Hey,
I've been using the ANN library. I'm not sure it's still updated nor mantained these days, but it does work well for my purpose.
http://puredata.info/search?SearchableText=ann
That is, I've been using it to make my instrument (the Xth Sense [1]) detect a performer's muscle states throughout a piece by using 1 sensor only; then, labelling different states, such as still, motion, fast motion, slow motion. It's a basic implementation but useful to create a sensing timeline that changes with the performer behaviours, rather than with fixed time cues.
Surely, there is much more to AI which cannot be presently done in Pd, at the best of my knowledge, I might be wrong though. Ben (Bogart) is our guy in this area.
What are you using Ben?
[1] http://res.marcodonnarumma.com/projects/xth-sense/
Hi all
I have been wondering... Is there any AI implementation for PD? What have you been using for it?
Best
Leandro
-- Marco Donnarumma New Media + Sonic Arts Practitioner, Performer, Teacher, Director. Embodied Audio-Visual Interaction Research Team. Department of Computing, Goldsmiths University of London
Portfolio: http://marcodonnarumma.com
Research: http://res.marcodonnarumma.com
Director: http://www.liveperformersmeeting.net
Thanks, Marco. I have been using OSC communications with other software, but I'm far from satisfied. I'll try ANN, thought.
I am actually interested in working with Hidden Markov Models (and machine learning in general) and some filters for computer vision. Can I work with those using ANN?
Best,
Leandro
On Sun, Dec 16, 2012 at 11:23 PM, Marco Donnarumma devel@thesaddj.comwrote:
Hey,
I've been using the ANN library. I'm not sure it's still updated nor mantained these days, but it does work well for my purpose.
http://puredata.info/search?SearchableText=ann
That is, I've been using it to make my instrument (the Xth Sense [1]) detect a performer's muscle states throughout a piece by using 1 sensor only; then, labelling different states, such as still, motion, fast motion, slow motion. It's a basic implementation but useful to create a sensing timeline that changes with the performer behaviours, rather than with fixed time cues.
Surely, there is much more to AI which cannot be presently done in Pd, at the best of my knowledge, I might be wrong though. Ben (Bogart) is our guy in this area.
What are you using Ben?
[1] http://res.marcodonnarumma.com/projects/xth-sense/
Hi all
I have been wondering... Is there any AI implementation for PD? What have you been using for it?
Best
Leandro
-- Marco Donnarumma New Media + Sonic Arts Practitioner, Performer, Teacher, Director. Embodied Audio-Visual Interaction Research Team. Department of Computing, Goldsmiths University of London
Portfolio: http://marcodonnarumma.com Research: http://res.marcodonnarumma.com Director: http://www.liveperformersmeeting.net
Probably :)
ANN is based on Neural Networks. You don't have HMM. But I find it quite flexible. That said, I think it is a very good library to get started with AI, but if you want to get some heavy work done, other tools might be better.
hope that helps,
-- Marco Donnarumma New Media + Sonic Arts Practitioner, Performer, Teacher, Director. Embodied Audio-Visual Interaction Research Team. Department of Computing, Goldsmiths University of London
Portfolio: http://marcodonnarumma.com
Research: http://res.marcodonnarumma.com
Director: http://www.liveperformersmeeting.net
On Mon, Dec 17, 2012 at 6:50 AM, Leandro da Mota Damasceno <lemota@gmail.com
> wrote:
> Thanks, Marco. I have been using OSC communications with other software,
> but I'm far from satisfied. I'll try ANN, thought.
>
> I am actually interested in working with Hidden Markov Models (and machine
> learning in general) and some filters for computer vision. Can I work with
> those using ANN?
>
> Best,
>
> Leandro
>
>
> On Sun, Dec 16, 2012 at 11:23 PM, Marco Donnarumma <devel@thesaddj.com>wrote:
>
>> Hey,
>>
>> I've been using the ANN library.
>> I'm not sure it's still updated nor mantained these days, but it does
>> work well for my purpose.
>>
>> http://puredata.info/search?SearchableText=ann
>>
>> That is, I've been using it to make my instrument (the Xth Sense [1])
>> detect a performer's muscle states throughout a piece by using 1 sensor
>> only; then, labelling different states, such as still, motion, fast motion,
>> slow motion. It's a basic implementation but useful to create a sensing
>> timeline that changes with the performer behaviours, rather than with fixed
>> time cues.
>>
>> Surely, there is much more to AI which cannot be presently done in Pd, at
>> the best of my knowledge, I might be wrong though.
>> Ben (Bogart) is our guy in this area.
>>
>> What are you using Ben?
>>
>> [1] http://res.marcodonnarumma.com/projects/xth-sense/
>>
>>
>>
>> Hi all
>>>
>>> I have been wondering... Is there any AI implementation for PD? What
>>> have you been using for it?
>>>
>>> Best
>>>
>>> Leandro
>>
>> --
>> Marco Donnarumma
>> New Media + Sonic Arts Practitioner, Performer, Teacher, Director.
>> Embodied Audio-Visual Interaction Research Team.
>> Department of Computing, Goldsmiths University of London
>> ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
>> Portfolio: http://marcodonnarumma.com
>> Research: http://res.marcodonnarumma.com
>> Director: http://www.liveperformersmeeting.net
>>
>>
>
I'll try it then. I wonder there isn't a more ambitious approach for a broader AI package for PD. Honestly, one of the ugliest things I've done to work with machine learning was running an app built in Max/MSP and communicating with PD via OSC. Ah, the good old days... :)
is there anything like FTM for PD?
On Mon, Dec 17, 2012 at 1:39 PM, Marco Donnarumma devel@thesaddj.comwrote:
Probably :)
ANN is based on Neural Networks. You don't have HMM. But I find it quite flexible. That said, I think it is a very good library to get started with AI, but if you want to get some heavy work done, other tools might be better.
hope that helps,
-- Marco Donnarumma New Media + Sonic Arts Practitioner, Performer, Teacher, Director. Embodied Audio-Visual Interaction Research Team. Department of Computing, Goldsmiths University of London
Portfolio: http://marcodonnarumma.com Research: http://res.marcodonnarumma.com Director: http://www.liveperformersmeeting.net On Mon, Dec 17, 2012 at 6:50 AM, Leandro da Mota Damasceno < lemota@gmail.com> wrote: > Thanks, Marco. I have been using OSC communications with other software, > but I'm far from satisfied. I'll try ANN, thought. > > I am actually interested in working with Hidden Markov Models (and > machine learning in general) and some filters for computer vision. Can I > work with those using ANN? > > Best, > > Leandro > > > On Sun, Dec 16, 2012 at 11:23 PM, Marco Donnarumma <devel@thesaddj.com>wrote: > >> Hey, >> >> I've been using the ANN library. >> I'm not sure it's still updated nor mantained these days, but it does >> work well for my purpose. >> >> http://puredata.info/search?SearchableText=ann >> >> That is, I've been using it to make my instrument (the Xth Sense [1]) >> detect a performer's muscle states throughout a piece by using 1 sensor >> only; then, labelling different states, such as still, motion, fast motion, >> slow motion. It's a basic implementation but useful to create a sensing >> timeline that changes with the performer behaviours, rather than with fixed >> time cues. >> >> Surely, there is much more to AI which cannot be presently done in Pd, >> at the best of my knowledge, I might be wrong though. >> Ben (Bogart) is our guy in this area. >> >> What are you using Ben? >> >> [1] http://res.marcodonnarumma.com/projects/xth-sense/ >> >> >> >> Hi all >>> >>> I have been wondering... Is there any AI implementation for PD? What >>> have you been using for it? >>> >>> Best >>> >>> Leandro >> >> -- >> Marco Donnarumma >> New Media + Sonic Arts Practitioner, Performer, Teacher, Director. >> Embodied Audio-Visual Interaction Research Team. >> Department of Computing, Goldsmiths University of London >> ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ >> Portfolio: http://marcodonnarumma.com >> Research: http://res.marcodonnarumma.com >> Director: http://www.liveperformersmeeting.net >> >> >
Regarding FTM : http://iem.kug.ac.at/fileadmin/media/iem/altdaten/projekte/publications/pape... the authors can speak more about it :)
On Mon, Dec 17, 2012 at 3:59 PM, Leandro da Mota Damasceno <lemota@gmail.com
wrote:
I'll try it then. I wonder there isn't a more ambitious approach for a broader AI package for PD. Honestly, one of the ugliest things I've done to work with machine learning was running an app built in Max/MSP and communicating with PD via OSC. Ah, the good old days... :)
is there anything like FTM for PD?
On Mon, Dec 17, 2012 at 1:39 PM, Marco Donnarumma devel@thesaddj.comwrote:
Probably :)
ANN is based on Neural Networks. You don't have HMM. But I find it quite flexible. That said, I think it is a very good library to get started with AI, but if you want to get some heavy work done, other tools might be better.
hope that helps,
-- Marco Donnarumma New Media + Sonic Arts Practitioner, Performer, Teacher, Director. Embodied Audio-Visual Interaction Research Team. Department of Computing, Goldsmiths University of London
Portfolio: http://marcodonnarumma.com Research: http://res.marcodonnarumma.com Director: http://www.liveperformersmeeting.net On Mon, Dec 17, 2012 at 6:50 AM, Leandro da Mota Damasceno < lemota@gmail.com> wrote: > Thanks, Marco. I have been using OSC communications with other software, > but I'm far from satisfied. I'll try ANN, thought. > > I am actually interested in working with Hidden Markov Models (and > machine learning in general) and some filters for computer vision. Can I > work with those using ANN? > > Best, > > Leandro > > > On Sun, Dec 16, 2012 at 11:23 PM, Marco Donnarumma <devel@thesaddj.com>wrote: > >> Hey, >> >> I've been using the ANN library. >> I'm not sure it's still updated nor mantained these days, but it does >> work well for my purpose. >> >> http://puredata.info/search?SearchableText=ann >> >> That is, I've been using it to make my instrument (the Xth Sense [1]) >> detect a performer's muscle states throughout a piece by using 1 sensor >> only; then, labelling different states, such as still, motion, fast motion, >> slow motion. It's a basic implementation but useful to create a sensing >> timeline that changes with the performer behaviours, rather than with fixed >> time cues. >> >> Surely, there is much more to AI which cannot be presently done in Pd, >> at the best of my knowledge, I might be wrong though. >> Ben (Bogart) is our guy in this area. >> >> What are you using Ben? >> >> [1] http://res.marcodonnarumma.com/projects/xth-sense/ >> >> >> >> Hi all >>> >>> I have been wondering... Is there any AI implementation for PD? What >>> have you been using for it? >>> >>> Best >>> >>> Leandro >> >> -- >> Marco Donnarumma >> New Media + Sonic Arts Practitioner, Performer, Teacher, Director. >> Embodied Audio-Visual Interaction Research Team. >> Department of Computing, Goldsmiths University of London >> ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ >> Portfolio: http://marcodonnarumma.com >> Research: http://res.marcodonnarumma.com >> Director: http://www.liveperformersmeeting.net >> >> >
Pd-list@iem.at mailing list UNSUBSCRIBE and account-management -> http://lists.puredata.info/listinfo/pd-list
there was a porting going on, but it then stopped for some reasons which I personally don't know, but I think have been on the list at some point.
Me and other people, like Joao Pais, are interested in making the porting happen, and as we can see, there's demand for it.
-- Marco Donnarumma New Media + Sonic Arts Practitioner, Performer, Teacher, Director. Embodied Audio-Visual Interaction Research Team. Department of Computing, Goldsmiths University of London
Portfolio: http://marcodonnarumma.com
Research: http://res.marcodonnarumma.com
Director: http://www.liveperformersmeeting.net
On Mon, Dec 17, 2012 at 10:59 AM, Leandro da Mota Damasceno <
lemota@gmail.com> wrote:
> I'll try it then. I wonder there isn't a more ambitious approach for a
> broader AI package for PD. Honestly, one of the ugliest things I've done to
> work with machine learning was running an app built in Max/MSP and
> communicating with PD via OSC. Ah, the good old days... :)
>
> is there anything like FTM for PD?
>
>
>
> On Mon, Dec 17, 2012 at 1:39 PM, Marco Donnarumma <devel@thesaddj.com>wrote:
>
>> Probably :)
>>
>> ANN is based on Neural Networks. You don't have HMM.
>> But I find it quite flexible.
>> That said, I think it is a very good library to get started with AI, but
>> if you want to get some heavy work done, other tools might be better.
>>
>> hope that helps,
>>
>>
>> --
>> Marco Donnarumma
>> New Media + Sonic Arts Practitioner, Performer, Teacher, Director.
>> Embodied Audio-Visual Interaction Research Team.
>> Department of Computing, Goldsmiths University of London
>> ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
>> Portfolio: http://marcodonnarumma.com
>> Research: http://res.marcodonnarumma.com
>> Director: http://www.liveperformersmeeting.net
>>
>>
>>
>> On Mon, Dec 17, 2012 at 6:50 AM, Leandro da Mota Damasceno <
>> lemota@gmail.com> wrote:
>>
>>> Thanks, Marco. I have been using OSC communications with other software,
>>> but I'm far from satisfied. I'll try ANN, thought.
>>>
>>> I am actually interested in working with Hidden Markov Models (and
>>> machine learning in general) and some filters for computer vision. Can I
>>> work with those using ANN?
>>>
>>> Best,
>>>
>>> Leandro
>>>
>>>
>>> On Sun, Dec 16, 2012 at 11:23 PM, Marco Donnarumma <devel@thesaddj.com>wrote:
>>>
>>>> Hey,
>>>>
>>>> I've been using the ANN library.
>>>> I'm not sure it's still updated nor mantained these days, but it does
>>>> work well for my purpose.
>>>>
>>>> http://puredata.info/search?SearchableText=ann
>>>>
>>>> That is, I've been using it to make my instrument (the Xth Sense [1])
>>>> detect a performer's muscle states throughout a piece by using 1 sensor
>>>> only; then, labelling different states, such as still, motion, fast motion,
>>>> slow motion. It's a basic implementation but useful to create a sensing
>>>> timeline that changes with the performer behaviours, rather than with fixed
>>>> time cues.
>>>>
>>>> Surely, there is much more to AI which cannot be presently done in Pd,
>>>> at the best of my knowledge, I might be wrong though.
>>>> Ben (Bogart) is our guy in this area.
>>>>
>>>> What are you using Ben?
>>>>
>>>> [1] http://res.marcodonnarumma.com/projects/xth-sense/
>>>>
>>>>
>>>>
>>>> Hi all
>>>>>
>>>>> I have been wondering... Is there any AI implementation for PD? What
>>>>> have you been using for it?
>>>>>
>>>>> Best
>>>>>
>>>>> Leandro
>>>>
>>>> --
>>>> Marco Donnarumma
>>>> New Media + Sonic Arts Practitioner, Performer, Teacher, Director.
>>>> Embodied Audio-Visual Interaction Research Team.
>>>> Department of Computing, Goldsmiths University of London
>>>> ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
>>>> Portfolio: http://marcodonnarumma.com
>>>> Research: http://res.marcodonnarumma.com
>>>> Director: http://www.liveperformersmeeting.net
>>>>
>>>>
>>>
>>
>
Thanks again Marco!
Didn't know about the ftm port. And of course there is demand for it! ftm is pretty useful, and it can take you to very different and creative approaches for data. It's one of the things that keep me stuck with Max/MSP. I do like the language, but it's too expensive and that doesn't help brazilian college students.
Best,
Leandro
On Mon, Dec 17, 2012 at 2:06 PM, Marco Donnarumma devel@thesaddj.comwrote:
there was a porting going on, but it then stopped for some reasons which I personally don't know, but I think have been on the list at some point.
Me and other people, like Joao Pais, are interested in making the porting happen, and as we can see, there's demand for it.
-- Marco Donnarumma New Media + Sonic Arts Practitioner, Performer, Teacher, Director. Embodied Audio-Visual Interaction Research Team. Department of Computing, Goldsmiths University of London
Portfolio: http://marcodonnarumma.com Research: http://res.marcodonnarumma.com Director: http://www.liveperformersmeeting.net On Mon, Dec 17, 2012 at 10:59 AM, Leandro da Mota Damasceno < lemota@gmail.com> wrote: > I'll try it then. I wonder there isn't a more ambitious approach for a > broader AI package for PD. Honestly, one of the ugliest things I've done to > work with machine learning was running an app built in Max/MSP and > communicating with PD via OSC. Ah, the good old days... :) > > is there anything like FTM for PD? > > > > On Mon, Dec 17, 2012 at 1:39 PM, Marco Donnarumma <devel@thesaddj.com>wrote: > >> Probably :) >> >> ANN is based on Neural Networks. You don't have HMM. >> But I find it quite flexible. >> That said, I think it is a very good library to get started with AI, but >> if you want to get some heavy work done, other tools might be better. >> >> hope that helps, >> >> >> -- >> Marco Donnarumma >> New Media + Sonic Arts Practitioner, Performer, Teacher, Director. >> Embodied Audio-Visual Interaction Research Team. >> Department of Computing, Goldsmiths University of London >> ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ >> Portfolio: http://marcodonnarumma.com >> Research: http://res.marcodonnarumma.com >> Director: http://www.liveperformersmeeting.net >> >> >> >> On Mon, Dec 17, 2012 at 6:50 AM, Leandro da Mota Damasceno < >> lemota@gmail.com> wrote: >> >>> Thanks, Marco. I have been using OSC communications with other >>> software, but I'm far from satisfied. I'll try ANN, thought. >>> >>> I am actually interested in working with Hidden Markov Models (and >>> machine learning in general) and some filters for computer vision. Can I >>> work with those using ANN? >>> >>> Best, >>> >>> Leandro >>> >>> >>> On Sun, Dec 16, 2012 at 11:23 PM, Marco Donnarumma <devel@thesaddj.com>wrote: >>> >>>> Hey, >>>> >>>> I've been using the ANN library. >>>> I'm not sure it's still updated nor mantained these days, but it does >>>> work well for my purpose. >>>> >>>> http://puredata.info/search?SearchableText=ann >>>> >>>> That is, I've been using it to make my instrument (the Xth Sense [1]) >>>> detect a performer's muscle states throughout a piece by using 1 sensor >>>> only; then, labelling different states, such as still, motion, fast motion, >>>> slow motion. It's a basic implementation but useful to create a sensing >>>> timeline that changes with the performer behaviours, rather than with fixed >>>> time cues. >>>> >>>> Surely, there is much more to AI which cannot be presently done in Pd, >>>> at the best of my knowledge, I might be wrong though. >>>> Ben (Bogart) is our guy in this area. >>>> >>>> What are you using Ben? >>>> >>>> [1] http://res.marcodonnarumma.com/projects/xth-sense/ >>>> >>>> >>>> >>>> Hi all >>>>> >>>>> I have been wondering... Is there any AI implementation for PD? What >>>>> have you been using for it? >>>>> >>>>> Best >>>>> >>>>> Leandro >>>> >>>> -- >>>> Marco Donnarumma >>>> New Media + Sonic Arts Practitioner, Performer, Teacher, Director. >>>> Embodied Audio-Visual Interaction Research Team. >>>> Department of Computing, Goldsmiths University of London >>>> ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ >>>> Portfolio: http://marcodonnarumma.com >>>> Research: http://res.marcodonnarumma.com >>>> Director: http://www.liveperformersmeeting.net >>>> >>>> >>> >> >
They are all different things. ANN, HMM, etc... this is machine learning, reasoning algorithms, and so forth.
As far as I know Pd has no basic set of machine learning techs, such as openCV has.
I'm not a huge fan of replicating tools, so I would take existing external tools and just interface with them, but since you point out that you are not happy with them, my suggestion is useless. Anyway two pointers:
- http://sourceforge.net/projects/cvhmm/ (HMM)
- http://opencv.willowgarage.com/documentation/cpp/neural_networks.html (NN)
Best, pedro p.s.: this message is not opencv sponsored.
On Mon, Dec 17, 2012 at 11:50 AM, Leandro da Mota Damasceno < lemota@gmail.com> wrote:
Thanks, Marco. I have been using OSC communications with other software, but I'm far from satisfied. I'll try ANN, thought.
I am actually interested in working with Hidden Markov Models (and machine learning in general) and some filters for computer vision. Can I work with those using ANN?
Best,
Leandro
On Sun, Dec 16, 2012 at 11:23 PM, Marco Donnarumma devel@thesaddj.comwrote:
Hey,
I've been using the ANN library. I'm not sure it's still updated nor mantained these days, but it does work well for my purpose.
http://puredata.info/search?SearchableText=ann
That is, I've been using it to make my instrument (the Xth Sense [1]) detect a performer's muscle states throughout a piece by using 1 sensor only; then, labelling different states, such as still, motion, fast motion, slow motion. It's a basic implementation but useful to create a sensing timeline that changes with the performer behaviours, rather than with fixed time cues.
Surely, there is much more to AI which cannot be presently done in Pd, at the best of my knowledge, I might be wrong though. Ben (Bogart) is our guy in this area.
What are you using Ben?
[1] http://res.marcodonnarumma.com/projects/xth-sense/
Hi all
I have been wondering... Is there any AI implementation for PD? What have you been using for it?
Best
Leandro
-- Marco Donnarumma New Media + Sonic Arts Practitioner, Performer, Teacher, Director. Embodied Audio-Visual Interaction Research Team. Department of Computing, Goldsmiths University of London
Portfolio: http://marcodonnarumma.com Research: http://res.marcodonnarumma.com Director: http://www.liveperformersmeeting.net
Pd-list@iem.at mailing list UNSUBSCRIBE and account-management -> http://lists.puredata.info/listinfo/pd-list
Thanks Pedro :)
I´m really not happy because I always end up running to many things that could be more easily integrated. When it comes do debugging, I really hate having to check out so many differente software. As I said before, it feels a little bit ridiculous to run Max/MSP and PD at the same time. I know, most things I could just write in Max/MSP, but then I wouldn't have flexibility i have in PD. That was a big issue during my master thesis.
I´ll check into those projects.
Btw, I like OpenCV :)
Best,
Leandro
On Mon, Dec 17, 2012 at 1:46 PM, Pedro Lopes pedro.lopes@ist.utl.pt wrote:
They are all different things. ANN, HMM, etc... this is machine learning, reasoning algorithms, and so forth.
As far as I know Pd has no basic set of machine learning techs, such as openCV has.
I'm not a huge fan of replicating tools, so I would take existing external tools and just interface with them, but since you point out that you are not happy with them, my suggestion is useless. Anyway two pointers:
- http://sourceforge.net/projects/cvhmm/ (HMM)
- http://opencv.willowgarage.com/documentation/cpp/neural_networks.html(NN)
Best, pedro p.s.: this message is not opencv sponsored.
On Mon, Dec 17, 2012 at 11:50 AM, Leandro da Mota Damasceno < lemota@gmail.com> wrote:
Thanks, Marco. I have been using OSC communications with other software, but I'm far from satisfied. I'll try ANN, thought.
I am actually interested in working with Hidden Markov Models (and machine learning in general) and some filters for computer vision. Can I work with those using ANN?
Best,
Leandro
On Sun, Dec 16, 2012 at 11:23 PM, Marco Donnarumma devel@thesaddj.comwrote:
Hey,
I've been using the ANN library. I'm not sure it's still updated nor mantained these days, but it does work well for my purpose.
http://puredata.info/search?SearchableText=ann
That is, I've been using it to make my instrument (the Xth Sense [1]) detect a performer's muscle states throughout a piece by using 1 sensor only; then, labelling different states, such as still, motion, fast motion, slow motion. It's a basic implementation but useful to create a sensing timeline that changes with the performer behaviours, rather than with fixed time cues.
Surely, there is much more to AI which cannot be presently done in Pd, at the best of my knowledge, I might be wrong though. Ben (Bogart) is our guy in this area.
What are you using Ben?
[1] http://res.marcodonnarumma.com/projects/xth-sense/
Hi all
I have been wondering... Is there any AI implementation for PD? What have you been using for it?
Best
Leandro
-- Marco Donnarumma New Media + Sonic Arts Practitioner, Performer, Teacher, Director. Embodied Audio-Visual Interaction Research Team. Department of Computing, Goldsmiths University of London
Portfolio: http://marcodonnarumma.com Research: http://res.marcodonnarumma.com Director: http://www.liveperformersmeeting.net
Pd-list@iem.at mailing list UNSUBSCRIBE and account-management -> http://lists.puredata.info/listinfo/pd-list
-- Pedro Lopes (HCI Researcher / MSc) contact: pedro.lopes@ist.utl.pt website: http://web.ist.utl.pt/pedro.lopes / http://pedrolopesresearch.wordpress.com/ | http://twitter.com/plopesresearch
-
Leandro da Mota Damasceno -
Marco Donnarumma -
Pedro Lopes