User:FabioZennaro - Revision history

AndreaBonarini at 16:37, 3 December 2010

2010-12-03T16:37:57Z

MatteoMatteucci at 21:50, 13 October 2009

2009-10-13T21:50:16Z

FabioZennaro at 15:42, 22 July 2009

2009-07-22T15:42:27Z

FabioZennaro at 20:01, 23 April 2009

2009-04-23T20:01:22Z

FabioZennaro at 17:10, 9 March 2009

2009-03-09T17:10:15Z

FabioZennaro at 11:45, 7 February 2009

2009-02-07T11:45:35Z

FabioZennaro at 21:21, 17 January 2009

2009-01-17T21:21:49Z

FabioZennaro at 18:41, 16 November 2008

2008-11-16T18:41:34Z

FabioZennaro at 21:32, 9 November 2008

2008-11-09T21:32:04Z

FabioZennaro at 17:45, 3 November 2008

2008-11-03T17:45:49Z

@@ Line 1: / Line 1: @@
 {{Student
 |firstname=Fabio Massimo
 |lastname=Zennaro
 |email=fabio.zennaro@mail.polimi.it
 |projectpage=BCI based on Motor Imagery
-|photo=FabioZennaro.jpg
+|advisor=MatteoMatteucci
-|status=active
+|status=inactive
 }}
 I'm a fifth year student in Computer Engineering in Politecnico di Milano.
 I got my undergraduate degree in Computer Engineering from Politecnico di Milano in July 2007.

@@ Line 1: / Line 1: @@
-{{SMWUser
+{{Student
 |firstname=Fabio Massimo
 |lastname=Zennaro
@@ Line 7: / Line 7: @@
 |projectpage=BCI based on Motor Imagery
 |photo=FabioZennaro.jpg
 }}

@@ Line 14: / Line 14: @@
 My final project is about brain-computer interfaces, in particular non-invasive sensorimotor rhythm-based BCI.
-The touchstone of the project is the [http://www.bciresearch.org/ Wardsworth BCI] interface developed by Wolpaw and his colleagues.
+The touchstone of the project is the [http://www.bciresearch.org/ Wardsworth BCI] interface developed by Wolpaw and his
@@ Line 20: / Line 22: @@
 ==Description of the final project==
-As now, the current aim of the final project is to implement a working sensorimotor rhythm-based brain-computer interface and use it to control a cursor on a screen. To achieve this goal, I am working with my colleagues and my supervisor inside the university lab; our brain-computer interface is based on the free open-source framework [http://www.bci2000.org/BCI2000/Home.html BCI2000].
+As now, the current aim of the final project is to implement a working sensorimotor rhythm-based brain-computer interface and
@@ Line 31: / Line 39: @@
 * I met my supervisors: [[User:MatteoMatteucci | prof. Matteo Matteucci]] and [[User:RossellaBlatt | Rossella Blatt]]
 * I was introduced to the AIRLab
-* I was introduced to my colleagues: [[User:FrancescoAmenta | Francesco Amenta]], [[User:FabioBeltramini | Fabio Beltramini]], [[User:TizianoDalbis | Tiziano D'Albis]] and [[User:StefanoMorciano | Stefano Morciano]]
+* I was introduced to my colleagues: [[User:FrancescoAmenta | Francesco Amenta]], [[User:FabioBeltramini | Fabio
 * I performed the first EEG acquisitions
@@ Line 203: / Line 213: @@
 * I worked on feature extraction (genetic algorithms)
 * I performed tests on the performance of feature extraction and classification
@@ Line 209: / Line 273: @@
 == Bibliography of the final project ==
-'''Disclaimer''': as you can see, this is just a raw draft of the bibliography; I use it only to keep track of the papers I read, so each entry does not contain all the data related to the source, but only the name of an author (usually the most famous from each research group, e.g. J.R. Wolpaw for the Wadsworth Center or G. Pfurtscheller for the University of Graz), the title of the paper and the year of publication.
+'''Disclaimer''': as you can see, this is just a raw draft of the bibliography; I use it only to keep track of the papers I
 I highlighted, using a bold font, the most important papers related to my final project.
@@ Line 236: / Line 306: @@
 * [22] J.R. Wolpaw et alii, ''EEG-based BCI for cursor control'', 1991
 * [23] J.R. Wolpaw et alii, ''BCI operation: signal noise during early training sessions'', 2004
-* [24] ''' J.R. Wolpaw et alii, ''BCI Meeting 2005: workshop on BCI signal processing, feature extraction and translation'', 2006 '''
+* [24] ''' J.R. Wolpaw et alii, ''BCI Meeting 2005: workshop on BCI signal processing, feature extraction and translation'',
 * [25] ''' J.R. Wolpaw et alii, ''BCI Operation: optimizing information transfer rate'', 2003 '''
 * [26] I. Wickelgreen, ''Tapping the mind'', 2003
@@ Line 259: / Line 331: @@
 * [45] I. Guyon, ''Feature Extraction Foundations and Applications'', 2006
 * [46] ''PASCAL Bootcamp in Machine Learning'', [http://videolectures.net/bootcamp07_vilanova/]

← Older revision		Revision as of 20:01, 23 April 2009
Line 174:		Line 174:
	* I watched lectures online about machine learning and feature analysis [[#Bibliography of the final project\|[46]]]		* I watched lectures online about machine learning and feature analysis [[#Bibliography of the final project\|[46]]]
	* I wrote code in Matlab for feature analysis		* I wrote code in Matlab for feature analysis
		+
		+	'''Week 35''' (9th - 15th)
		+	* We performed EEG acquisitions
		+	* I watched lectures online about machine learning and feature analysis [[#Bibliography of the final project\|[46]]]
		+	* I wrote code in Matlab for feature analysis
		+	* I worked on classification (binary classifier)
		+
		+	'''Week 36''' (16th - 22nd)
		+	* Project suspended: I attended a course on 'Collective Intelligence' at Telecom ParisTech
		+
		+	'''Week 37''' (23rd - 29th)
		+	* I wrote code in Matlab for feature analysis
		+	* I worked on classification (tree classifier)
		+	* I worked on feature extraction (Wilcoxon test)
		+
		+
		+	=== April ===
		+	'''Week 38''' (30rd - 5th)
		+	* I wrote code in Matlab for feature analysis
		+	* I wrote code in C++ for classification
		+
		+	'''Week 39'''(6th - 12th)
		+	* I wrote code in Matlab for feature analysis
		+	* I worked on feature extraction (SFS, SBS)
		+
		+	'''Week 40''' (13th - 19th)
		+	* I wrote code in Matlab for feature analysis
		+	* I worked on feature extraction (genetic algorithms)
		+	* I performed tests on the performance of feature extraction and classification
		+

@@ Line 158: / Line 158: @@
 * Project suspended: first-term exams
@@ Line 211: / Line 227: @@
 * [43] U. Hoffmann et alii, ''Recent advances in BCI'', 2007
 * [44] J.R. Wolpaw et alii, ''EEG-Based Communication: EEG control vs system performance in humans'', 2003

@@ Line 14: / Line 14: @@
 My final project is about brain-computer interfaces, in particular non-invasive sensorimotor rhythm-based BCI.
-The touchstone of the project is the [http://www.bciresearch.org/ Wardsworth BCI] interface developed by Wolpaw and his  colleagues.
+The touchstone of the project is the [http://www.bciresearch.org/ Wardsworth BCI] interface developed by Wolpaw and his colleagues.
@@ Line 20: / Line 20: @@
 ==Description of the final project==
-As now, the current aim of the final project is to implement a working sensorimotor rhythm-based brain-computer interface and  use it to control a cursor on a screen. To achieve this goal, I am working with my colleagues and my supervisor inside the  university lab; our brain-computer interface is based on the free open-source framework  [http://www.bci2000.org/BCI2000/Home.html BCI2000].
+As now, the current aim of the final project is to implement a working sensorimotor rhythm-based brain-computer interface and use it to control a cursor on a screen. To achieve this goal, I am working with my colleagues and my supervisor inside the university lab; our brain-computer interface is based on the free open-source framework [http://www.bci2000.org/BCI2000/Home.html BCI2000].
@@ Line 31: / Line 31: @@
 * I met my supervisors: [[User:MatteoMatteucci | prof. Matteo Matteucci]] and [[User:RossellaBlatt | Rossella Blatt]]
 * I was introduced to the AIRLab
-* I was introduced to my colleagues: [[User:FrancescoAmenta | Francesco Amenta]], [[User:FabioBeltramini | Fabio  Beltramini]], [[User:TizianoDalbis | Tiziano D'Albis]] and [[User:StefanoMorciano | Stefano Morciano]]
+* I was introduced to my colleagues: [[User:FrancescoAmenta | Francesco Amenta]], [[User:FabioBeltramini | Fabio Beltramini]], [[User:TizianoDalbis | Tiziano D'Albis]] and [[User:StefanoMorciano | Stefano Morciano]]
 * I performed the first EEG acquisitions
@@ Line 37: / Line 37: @@
 * I was taught how to mount an EEG
 * I learnt how to use and how to configure BCI2000
-* I started reading papers about BCI research [[#Bibliography of the final project|[1]]] [[#Bibliography of the final  project|[2]]]
+* I started reading papers about BCI research [[#Bibliography of the final project|[1]]] [[#Bibliography of the final project|[2]]]
@@ Line 47: / Line 47: @@
 '''Week 4''' (4th-10th):
-* Project suspended
+* Project suspended: holidays
 '''Week 5''' (11th-17th):
-* Project suspended
+* Project suspended: holidays
 '''Week 6''' (18th-24th):
-* Project suspended
+* Project suspended: holidays
 '''Week 7''' (25th-31st):
 * I performed further EEG acquisitions
-* I read papers about BCI research [[#Bibliography of the final project|[4]]] [[#Bibliography of the final project|[5]]]  [[#Bibliography of the final project|[6]]]
+* I read papers about BCI research [[#Bibliography of the final project|[4]]] [[#Bibliography of the final project|[5]]] [[#Bibliography of the final project|[6]]]
@@ Line 63: / Line 63: @@
 '''Week 8''' (1st-7th):
 * I performed further EEG acquisitions
-* I read papers about BCI research [[#Bibliography of the final project|[7]]] [[#Bibliography of the final project|[8]]]  [[#Bibliography of the final project|[9]]] [[#Bibliography of the final project|[10]]]
+* I read papers about BCI research [[#Bibliography of the final project|[7]]] [[#Bibliography of the final project|[8]]] [[#Bibliography of the final project|[9]]] [[#Bibliography of the final project|[10]]]
 '''Week 9''' (8th-14th)
 * I performed further EEG acquisitions
-* I read papers about BCI research [[#Bibliography of the final project|[11]]] [[#Bibliography of the final project|[12]]]  [[#Bibliography of the final project|[13]]] [[#Bibliography of the final project|[14]]]
+* I read papers about BCI research [[#Bibliography of the final project|[11]]] [[#Bibliography of the final project|[12]]] [[#Bibliography of the final project|[13]]] [[#Bibliography of the final project|[14]]]
 '''Week 10''' (15th-21st)
@@ Line 74: / Line 74: @@
 '''Week 11''' (22nd-28th)
-* I read papers about BCI research [[#Bibliography of the final project|[17]]] [[#Bibliography of the final project|[18]]]  [[#Bibliography of the final project|[19]]] [[#Bibliography of the final project|[20]]]
+* I read papers about BCI research [[#Bibliography of the final project|[17]]] [[#Bibliography of the final project|[18]]] [[#Bibliography of the final project|[19]]] [[#Bibliography of the final project|[20]]]
@@ Line 80: / Line 80: @@
 '''Week 12''' (29th - 5th)
 * I tried modifying BCI2000 sources and recompiling it
-* I read papers about BCI research [[#Bibliography of the final project|[21]]] [[#Bibliography of the final project|[22]]]  [[#Bibliography of the final project|[23]]]
+* I read papers about BCI research [[#Bibliography of the final project|[21]]] [[#Bibliography of the final project|[22]]] [[#Bibliography of the final project|[23]]]
 '''Week 13''' (6th - 12th)
 * I started writing draft chapters for my final project (introduction, brain activity detection techniques)
-* I read papers about BCI research [[#Bibliography of the final project|[24]]] [[#Bibliography of the final project|[25]]]  [[#Bibliography of the final project|[26]]] [[#Bibliography of the final project|[27]]]
+* I read papers about BCI research [[#Bibliography of the final project|[24]]] [[#Bibliography of the final project|[25]]] [[#Bibliography of the final project|[26]]] [[#Bibliography of the final project|[27]]]
 '''Week 14''' (13th - 19th)
 * I wrote a draft chapter for my final project (performance evaluation techniques, r^2)
 * I started working on raw data inside Matlab
-* I read papers about BCI research [[#Bibliography of the final project|[28]]] [[#Bibliography of the final project|[29]]]  [[#Bibliography of the final project|[30]]] [[#Bibliography of the final project|[31]]]
+* I read papers about BCI research [[#Bibliography of the final project|[28]]] [[#Bibliography of the final project|[29]]] [[#Bibliography of the final project|[30]]] [[#Bibliography of the final project|[31]]]
 '''Week 15''' (20th - 26th)
 * I wrote a draft chapter for my final project (frequency analysis)
-* I read papers about BCI research [[#Bibliography of the final project|[32]]] [[#Bibliography of the final project|[33]]]  [[#Bibliography of the final project|[34]]]
+* I read papers about BCI research [[#Bibliography of the final project|[32]]] [[#Bibliography of the final project|[33]]] [[#Bibliography of the final project|[34]]]
@@ Line 100: / Line 100: @@
 * I studied how the autoregressive spectral estimation works
 * I carried on writing the draft chapter about frequency analysis
-* I read papers about BCI research [[#Bibliography of the final project|[35]]] [[#Bibliography of the final project|[36]]]  [[#Bibliography of the final project|[37]]]
+* I read papers about BCI research [[#Bibliography of the final project|[35]]] [[#Bibliography of the final project|[36]]] [[#Bibliography of the final project|[37]]]
 '''Week 17''' (3rd - 9th)
@@ Line 144: / Line 144: @@
 * We studied the data and signals we collected in order to find out useful features
@@ Line 149: / Line 163: @@
 == Bibliography of the final project ==
-'''Disclaimer''': as you can see, this is just a raw draft of the bibliography; I use it only to keep track of the papers I  read, so each entry does not contain all the data related to the source, but only the name of an author (usually the most  famous from each research group, e.g. J.R. Wolpaw for the Wadsworth Center or G. Pfurtscheller for the University of Graz),  the title of the paper and the year of publication.
+'''Disclaimer''': as you can see, this is just a raw draft of the bibliography; I use it only to keep track of the papers I read, so each entry does not contain all the data related to the source, but only the name of an author (usually the most famous from each research group, e.g. J.R. Wolpaw for the Wadsworth Center or G. Pfurtscheller for the University of Graz), the title of the paper and the year of publication.
 I highlighted, using a bold font, the most important papers related to my final project.
@@ Line 176: / Line 190: @@
 * [22] J.R. Wolpaw et alii, ''EEG-based BCI for cursor control'', 1991
 * [23] J.R. Wolpaw et alii, ''BCI operation: signal noise during early training sessions'', 2004
-* [24] ''' J.R. Wolpaw et alii, ''BCI Meeting 2005: workshop on BCI signal processing, feature extraction and translation'',  2006 '''
+* [24] ''' J.R. Wolpaw et alii, ''BCI Meeting 2005: workshop on BCI signal processing, feature extraction and translation'', 2006 '''
 * [25] ''' J.R. Wolpaw et alii, ''BCI Operation: optimizing information transfer rate'', 2003 '''
 * [26] I. Wickelgreen, ''Tapping the mind'', 2003

@@ Line 107: / Line 107: @@
 * I carried on writing the draft chapter about brain activity detection techniques
 * I read papers about BCI research [[#Bibliography of the final project|[38]]] [[#Bibliography of the final project|[39]]]
@@ Line 154: / Line 159: @@
 * [38] G. Pfurtscheller et alii, ''Current trends in Graz Brain-Computer Interface Research'', 2000
 * [39] G. Pfurtscheller et alii, ''Graz-BCI: State of the Art and Clinical Applications'', 2003

@@ Line 102: / Line 102: @@
 * I read papers about BCI research [[#Bibliography of the final project|[35]]] [[#Bibliography of the final project|[36]]] [[#Bibliography of the final project|[37]]]
@@ Line 147: / Line 152: @@
 * [36] ''' J.R. Wolpaw et alii, ''Conversion of a EEG activity into cursor movement by a BCI'', 2004 '''
 * [37] ''' J.R. Wolpaw et alii, ''EEG-based communication and control: speed accuracy relationships'', 2003 '''