ref.bib

@IEEEtranBSTCTL{IEEEexample:BSTcontrol,
  CTLdash_repeated_names = "no"
}

@article{andriacchi1980study,
  title={A study of lower-limb mechanics during stair-climbing.},
  author={Andriacchi, TP and Andersson, GB and Fermier, RW and Stern, D and Galante, JO},
  journal={The Journal of bone and joint surgery. American volume},
  volume={62},
  number={5},
  pages={749--757},
  year={1980}
},

@article{winter1984kinematic,
  title={Kinematic and kinetic patterns in human gait: Variability and compensating effects},
  author={Winter, David A},
  journal={Human Movement Science},
  volume={3},
  number={1-2},
  pages={51--76},
  year={1984},
  publisher={Elsevier}
},

@article{moore2015elaborate,
  title={An elaborate data set on human gait and the effect of mechanical perturbations},
  author={Moore, Jason K and Hnat, Sandra K and van den Bogert, Antonie J},
  journal={PeerJ},
  volume={3},
  pages={e918},
  year={2015},
  publisher={PeerJ Inc.}
},

@article{hicks2011lower,
  title={Lower extremity joint kinematics during stair climbing in knee osteoarthritis},
  author={Hicks-Little, Charlie A and Peindl, Richard D and Hubbard, Tricia J and Scannell, Brian P and Springer, Bryan D and Odum, Susan M and Fehring, Thomas K and Cordova, Mitchell L},
  journal={Medicine \& Science in Sports \& Exercise},
  volume={43},
  number={3},
  pages={516--524},
  year={2011},
  publisher={LWW}
},

@INPROCEEDINGS{powell,
author={M. J. {Powell} and H. {Zhao} and A. D. {Ames}},
booktitle={2012 IEEE International Conference on Robotics and Automation},
title={Motion primitives for human-inspired bipedal robotic locomotion: walking and stair climbing},
year={2012},
volume={},
number={},
pages={543-549},
doi={10.1109/ICRA.2012.6225344},
ISSN={1050-4729},
month={May},},

@INPROCEEDINGS{degree of freedom,
author={D. {Maita} and G. {Venture}},
booktitle={2013 35th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC)},
title={Influence of the model's degree of freedom on human body dynamics identification},
year={2013},
volume={},
number={},
pages={4609-4612},
doi={10.1109/EMBC.2013.6610574},
ISSN={1558-4615},
month={July},},

@article{lee2014locomotion,
  title={Locomotion control for many-muscle humanoids},
  author={Lee, Yoonsang and Park, Moon Seok and Kwon, Taesoo and Lee, Jehee},
  journal={ACM Transactions on Graphics (TOG)},
  volume={33},
  number={6},
  pages={1--11},
  year={2014},
  publisher={ACM New York, NY, USA}
},
@misc{muscles,
author = "J. Rose",
title = "Human Walking",
year = "2005",
},

@article{ijspeert2013dynamical,
  title={Dynamical movement primitives: learning attractor models for motor behaviors},
  author={Ijspeert, Auke Jan and Nakanishi, Jun and Hoffmann, Heiko and Pastor, Peter and Schaal, Stefan},
  journal={Neural computation},
  volume={25},
  number={2},
  pages={328--373},
  year={2013},
  publisher={MIT Press}
},

@article{nakanishi2004learning,
  title={Learning from demonstration and adaptation of biped locomotion},
  author={Nakanishi, Jun and Morimoto, Jun and Endo, Gen and Cheng, Gordon and Schaal, Stefan and Kawato, Mitsuo},
  journal={Robotics and autonomous systems},
  volume={47},
  number={2-3},
  pages={79--91},
  year={2004},
  publisher={Elsevier}
},


@article{muller2007dynamic,
  title={Dynamic time warping},
  author={M{\"u}ller, Meinard},
  journal={Information retrieval for music and motion},
  pages={69--84},
  year={2007},
  publisher={Springer}
},

@inbook{Calinon,
author = {Calinon, Sylvain and Lee, Dongheui},
year = {2019},
month = {01},
pages = {1261-1312},
title = {Learning Control},
isbn = {978-94-007-6045-5},
doi = {10.1007/978-94-007-6046-2_68}
},

@article{billard2008survey,
  title={Survey: Robot programming by demonstration},
  author={Billard, Aude and Calinon, Sylvain and Dillmann, Ruediger and Schaal, Stefan},
  journal={Handbook of robotics},
  volume={59},
  number={BOOK\_CHAP},
  year={2008},
  publisher={MIT Press}
},

@article{rozo2016learning,
  title={Learning physical collaborative robot behaviors from human demonstrations},
  author={Rozo, Leonel and Calinon, Sylvain and Caldwell, Darwin G and Jimenez, Pablo and Torras, Carme},
  journal={IEEE Transactions on Robotics},
  volume={32},
  number={3},
  pages={513--527},
  year={2016},
  publisher={IEEE}
},

@Inbook{Calinon2018,
author="Calinon, Sylvain",
editor="Ang, Marcelo H
and Khatib, Oussama
and Siciliano, Bruno",
title="Learning from Demonstration (Programming by Demonstration)",
bookTitle="Encyclopedia of Robotics",
year="2018",
publisher="Springer Berlin Heidelberg",
address="Berlin, Heidelberg",
pages="1--8",
isbn="978-3-642-41610-1",
doi="10.1007/978-3-642-41610-1_27-1",
url="https://doi.org/10.1007/978-3-642-41610-1_27-1"
}

@inproceedings{lee2012learning,
  title={Learning basis skills by autonomous segmentation of humanoid motion trajectories},
  author={Lee, Sang Hyoung and Suh, Il Hong and Calinon, Sylvain and Johansson, Rolf},
  booktitle={2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012)},
  pages={112--119},
  year={2012},
  organization={IEEE}
},

@article{calinon2007learning,
  title={On learning, representing, and generalizing a task in a humanoid robot},
  author={Calinon, Sylvain and Guenter, Florent and Billard, Aude},
  journal={IEEE Transactions on Systems, Man, and Cybernetics, Part B (Cybernetics)},
  volume={37},
  number={2},
  pages={286--298},
  year={2007},
  publisher={IEEE}
},

@inproceedings{gaitcomfort,
author = {Wang, Aihui and Hu, Ningning and Yu, Jun and Liao, Wudai and Zhang, Junfeng and Wu, Xia and Pei, Chuanghui},
year = {2019},
month = {08},
pages = {34-39},
title = {Research on robot control system of lower limb rehabilitation robot based on human gait comfort},
doi = {10.1109/ICAMechS.2019.8861558}
},

@inproceedings{paraschos2013probabilistic,
  title={Probabilistic movement primitives},
  author={Paraschos, Alexandros and Daniel, Christian and Peters, Jan R and Neumann, Gerhard},
  booktitle={Advances in neural information processing systems},
  pages={2616--2624},
  year={2013}
},

@inproceedings{pastor2009learning,
  title={Learning and generalization of motor skills by learning from demonstration},
  author={Pastor, Peter and Hoffmann, Heiko and Asfour, Tamim and Schaal, Stefan},
  booktitle={2009 IEEE International Conference on Robotics and Automation},
  pages={763--768},
  year={2009},
  organization={IEEE}
},

@inproceedings{park2008movement,
  title={Movement reproduction and obstacle avoidance with dynamic movement primitives and potential fields},
  author={Park, Dae-Hyung and Hoffmann, Heiko and Pastor, Peter and Schaal, Stefan},
  booktitle={Humanoids 2008-8th IEEE-RAS International Conference on Humanoid Robots},
  pages={91--98},
  year={2008},
  organization={IEEE}
},

@inproceedings{nakanishi2004framework,
  title={A framework for learning biped locomotion with dynamical movement primitives},
  author={Nakanishi, Jun and Morimoto, Jun and Endo, Gen and Cheng, Gordon and Schaal, Stefan and Kawato, Mitsuo},
  booktitle={4th IEEE/RAS International Conference on Humanoid Robots, 2004.},
  volume={2},
  pages={925--940},
  year={2004},
  organization={ieee}
},

@incollection{CalinonLee19,
	author="Calinon, S. and Lee, D.",
	title="Learning Control",
	booktitle="Humanoid Robotics: a Reference",
	publisher="Springer",
	editor="Vadakkepat, P. and Goswami, A.", 
	year="2019",
	pages="1261--1312",
	doi="10.1007/978-94-007-6046-2_68"
},

@article{HicksLittle2011LowerEJ,
  title={Lower extremity joint kinematics during stair climbing in knee osteoarthritis.},
  author={Charlie Hicks-Little and R. D. Peindl and Tricia J. Hubbard and Brian P. Scannell and Bryan D. Springer and Susan Marie Odum and Thomas K. Fehring and Mitchell L. Cordova},
  journal={Medicine and science in sports and exercise},
  year={2011},
  volume={43 3},
  pages={
          516-24
        }
},

@article{esquenazi2012rewalk,
  title={The ReWalk powered exoskeleton to restore ambulatory function to individuals with thoracic-level motor-complete spinal cord injury},
  author={Esquenazi, Alberto and Talaty, Mukul and Packel, Andrew and Saulino, Michael},
  journal={American journal of physical medicine \& rehabilitation},
  volume={91},
  number={11},
  pages={911--921},
  year={2012},
  publisher={LWW}
},

@article{mertz2012next,
  title={The next generation of exoskeletons: lighter, cheaper devices are in the works},
  author={Mertz, Leslie},
  journal={IEEE pulse},
  volume={3},
  number={4},
  pages={56--61},
  year={2012},
  publisher={IEEE}
},

@INPROCEEDINGS{elegs,
author={K. A. {Strausser} and H. {Kazerooni}},
booktitle={2011 IEEE/RSJ International Conference on Intelligent Robots and Systems},
title={The development and testing of a human machine interface for a mobile medical exoskeleton},
year={2011},
volume={},
number={},
pages={4911-4916},
keywords={Legged locomotion;Exoskeletons;Foot;Robot sensing systems;Automata;Knee;Spinal cord injury},
doi={10.1109/IROS.2011.6095025},
ISSN={2153-0858},
month={Sep.},
},

@article{huang2016optimisation,
  title={Optimisation of reference gait trajectory of a lower limb exoskeleton},
  author={Huang, Rui and Cheng, Hong and Chen, Yi and Chen, Qiming and Lin, Xichuan and Qiu, Jing},
  journal={International Journal of Social Robotics},
  volume={8},
  number={2},
  pages={223--235},
  year={2016},
  publisher={Springer}
},

@article{calinon2017learning,
  title={Learning control},
  author={Calinon, Sylvain and Lee, Dongheui},
  year={2017}
},

@INPROCEEDINGS{taskjointmocap,
author={K. {Hu} and C. {Ott} and D. {Lee}},
booktitle={2014 IEEE International Conference on Robotics and Automation (ICRA)},
title={Online human walking imitation in task and joint space based on quadratic programming},
year={2014},
volume={},
number={},
pages={3458-3464},
doi={10.1109/ICRA.2014.6907357},
ISSN={1050-4729},
month={May},
},

@article{calinon2013compliant,
  title={Compliant skills acquisition and multi-optima policy search with EM-based reinforcement learning},
  author={Calinon, Sylvain and Kormushev, Petar and Caldwell, Darwin G},
  journal={Robotics and Autonomous Systems},
  volume={61},
  number={4},
  pages={369--379},
  year={2013},
  publisher={Elsevier}
},

@INPROCEEDINGS{Statisticaldynamical,
author={S. {Calinon} and Z. {Li} and T. {Alizadeh} and N. G. {Tsagarakis} and D. G. {Caldwell}},
booktitle={2012 12th IEEE-RAS International Conference on Humanoid Robots (Humanoids 2012)},
title={Statistical dynamical systems for skills acquisition in humanoids},
year={2012},
volume={},
number={},
pages={323-329},
doi={10.1109/HUMANOIDS.2012.6651539},
ISSN={2164-0580},
month={Nov},},

@article{billard2006discriminative,
  title={Discriminative and adaptive imitation in uni-manual and bi-manual tasks},
  author={Billard, Aude G and Calinon, Sylvain and Guenter, Florent},
  journal={Robotics and Autonomous Systems},
  volume={54},
  number={5},
  pages={370--384},
  year={2006},
  publisher={Elsevier}
},

@inbook{bodysegs,
author = {Ab Rahim, Muhajir and Tokhi, Mohammad and Mohd Nasir, Nashrul},
year = {2007},
month = {01},
pages = {204-207},
title = {Modeling and Simulation of Sit-to-Stand Exercise},
volume = {15},
doi = {10.1007/978-3-540-68017-8_53}
}

@ARTICLE{GaitSynthesis, 
author={C. {Fu} and K. {Chen}},
journal={IEEE Transactions on Industrial Electronics}, title={Gait Synthesis and Sensory Control of Stair Climbing for a Humanoid Robot},
year={2008}, 
volume={55}, 
number={5}, 
pages={2111-2120},}

@inproceedings{chalodhorn2007learning,
  title={Learning to Walk through Imitation.},
  author={Chalodhorn, Rawichote and Grimes, David B and Grochow, Keith and Rao, Rajesh PN}
}

@inproceedings{hu2014online,
  title={Online human walking imitation in task and joint space based on quadratic programming},
  author={Hu, Kai and Ott, Christian and Lee, Dongheui},
  booktitle={2014 IEEE International Conference on Robotics and Automation (ICRA)},
  pages={3458--3464},
  year={2014},
  organization={IEEE}
}


@article{hicks2012temporal,
  title={Temporal-spatial gait adaptations during stair ascent and descent in patients with knee osteoarthritis},
  author={Hicks-Little, Charlie A and Peindl, Richard D and Fehring, Thomas K and Odum, Susan M and Hubbard, Tricia J and Cordova, Mitchell L},
  journal={The Journal of arthroplasty},
  volume={27},
  number={6},
  pages={1183--1189},
  year={2012},
  publisher={Elsevier}
}

@inproceedings{kajita2003biped,
  title={Biped walking pattern generation by using preview control of zero-moment point},
  author={Kajita, Shuuji and Kanehiro, Fumio and Kaneko, Kenji and Fujiwara, Kiyoshi and Harada, Kensuke and Yokoi, Kazuhito and Hirukawa, Hirohisa},
  booktitle={2003 IEEE International Conference on Robotics and Automation (Cat. No. 03CH37422)},
  volume={2},
  pages={1620--1626},
  year={2003},
  organization={IEEE}
}

@inproceedings{huang2018learning,
  author={Huang, Rui and Pengl, Zhinan and Cheng, Hong and Hu, Jiangping and Qiu, Jing and Zou, Chaobin and Chen, Qiming},
  booktitle={2018 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)},
  pages={2280--2285},
  year={2018},
  organization={IEEE}
},

@article{metric,
author = {Calinon, Sylvain and Sauser, Eric and Caldwell, Darwin and Billard, Aude},
year = {2009},
month = {01},
pages = {},
title = {A probabilistic approach based on dynamical systems to learn and reproduce gestures by imitation}
},

@book{siciliano2016springer,
  title={Springer handbook of robotics},
  author={Siciliano, Bruno and Khatib, Oussama},
  year={2016},
  publisher={Springer}
},


@article{JSSv031i07,
   author = {Toni Giorgino},
   title = {Computing and Visualizing Dynamic Time Warping Alignments in R: The dtw Package},
   journal = {Journal of Statistical Software, Articles},
   volume = {31},
   number = {7},
   year = {2009},
   keywords = {},
   issn = {1548-7660},
   pages = {1--24},
   doi = {10.18637/jss.v031.i07},
   url = {https://www.jstatsoft.org/v031/i07}
},

@article{kormushev2011imitation,
  title={Imitation learning of positional and force skills demonstrated via kinesthetic teaching and haptic input},
  author={Kormushev, Petar and Calinon, Sylvain and Caldwell, Darwin G},
  journal={Advanced Robotics},
  volume={25},
  number={5},
  pages={581--603},
  year={2011},
  publisher={Taylor \& Francis}
},

@article{calinon2007teacher,
  title={What is the teacher’s role in robot programming by demonstration?: Toward benchmarks for improved learning},
  author={Calinon, Sylvain and Billard, Aude G},
  journal={Interaction Studies},
  volume={8},
  number={3},
  pages={441--464},
  year={2007},
  publisher={John Benjamins}
},

@incollection{Calinon19MM,
  author="Calinon, S.",
  title="Mixture Models for the Analysis, Edition, and Synthesis of Continuous Time Series",
  booktitle="Mixture Models and Applications",
  publisher="Springer",
  editor="Bouguila, N. and Fan, W.", 
  year="2019"
},

@article{Calinon16JIST,
  author={Calinon, S.},
  title={A Tutorial on Task-Parameterized Movement Learning and Retrieval},
  journal={Intelligent Service Robotics},
  publisher={Springer Berlin Heidelberg},
  doi={10.1007/s11370-015-0187-9},
  year={2016},
  volume={9},
  number={1},
  pages={1--29}
},

@inproceedings{DWT,
author = {Berndt, Donald J. and Clifford, James},
title = {Using Dynamic Time Warping to Find Patterns in Time Series},
year = {1994},
publisher = {AAAI Press},
booktitle = {Proceedings of the 3rd International Conference on Knowledge Discovery and Data Mining},
pages = {359–370},
numpages = {12},
keywords = {knowledge discovery, pattern analysis, dynamic programming, dynamic time warping, time series},
location = {Seattle, WA},
series = {AAAIWS’94}
},

@inproceedings{kajita2003biped,
  title={Biped walking pattern generation by using preview control of zero-moment point},
  author={Kajita, Shuuji and Kanehiro, Fumio and Kaneko, Kenji and Fujiwara, Kiyoshi and Harada, Kensuke and Yokoi, Kazuhito and Hirukawa, Hirohisa},
  booktitle={2003 IEEE International Conference on Robotics and Automation (Cat. No. 03CH37422)},
  volume={2},
  pages={1620--1626},
  year={2003},
  organization={IEEE}
},

@inproceedings{ott2008motion,
  title={Motion capture based human motion recognition and imitation by direct marker control},
  author={Ott, Christian and Lee, Dongheui and Nakamura, Yoshihiko},
  booktitle={Humanoids 2008-8th IEEE-RAS International Conference on Humanoid Robots},
  pages={399--405},
  year={2008},
  organization={IEEE}
},

@Inbook{Rosado2014,
author="Rosado, Jos{\'e}
and Silva, Filipe
and Santos, V{\'i}tor",
editor="Armada, Manuel A.
and Sanfeliu, Alberto
and Ferre, Manuel",
title="A Kinect-Based Motion Capture System for Robotic Gesture Imitation",
bookTitle="ROBOT2013: First Iberian Robotics Conference: Advances in Robotics, Vol. 1",
year="2014",
publisher="Springer International Publishing",
address="Cham",
pages="585--595",
isbn="978-3-319-03413-3",
doi="10.1007/978-3-319-03413-3_43",
url="https://doi.org/10.1007/978-3-319-03413-3_43"
},

@InProceedings{ViconGaiting,
author="Rosado, Jos{\'e}
and Silva, Filipe
and Santos, V{\'i}tor",
editor="Reis, Lu{\'i}s Paulo
and Moreira, Ant{\'o}nio Paulo
and Lima, Pedro U.
and Montano, Luis
and Mu{\~{n}}oz-Martinez, Victor",
title="Biped Walking Learning from Imitation Using Dynamic Movement Primitives",
booktitle="Robot 2015: Second Iberian Robotics Conference",
year="2016",
publisher="Springer International Publishing",
address="Cham",
pages="185--196",
isbn="978-3-319-27149-1"
},

@inproceedings{cenciarini2011biomechanical,
  title={Biomechanical considerations in the design of lower limb exoskeletons},
  author={Cenciarini, Massimo and Dollar, Aaron M},
  booktitle={2011 IEEE International conference on rehabilitation robotics},
  pages={1--6},
  year={2011},
  organization={IEEE}
},

@article{anthropomorphic,
author = {Arbulu, M. and Kaynov, D. and Cabás Ormaechea, Luis Maria and Balaguer, C.},
year = {2009},
month = {12},
pages = {301-344},
title = {The Rh-1 Full-Size Humanoid Robot: Design, Walking Pattern Generation and Control},
volume = {6},
journal = {Applied Bionics and Biomechanics},
doi = {10.1080/11762320903123575}
},


@article{farris2013preliminary,
  title={A preliminary assessment of legged mobility provided by a lower limb exoskeleton for persons with paraplegia},
  author={Farris, Ryan J and Quintero, Hugo A and Murray, Spencer A and Ha, Kevin H and Hartigan, Clare and Goldfarb, Michael},
  journal={IEEE Transactions on neural systems and rehabilitation engineering},
  volume={22},
  number={3},
  pages={482--490},
  year={2013},
  publisher={IEEE}
},

@inproceedings{gasser2017design,
  title={Design and preliminary assessment of Vanderbilt hand exoskeleton},
  author={Gasser, Benjamin W and Bennett, Daniel A and Durrough, Christina M and Goldfarb, Michael},
  booktitle={2017 International Conference on Rehabilitation Robotics (ICORR)},
  pages={1537--1542},
  year={2017},
  organization={IEEE}
}

@inproceedings{kajita2003biped,
  title={Biped walking pattern generation by using preview control of zero-moment point},
  author={Kajita, Shuuji and Kanehiro, Fumio and Kaneko, Kenji and Fujiwara, Kiyoshi and Harada, Kensuke and Yokoi, Kazuhito and Hirukawa, Hirohisa},
  booktitle={2003 IEEE International Conference on Robotics and Automation (Cat. No. 03CH37422)},
  volume={2},
  pages={1620--1626},
  year={2003},
  organization={IEEE}
}