg A. H., Pidcoe P., Miller D. and Southerland
J.
(2013) Kinetic-Kinematic Patterns in Acquisition of
Prone-Locomotion in Infants with/out Cerebral Palsy, Proceedings
of the Fourth International Conference on Cerebral Palsy, Pisa,
Italy, October 10-13, OP72
- Badreldin, I., Balasubramanian, K., Vaidya, M., Southerland, J., Fagg,
A. H., Hatsopoulos, N. G. and Oweiss, K. (2013)
Evaluation of Single Unit Error Contribution to Neural State
Space Dynamics in Linear BMI Decoders,
Proceedings of Computational and Systems Neuroscience (Cosyne), II-31
2012
- Palmer, T. J., Bodenhamer, M. and Fagg, A. H. (2012)
Learning to Predict Action Outcomes
in Continuous, Relational Environments,
Proceedings of the International Conference on Development and
Learning (ICDL)
- Willett, A. H., Suminski, F. R., Fagg,
A. J. and Hatsopoulos, N. G. (2012),
Compensating for Delays in Brain-Machine Interfaces by Decoding Intended Future Movement, Proceedings of
the International Conference of the IEEE Engineering in Medicine
and Biology Society (EMBC-12), FrA15.1, August
- Houck, K. C. (2012),
Automatically Identifying
Stimuli from Firing Patterns
in the Auditory Cortex of Rat, Masters Thesis, School of
Computer Science, University of Oklahoma
- Southerland, J. B. (2012),
Activity Recognition and Crawling Assistance Using Multiple Inexpensive Inertial Measurement Units, Masters Thesis, School of Computer Science, University of Oklahoma
- Wang, D. (2012),
Learning
Visual Features for Grasp Selection and Control, PhD Dissertation,
School of Computer Science, University of Oklahoma
- Bodenhamer, M., Palmer, t. J., Sutherland D. and Fagg, A. H. (2012),
Grounding Conceptual Knowledge with Spatio-Temporal Multi-Dimensional Relational Framework Trees
Artificial Intelligence and Robotics Technical Report #1138,
University of Oklahoma
- Bodenhamer, M., Fagg, A. H., Willett, F. R., Suminski,
A. J. and Hatsopoulos, N. G. (2012),
A Feedback Error Learning Approach to Online-Adaptive Decoding for
Dynamic Prosthetic Arm Control, in the Proceedings of
Computational and Systems Neuroscience (Cosyne)
- Willett, F. R., Fagg, A. H., Suminski,
A. J. and Hatsopoulos, N. G. (2012),
Improving neural control of a simulated arm by decoding intended future movement, in the Proceedings of Computational and Systems Neuroscience (Cosyne)
- Catalino, T., Kolobe, T., McEwen, I., and Fagg, A. H. (2012).
Development of Prone Locomotion in Infants Using an Assistive Device, Proceedings of the Combined Sections Meeting
Conference of the American Association of Physical Therapy
2011
-
Kafle, K. (2011) Adaptive Art Through Asymmetric Hebbian Learning, MS Thesis, School of Computer Science, University of Oklahoma
- Suminski, A. J., Willett, F. R., Fagg, A. H., Bodenhamer, M.,
and Hatsopoulos, N. G. (2011)
Continuous Decoding of Intended Movements with a Hybrid
Kinetic and Kinematic Brain Machine Interface, Proceedings of
the International Conference of the IEEE Engineering in Medicine
and Biology Society (EMBC-11), August
- Hatsopoulos, N. G., Suminski, A. J., and Fagg, A. H. (2011)
Using Naturalistic Kinesthetic Feedback for Brain Machine
Control, Proceedings of
the International Conference of the IEEE Engineering in Medicine
and Biology Society (EMBC-11), August
-
Sloan, A. M, Dodd, O. T., Houck, K., Palmer, T. J., Fagg,
A. H. and Rennaker, R. L. (2011),
Multi-Unit Responses in Behaving Rat
Auditory Cortex Predict Frequency Discrimination Behavior, Society
for Neuroscience Annual Meeting, 173.24, November
2010
-
Goossaert, E., (2010)
A Corrective Movement-Based Approach to the
Online Adaptation of Neural Decoders for Prosthesis Control, MS
Thesis, School Computer Science, University of Oklahoma
- Suminski, A. J., Tkach, D. C., Fagg, A. H., and Hatsopoulos,
N. G. (2010) Incorporating Feedback from Multiple Sensory
Modalities Enhances Brain-Machine Interface Control, Journal of
Neuroscience, 30(50):16777-16787, December
- Platt, R., Fagg, A. H., and Grupen, R. A. (2010)
Null Space Grasp
Control: Theory and Experiments, IEEE Transactions on Robotics, 26(2):282-295, April
- Brown, A., Fagg, A. H. (2010),
Bion,
Emoção Art.ficial 5.0: Autonomia Cibernética, in São Paulo, Brazil, invited exhibition,
July 1 - September 15
- Brown, A., Fagg, A. H. (2010),
Bion,
Kresege Art Museum, Michigan State University,
September 15 - October 10
2009
- Fagg, A. H., Ojakangas, G., Miller,
L., Hatsopoulos, N. (2009)
Kinetic Trajectory Decoding Using Motor Cortical Ensembles
, to appear in the IEEE Transactions on Neural Systems and Rehabilitation
Engineering
- Ou, S., Fagg, A. H., Shenoy, P., Chen, L. (2009)
Application of Reinforcement Learning in Multisensor Fusion Problems
with Conflicting Control Objectives,
Intelligent Automation and Soft Computing, 15(2):277-289
- Bodenhamer, M., Bleckley, S., Fennelly, D., Fagg, A. H., and
McGovern, A. (2009)
Spatio-Temporal Multi-Dimensional Relational Framework Trees,,
In the Proceedings of the International Workshop on Spatial and
Spatiotemporal Data Mining, IEEE Conference on Data Mining, Miami, FL,
Electronically Published
- Palmer, T. J. and Fagg, A. H. (2009)
Learning Grasp Affordances with Variable Centroid Offsets,,
Proceedings of the International Conference on Intelligent Robots
and Systems, MoIIIT7.1, St. Louis, MO
- Fagg, A. H., Hatsopoulos, N. G., London, B., Reimber, J., Solla, S.,
Wang, D., Miller, L. E. (2009)
Toward a Biomimetic, Bidirectional, Brain Machine Interface,
Proceedings of the 31st Annual International IEEE EMBS Conference,
Minneapolis, MI, Electronically Published
- Miller, L. E., Fagg, A. H., Hatsopoulos, N., Mussa-Ivaldi, F. A.,
Solla, S. (2009)
Bidirectional
Brain-Machine Interfaces: Sensory Fusion and Adaptive Maps (Workshop),
Proceedings of the Spring Meeting on the Neural Control of Movement,
electronically published
2008
- de Granville, C., Fagg, A. H. (2008),
Learning Grasp Affordances Through Human
Demonstration,
Artificial Intelligence and Robotics Technical Report #1137,
University of Oklahoma
-
de Granville, C. (2008), Learning Grasp Affordances, Masters Thesis,
School of Computer Science, University of Oklahoma
- de Granville, C., Wang, D., Southerland, J., Platt, Jr. R., and
Fagg, A. H. (2008),
Grasping Affordances: Learning to Connect
Vision to Hand Action,
to appear (book chapter)
2007
Fagg, A. H., Hatsopoulos, N. G., de Lafuente, V., Moxon, K. A.,
Nemati, S., Rebesco, J. M., Romo, R., Solla, S. A., Reimer, J.,
Tkach, D., Pohlmeyer, E. A., and Miller L. E. (2007)
Biomimetic brain machine interfaces for the control of movement,
Journal of Neuroscience, 27(44):11842-11846
- Wang, D. (2007)
A 3D Feature-Based Object Recognition System for Grasping,
Masters Thesis, School of Computer Science, University
of Oklahoma
- Goldberg, D. I. (2007)
Predicting Arm Motion from Cortical
Activity,
Masters Thesis, School of Computer Science, University
of Oklahoma
Wang, D., Watson, B. T., Fagg, A. H. (2007)
A Switching Control Approach to Haptic Exploration for Quality Grasps,
Proceedings of the Robotics: Science & Systems 2007 Workshop on
Sensing and Adapting to the Real World, electronically published
- Nemati, S. Fagg, A. H., Hatsopoulos, N., Miller,
L. (2007)
A Comparison of Linear and Kalman Filter Models for Arm Motion Prediction,
Proceedings of the Spring Meeting on the Neural Control of Movement,
electronically published
- Nemati, S., Yeary, M., Yu, T.-Y., Wang, Y., Zhai, Y. and
Fagg, A. H., (2007) Spectral Signature Classification Using
A Support Vector Classifier, Proceedings of IEEE-IMTC,
Warsaw, May
- Brown, A., Fagg, A. H. (2007),
Bion, Art installation appearance at
Singularity in the Communal Tide, Pierro Gallery, South Orange, NJ, May 13-July 15,
- Archinal, A., Bleckley, S., Courtney, C., Cunningham, P., Gay J., Goddard, B., Gomez, J., Hunt, T.
Renyer, J., Roman, M., Brown, A., Fagg, A. H. (2007),
PulsePool, Art installation appearance at
Boston Cyber-Arts Festival, Boston Museum of Science, Boston, MA, April 21-29
- Brown, A., Fagg, A. H. (2007),
Bion, Art installation appearance at
Stephenson Research and Technology Center, University of Oklahoma, Norman, OK,
May 1 - December 31
- Doorly, N., Sandoval, R., Lindsey, R., de Granville, C., Southerland, J., Fagg, A. H., (2007) A Robotic Mobile Manipulator Platform for Planning and Learning,
OU Research Experiences
Symposium, September 29
- Sandoval, R., Lindsey, R., Doorly, N., de Granville, C., Southerland, J., Fagg, A. H., (2007) Learning Color Models to Segment and Map Robot Environments,
OU Research Experiences
Symposium, September 29
- Lindsey, R., Doorly, N., Sandoval, R., de Granville, C., Southerland, J., Fagg, A. H., (2007) A Dynamic Programming Approach to Mobile Robot Path Planning,
OU Research Experiences
Symposium, September 29
2006
- Brown, A., Fagg, A. H. (2006-2007),
Bion, Art installation appearance at
Engaging Technology: A History & Future of Intermedia, Ball
State University, November 16 - March 11
- Brown, A., Fagg, A. H. (2006),
Bion, Art installation appearance at
Bridge Art Fair, Curated by: Rupert Ravens Contemporary, Miami,
Florida, December
- Brown, A., Fagg, A. H. (2006),
The Bion Sensor Network,
Invited talk at Upgrade! International, November 30 - December 3
- Brown, A., Fagg, A. H. (2006),
Bion, Art installation appearance at
Newark Between Us, Newark, NJ, October 22-December 17
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Steiner, E., de Granville, C., Southerland, J., Fagg, A. H. (2006),
Inferring Rules for Manipulation Tasks from Human
Demonstration,
OU Research Experiences
Symposium, October 28
-
de Granville, C., Fagg, A. H. (2006),
Learning Grasp Affordances through Human Demonstration,
OU Research Experiences
Symposium, October 28
-
Southerland, J., de Granville, C., Fagg, A. H. (2006),
Extracting Grasp Events from Human Hand Kinematics Data,
Poster presentation at the OU Research Experiences
Symposium, October 28
-
Watson, B., Wang, D., Fagg, A. H. (2006),
Toward Whole-Body Contact Sensing and Grasp Control,
Poster presentation at the OU Research Experiences
Symposium, October 28
- Brown, A., Fagg, A. H. (2006)
Bion,
Art installation appearance at the Living Arts of Tulsa, Tulsa, OK, September 7-28
- Brown, A., Fagg, A. H. (2006),
Bion,
Art installation appearance at the 33rd International Conference and
Exhibition on Computer Graphics and
Interactive Techniques, Boston, MA, July 30-August 3
- Brown, A., Fagg, A. H. (2006),
Is it alive? Sensor Networks and Art,
Proceedings of the 33rd International Conference and
Exhibition on Computer Graphics and Interactive Techniques
- Morales, A., Sanz, P. J., del Pobil, A. P., and Fagg, A. H. (2006)
Vision-based three-finger grasp synthesis constrained by hand
geometry, (preprint)
Robotics and Autonomous Systems, 54(6):419-512
- de Granville, C., Southerland, J., Fagg, A. H. (2006),
Learning Grasp Affordances Through Human
Demonstration,
Proceedings of the International Conference on
Development and Learning (ICDL'06), electronically published
- Platt, Jr., R., Grupen, R. A., Fagg, A. H. (2006),
Improving Grasp Skills Using Schema Structured Learning,
Proceedings of the International Conference on
Development and Learning (ICDL'06), electronically published
- Shah, A., Barto, A. G., Fagg, A. H. (2006)
Biologically-Based Functional Mechanisms of Coarticulation,
Proceedings of the Spring Meeting on the Neural Control of Movement
- Goldberg, D., Fagg, A. H., Hatsopoulos, N., Ojakangas, G., Miller,
L. (2006)
A Kernel-Based Approach to Predicting Arm Motion from MI
Activity,
Proceedings of the Spring Meeting on the
Neural Control of Movement
- Brown, A., Fagg, A. H. (2006) Bion,
Art Installation presented in Archival to Contemporary: Six
Decades of the Sculptors Guild, January 30th - May 15th
- Brown, A., Fagg, A. H. (2006),
Is it alive? Sensor Networks and Art,
Proceedings of the International Digital Media and Arts Association
Conference, Miami University, Oxford, OH
- Brown, A., Fagg, A. H. (2006),
Bion, Art installation appearance at the
iDEAs Exhibition at the International Digital Media and Arts
Association Conference, Miami University, Oxford, OH, April 6-8
2005
- de Granville, C., Southerland, J., and Fagg, A. H. (2005),
Grasp Affordance Learning, OU Research Experiences
Symposium, October
- Southerland, J., de Granville, C., and Fagg, A. H. (2005),
Grasp Sequence Recognition, OU Research Experiences
Symposium, October
- Watson, B. and Fagg, A. H. (2005),
Empirical Modeling of Robot Arm Statics, OU Research
Experiences
Symposium, October
- Goldberg, D. and Fagg, A. H. (2005),
Predicting Arm Motion From Cortical Activity,
OU Computer Science Graduate Student Association Research Conference. March. Best presentation award
- Brock, O., Fagg, A. H., Grupen, R. A.,
Karuppiah, D., Platt, R., Rosenstein, M.,
(2005),
A Framework For Humanoid Control and Intelligence,
International Journal of Humanoid Robotics, 2(3):301-336
- Platt, Jr., R., Fagg, A. H., Grupen, R. A. (2005),
Re-Using Schematic Grasping Policies,
Proceedings of Humanoids
- Rosenstein, M. T., Fagg, A. H., Ou, S, Grupen, R. A. (2005)
User Intentions Funneled Through A Human-Robot Interface, to appear in the proceedings of
the International Conference on Intelligent User Interfaces
2004
- Morales, A., Chinellato, E., Fagg, A. H., del Pobil, A. P. (2004)
Using Experience for Assessing Grasp Reliability,
International Journal of Humanoid Robotics,
1(4):671-691
- Shah, A., Fagg, A. H., Barto, A. G. (2004)
Cortical Involvement in the Recruitment of Wrist Muscles,
Journal of Neurophysiology, 91:2445 - 2456.
(pdf version)
(official JNP version)
- Platt, Jr., R., Fagg, A. H., Grupen, R. A. (2004),
Manipulation Gaits: Sequences of Grasp Control Tasks,
Proceedings of the IEEE International Conference on Robotics and
Automation (ICRA'04)
- Rosenstein, M. T., Fagg, A. H., and Grupen, R. A. (2004),
Robot Learning with Predictions of Operator Intent,
In the Proceedings of the 2004 AAAI Fall Symposium on the Intersection
of Cognitive Science and Robotics: From Interfaces to Intelligence,
pp. 107-8. AAAI Press, Menlo Park, CA
- Fagg, A. H., Rosenstein, M. T., Platt, Jr., R., Grupen, R. A. (2004),
Extracting User Intent in Mixed Initiative Teleoperator Control,
Proceedings of the American Institute of Aeronautics and Astronautics
Intelligent Systems Technical Conference
- Ou, S., Karuppiah, D. R., Fagg, A. H. and Riseman, E. (2004),
An Augmented Virtual Reality Interface for Assistive Monitoring of Smart Spaces,
Proceedings of the IEEE International Conference on Pervasive Computing and
Communications.
Supporting videos
- Morales, A., Chinellato, E., Fagg, A. H., del Pobil, A.P. (2004),
An active learning approach for assessing robot grasp reliability, In IEEE/RSJ
Intl. Conf. on Intelligent Robots and Systems (IROS 2004), Sendai,
Japan, September.
- Morales, A. , Chinellato, E., Sanz, P. J., Fagg, A. H., del
Pobil, A. P. (2004),
Vision based planar grasp synthesis and reliability assessment
for a multifinger robot hand: a learning approach,
In the International Conference on
Intelligent Manipulation and Grasping (IMG04), Genoa, Italy
- Morales, A., Chinelalto, E., Sanz, P. J., Fagg, A. H., del
Pobil, A.P. (2004),
Learning to predict grasp reliability with a multifinger robot
hand by using visual features, In IASTED International Conference on
Artifcial
Intelligence and Soft Computing, Marbella, Spain, September
Earlier Publications
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