$30 off During Our Annual Pro Sale. View Details »
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
BCI Fundamentals (Spanish)
Search
Javier Gonzalez-Sanchez
PRO
October 17, 2022
Research
0
330
BCI Fundamentals (Spanish)
* Instituto Tecnologico Superior del Oriente del Estado de Hidalgo (ITESA 2022)
Javier Gonzalez-Sanchez
PRO
October 17, 2022
Tweet
Share
More Decks by Javier Gonzalez-Sanchez
See All by Javier Gonzalez-Sanchez
CSC509 Lecture 15
javiergs
PRO
0
46
CSC305 Lecture 18
javiergs
PRO
0
280
CSC509 Lecture 14
javiergs
PRO
0
220
CSC305 Lecture 17
javiergs
PRO
0
340
CSC305 Lecture 16
javiergs
PRO
0
380
CSC305 Lecture 15
javiergs
PRO
0
250
CSC305 Lecture 14
javiergs
PRO
0
380
CSC509 Lecture 13
javiergs
PRO
0
270
CSC509 Lecture 12
javiergs
PRO
0
310
Other Decks in Research
See All in Research
J-RAGBench: 日本語RAGにおける Generator評価ベンチマークの構築
koki_itai
0
1.1k
思いつきが武器になる:研究というゲームを始めよう / Ideas Are Your Equipments : Let the Game of Research Begin!
ks91
PRO
0
100
AlphaEarth Foundations: An embedding field model for accurate and efficient global mapping from sparse label data
satai
3
530
ロボット学習における大規模検索技術の展開と応用
denkiwakame
1
170
投資戦略202508
pw
0
580
その推薦システムの評価指標、ユーザーの感覚とズレてるかも
kuri8ive
1
270
大学見本市2025 JSTさきがけ事業セミナー「顔の見えないセンシング技術:多様なセンサにもとづく個人情報に配慮した人物状態推定」
miso2024
0
190
論文読み会 SNLP2025 Learning Dynamics of LLM Finetuning. In: ICLR 2025
s_mizuki_nlp
0
350
IMC の細かすぎる話 2025
smly
2
780
論文紹介: ReGenesis: LLMs can Grow into Reasoning Generalists via Self-Improvement
hisaokatsumi
0
140
Remote sensing × Multi-modal meta survey
satai
4
630
VectorLLM: Human-like Extraction of Structured Building Contours via Multimodal LLMs
satai
4
500
Featured
See All Featured
Build The Right Thing And Hit Your Dates
maggiecrowley
38
3k
Statistics for Hackers
jakevdp
799
230k
Large-scale JavaScript Application Architecture
addyosmani
515
110k
Fantastic passwords and where to find them - at NoRuKo
philnash
52
3.5k
Code Review Best Practice
trishagee
74
19k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
35
3.3k
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
4.1k
The Art of Programming - Codeland 2020
erikaheidi
56
14k
Docker and Python
trallard
47
3.7k
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
9
1k
Connecting the Dots Between Site Speed, User Experience & Your Business [WebExpo 2025]
tammyeverts
10
730
The Hidden Cost of Media on the Web [PixelPalooza 2025]
tammyeverts
1
100
Transcript
Interfaces Cerebro-Computadora Computadoras Descifrando Pensamientos y Sentimientos
Your Date Here Your Footer Here 2 Dr. Javier Gonzalez-Sanchez
[email protected]
Mi Historia
Your Date Here Your Footer Here 4 Mi Trabajo 4
Interacción Humano-Computadora
Your Date Here Your Footer Here 5 Mi Trabajo 5
Interacción Humano-Computadora
Your Date Here Your Footer Here 6 Mi Trabajo 6
3. Cerebro 5. Aplicaciones 2. Historia 1. Contexto Agenda Pensamientos
Sentimientos 4. Interfaces Interfaces
1. Contexto
Your Date Here Your Footer Here 9 Mi Trabajo 9
Un mundo te observa ¿Quién eres? ¿Cómo te sientes?
Your Date Here Your Footer Here 11 Un mundo te
Observa 11 (Ekman and Friesen 1978) – Facial Action Coding System, 46 actions (plus head movements). 19 Lip Corner Depressor 26 Jaw Drop 27 Mouth Stretch
Rastreo de Ojos ¿Qué estas viendo?
Your Date Here Your Footer Here 13 ¿Qué estas viendo?
Your Date Here Your Footer Here 14 ¿Qué estas viendo?
14
Datos Fisiológicos ¿Quién eres?
Your Date Here Your Footer Here 16 Datos, datos, más
datos
Your Date Here Your Footer Here 17 Contexto
2. Historia
Your Date Here Your Footer Here 19 Historia
Your Date Here Your Footer Here 20 Inteligencia
Your Date Here Your Footer Here 21 Más allá del
Turing Test
3. El Cerebro
Tu Cerebro te Delata Ondas cerebrales
Your Date Here Your Footer Here 25 Tu Cerebro te
delata
Your Date Here Your Footer Here 26 El Siglo Pasado
Your Date Here Your Footer Here 27 Tu Cerebro te
delata
Your Date Here Your Footer Here 28 Tu Cerebro te
delata
Your Date Here Your Footer Here 29 Tu Cerebro te
delata 29
Your Date Here Your Footer Here 30 Tu Cerebro te
delata https://askabiologist.asu.edu/brain-regions
4. Interfaces
Your Date Here Your Footer Here 32 Tu Cerebro te
delata 32 $ 799.00
Your Date Here Your Footer Here 33 Tu Cerebro te
delata 33
Your Date Here Your Footer Here 34 No es tan
simple https://www.the-scientist.com/news-opinion/brain-computer-interface-user-types-90-characters-per-minute-with-mind-68762
Your Date Here Your Footer Here 35 Tu Cerebro te
delata Timestamp AF3 F7 F3 FC5 T7 P7 O1 O2 P8 T8 FC6 F4 F8 AF4 AccX AccY 101116112544901 4542.05 4831.79 4247.18 4690.26 4282.56 4395.38 4591.79 4569.23 4360 4570.77 4297.44 4311.28 4282.56 4367.18 1660 2003 101116112544901 4536.92 4802.05 4243.08 4673.85 4272.31 4393.33 4592.82 4570.26 4354.87 4570.26 4292.31 4309.74 4277.95 4370.77 1658 2002 101116112545010 4533.33 4798.97 4234.87 4669.74 4301.03 4396.92 4592.31 4570.77 4351.28 4561.03 4281.54 4301.54 4271.28 4363.59 1659 2003 101116112545010 4549.23 4839.49 4241.03 4691.28 4333.85 4397.95 4596.41 4567.18 4355.9 4556.41 4286.15 4306.15 4277.95 4369.74 1659 2003 101116112545010 4580 4865.64 4251.79 4710.26 4340 4401.54 4603.59 4572.82 4360 4558.46 4298.97 4324.62 4296.41 4395.9 1657 2004 101116112545010 4597.44 4860 4252.82 4705.64 4350.26 4412.31 4603.59 4577.44 4357.44 4555.9 4295.38 4329.23 4296.41 4414.36 1656 2005 101116112545010 4584.62 4847.69 4246.67 4690.26 4360 4409.23 4597.44 4569.74 4351.79 4549.74 4278.97 4316.92 4272.82 4399.49 1656 2006 101116112545010 4566.15 4842.05 4238.46 4684.1 4322.05 4389.74 4592.82 4566.67 4351.79 4549.74 4274.36 4310.26 4262.05 4370.77 1655 2005 101116112545010 4563.59 4844.62 4231.79 4687.69 4267.69 4387.69 4594.36 4580 4361.03 4556.41 4278.97 4310.77 4274.36 4370.77 1653 2006 101116112545010 4567.18 4847.18 4233.33 4688.72 4285.13 4409.23 4602.05 4589.23 4368.21 4560 4280.51 4310.77 4281.54 4390.26 1655 2004 101116112545010 4562.05 4840.51 4227.18 4673.85 4300 4405.13 4611.28 4601.03 4376.41 4561.54 4280 4303.59 4279.49 4374.87 1652 2000
Your Date Here Your Footer Here 36 Tu Cerebro te
delata 14 canales 128 lecturas por segundo 1,792 valores por segundo 107,520 valores por minuto 6,451,200 valores por hora
Emociones Estados de ánimo, Sentimientos, Humor
Your Date Here Your Footer Here 38 Estado Afectivo 38
Estado Afectivo (Emociones, Sentimientos y Humor) Controla nuestras decisiones racionales
Your Date Here Your Footer Here 39 Afecto 39 Estado
Afectivo (Emociones, Sentimientos y Humor) Controla nuestras decisiones racionales
Your Date Here Your Footer Here 40 Tu Cerebro te
delata Timestamp Short Term Excitement Long Term Excitement Engagement Meditation Frustration 101116091145065 0.447595 0.54871 0.834476 0.333844 0.536197 101116091145190 0.447595 0.54871 0.834476 0.333844 0.536197 101116091145315 0.447595 0.54871 0.834476 0.333844 0.536197 101116091145440 0.487864 0.546877 0.834146 0.339548 0.54851 101116091145565 0.487864 0.546877 0.834146 0.339548 0.54851 101116091145690 0.487864 0.546877 0.834146 0.339548 0.54851 101116091145815 0.487864 0.546877 0.834146 0.339548 0.54851 101116091145940 0.521663 0.545609 0.839321 0.348321 0.558228 101116091146065 0.521663 0.545609 0.839321 0.348321 0.558228 101116091146190 0.521663 0.545609 0.839321 0.348321 0.558228 101116091146315 0.521663 0.545609 0.839321 0.348321 0.558228 101116091146440 0.509297 0.544131 0.84401 0.358717 0.546771 101116091146565 0.509297 0.544131 0.84401 0.358717 0.546771 101116091146690 0.509297 0.544131 0.84401 0.358717 0.546771 101116091146815 0.509297 0.544131 0.84401 0.358717 0.546771 101116091146941 0.451885 0.541695 0.848087 0.368071 0.533919
Your Date Here Your Footer Here 41 Tu Cerebro te
delata 1 5 reportes por segundo 5 estados afectivos 25 valores por segundo 1,500 valores por minuto 90,000 valores por hora
Your Date Here Your Footer Here 42 Demo 1
Emociones Mover Objetos
Your Date Here Your Footer Here 44 Demo
Your Date Here Your Footer Here 45 Sparse Learning timestamp
fixationIndex gazePointX gazePointY mappedFixationPoin tX mappedFixationPoin tY fixationDuration Short Term Excitement Long Term Excitement Engagement/Boredom Meditation Frustration Conductance agreement concentrating 4135755652 0.436697 0.521059 0.550011 0.335825 0.498908 0.40169062 8 4135755659 213 573 408 570 408 216 4135755668 0.436697 0.521059 0.550011 0.335825 0.498908 4135755676 213 566 412 570 408 216 4135755692 213 565 404 570 408 216 4135755709 213 567 404 570 408 216 4135755714 4135755726 213 568 411 570 408 216 4135755742 213 568 409 570 408 216 4135755759 213 563 411 570 408 216 4135755761 4135755776 213 574 413 570 408 216 4135755792 213 554 402 570 408 216 4135755809 214 603 409 696 405 216 4135755824 4135755826 214 701 407 696 405 216 4135755842 214 697 403 696 405 216 4135755859 214 693 401 696 405 216 4135755876 214 700 402 696 405 216 4135755892 214 701 411 696 405 216 4135755909 214 686 398 696 405 216 4135755918 4135755926 214 694 399 696 405 216 4135755942 214 694 407 696 405 216 4135755959 214 698 404 696 405 216 4135755964 4135756027 0.436697 0.521059 0.550011 0.335825 0.498908 1 1
Your Date Here Your Footer Here 46 Máquina de Estados
timestamp fixationIndex gazePointX gazePointY mappedFixationPoin tX mappedFixationPoin tY fixationDuration Short Term Excitement Long Term Excitement Engagement/Boredom Meditation Frustration Conductance agreement concentrati ng 4135755652 213 574 414 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755659 213 573 408 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755668 213 573 408 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755676 213 566 412 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755692 213 565 404 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755709 213 567 404 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755714 213 567 404 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755726 213 568 411 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755742 213 568 409 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755759 213 563 411 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755761 213 563 411 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755776 213 574 413 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755792 213 554 402 570 408 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135755809 214 603 409 696 405 216 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1 4135756027 215 728 406 804 387 183 0.436697 0.521059 0.550011 0.335825 0.498908 0.401690628 1 1
Your Date Here Your Footer Here 47 Recuerdan al Gato?
5. Aplicación Práctica
Your Date Here Your Footer Here 49 Demo 49 BCI
and Gaze Points engagement
Your Date Here Your Footer Here 50 Demo 50 BCI
and Gaze Points frustration
Your Date Here Your Footer Here 51 Demo 51 BCI
and Gaze Points engagement
Your Date Here Your Footer Here 52 Demo 52 BCI
and Gaze Points frustration
Your Date Here Your Footer Here 53 Demo 53
Your Date Here Your Footer Here 54 Demo 54 BCI
and Gaze Points
Your Date Here Your Footer Here 55 Demo 55 Emotion
Adaptation | Games
Your Date Here Your Footer Here 56 Demo 56 Emotion
Adaptation | Games
Your Date Here Your Footer Here 57 Demo 57
Your Date Here Your Footer Here 58 Demo
Your Date Here Your Footer Here 59 ¡Gracias!
Dr. Javier Gonzalez-Sanchez California State University
[email protected]
www.javiergs.com @mscjaviergs