ABOUT THE SPEAKER
Charles Limb - Researcher
Charles Limb is a doctor and a musician who researches the way musical creativity works in the brain.

Why you should listen

Charles Limb is the Francis A. Sooy, MD Professor and Chief of Otology/Neurotology and Skull Base Surgery at the University of California, San Francisco, and he's a Faculty Member at the Peabody Conservatory of Music. He combines his two passions to study the way the brain creates and perceives music. He's a hearing specialist and surgeon at Johns Hopkins who performs cochlear implantations on patients who have lost their hearing. And he plays sax, piano and bass.

In search of a better understanding of how the mind perceives complex auditory stimuli such as music, he's been working with Allen Braun to look at the brains of improvising musicians and study what parts of the brain are involved in the kind of deep creativity that happens when a musician is really in the groove.

Read our Q&A about hip-hop studies with Charles Limb on the TED Blog >>

Plus our quick catchup Q&A at TEDMED 2011 -- including his top 5 songs of all time >>

Read the 2014 paper "Neural Substrates of Interactive Musical Improvisation: An fMRI Study of ‘Trading Fours’ in Jazz" >>

More profile about the speaker
Charles Limb | Speaker | TED.com
TEDxMidAtlantic

Charles Limb: Your brain on improv

查尔斯·林普Charles Limb: 大脑的即兴状态

Filmed:
1,351,678 views

音乐家和研究人员查尔斯·林普Charles Limb想探索大脑在即兴表达音乐时是怎样工作的, 因此他把爵士乐手和说唱歌手放到核磁共振机器上做试验找答案, 他和他团队的发现对我们理解各种创造力有着深远的影响。
- Researcher
Charles Limb is a doctor and a musician who researches the way musical creativity works in the brain. Full bio

Double-click the English transcript below to play the video.

00:15
So I am a surgeon外科医生 who studies学习 creativity创造力,
0
0
3000
我是一个研究创造力的手术医生,
00:18
and I have never had a patient患者 tell me
1
3000
3000
从来没病人跟我说
00:21
that "I really want you to be creative创作的 during surgery手术,"
2
6000
3000
“我真希望你在手术时搞些创造。”
00:24
and so I guess猜测 there's a little bit of irony讽刺 to it.
3
9000
3000
所以我想这也是有点讽刺的。
00:27
I will say though虽然 that, after having doneDONE surgery手术 a lot,
4
12000
3000
我是说,做了那么多手术后,
00:30
it's somewhat有些 similar类似 to playing播放 a musical音乐 instrument仪器.
5
15000
2000
就跟演奏一种乐器一样。
00:32
And for me, this sort分类 of deep and enduring持久 fascination魅力 with sound声音
6
17000
3000
对我来说, 对声音的持久而深切的痴迷
00:35
is what led me to both be a surgeon外科医生
7
20000
2000
引导我成为一个手术医生,
00:37
and also to study研究 the science科学 of sound声音, particularly尤其 music音乐.
8
22000
2000
并研究声学,特别是音乐的。
00:39
And so I'm going to try to talk to you over the next下一个 few少数 minutes分钟
9
24000
2000
所以我想在随后的几分钟里
00:41
about my career事业
10
26000
2000
我来讲一下我的职业
00:43
in terms条款 of how I'm able能够 to actually其实 try to study研究 music音乐
11
28000
2000
我是怎样研究音乐
00:45
and really try to grapple抓钩 with all these questions问题
12
30000
2000
怎样研究大脑是如何进行创造
00:47
of how the brain is able能够 to be creative创作的.
13
32000
3000
等问题的。
00:50
I've doneDONE most of this work at Johns约翰斯 Hopkins霍普金斯 University大学,
14
35000
2000
我的大部分的工作是在約翰斯霍普金斯大学进行的,
00:52
but also at the National国民 Institute研究所 of Health健康 where I was previously先前.
15
37000
2000
也有些是在我原先工作的国家健康研究所完成的。
00:54
I'm going to go over some science科学 experiments实验
16
39000
2000
我在这里给大家介绍一些科学实验
00:56
and try to cover three musical音乐 experiments实验.
17
41000
2000
包括三个音乐实验。
00:58
I'm going to start开始 off by playing播放 a video视频 for you.
18
43000
2000
我先给大家看一段录像。
01:00
And this video视频 is a video视频 of Keith基思 Jarrett贾勒特, who's谁是 a well-known知名 jazz爵士乐 improviser即兴
19
45000
3000
这是基思·杰瑞特Keith Jarrett的一段录像,他是著名的即兴爵士作曲家,
01:03
and probably大概 the most well-known知名, iconic标志性的 example
20
48000
3000
估计他也是能将即兴创造升华到非常高超境界
01:06
of someone有人 who takes improvisation即兴 to a really higher更高 level水平.
21
51000
2000
的最著名,最有代表性的人物。
01:08
And he'll地狱 improvise凑合 entire整个 concerts音乐会
22
53000
2000
他可以即兴表演一场音乐会
01:10
off the top最佳 of his head,
23
55000
2000
音乐就在他的大脑里即兴产生,
01:12
and he'll地狱 never play it exactly究竟 the same相同 way again,
24
57000
2000
他不会再用同样的手法演奏第二次。
01:14
and so, as a form形成 of intense激烈 creativity创造力,
25
59000
2000
所以,这是一种创作强度很高的一种形势,
01:16
I think this is a great example.
26
61000
2000
我觉得这是一个很好的例子。
01:18
And so why don't we go and click点击 the video视频.
27
63000
2000
我们为什么还不点击这视频看看。
01:21
(Music音乐)
28
66000
4000
(音乐)
02:17
It's really a remarkable卓越, awesome真棒 thing that happens发生 there.
29
122000
3000
这真是很神奇,精彩的即兴音乐。
02:20
I've always -- just as a listener倾听者, as just a fan风扇 --
30
125000
2000
我是他的一个忠实的听众, 粉丝,
02:22
I listen to that, and I'm just astounded震惊.
31
127000
2000
我听到这些会感到很震惊。
02:24
I think -- how can this possibly或者 be?
32
129000
2000
我想:这怎么可能?
02:26
How can the brain generate生成 that much information信息,
33
131000
2000
大脑怎么可能产生这么大量的信息,
02:28
that much music音乐, spontaneously自发?
34
133000
2000
同时爆发出这么多音乐?
02:30
And so I set out with this concept概念, scientifically科学,
35
135000
3000
所以我从这个概念出发,科学地认为
02:33
that artistic艺术的 creativity创造力, it's magical神奇, but it's not magic魔法,
36
138000
3000
艺术创作,是神奇的,但不是魔术。
02:36
meaning含义 that it's a product产品 of the brain.
37
141000
2000
它是大脑的产物。
02:38
There's not too many许多 brain-dead脑死亡 people creating创建 art艺术.
38
143000
3000
很少有不动脑子的人创作艺术。
02:41
And so with this notion概念 that artistic艺术的 creativity创造力
39
146000
2000
所以艺术创作的产生
02:43
is in fact事实 a neurologic神经 product产品,
40
148000
2000
事实上是神经的产物,
02:45
I took this thesis论文 that we could study研究 it
41
150000
3000
我开始了这个研究课题
02:48
just like we study研究 any other complex复杂 neurologic神经 process处理.
42
153000
3000
就象研究其他复杂神经过程一样。
02:51
And I think there's some sub-questions子问题 there that I put there.
43
156000
2000
我想我提出了一些潜在的问题。
02:53
Is it truly possible可能 to study研究 creativity创造力 scientifically科学?
44
158000
2000
我们是否能科学地研究创作力?
02:55
And I think that's a good question.
45
160000
2000
我觉得这是一个很好的问题。
02:57
And I'll tell you that most scientific科学 studies学习 of music音乐,
46
162000
3000
我想告诉你大多数的音乐科学研究
03:00
they're very dense稠密,
47
165000
2000
都很高深莫测。
03:02
and when you actually其实 go through通过 them, it's very hard to recognize认识 the music音乐 in it.
48
167000
3000
你很难在那些研究材料中发现音乐。
03:05
In fact事实, they seem似乎 to be very unmusical非音乐 entirely完全
49
170000
2000
事实上, 它们完全是非音乐的
03:07
and to miss小姐 the whole整个 point of the music音乐.
50
172000
2000
完全丧失了音乐性。
03:09
And so it brings带来 the second第二 question:
51
174000
2000
这就带来了第二个问题:
03:11
Why should scientists科学家们 study研究 creativity创造力?
52
176000
2000
为什么科学家研究创造力?
03:13
Maybe we're not the right people to do it.
53
178000
2000
也许我们不是解答这问题的合适人选。
03:15
Well it may可能 be,
54
180000
2000
也可能是,
03:17
but I will say that, from a scientific科学 perspective透视 --
55
182000
2000
但是我要说的是, 从科学的观点出发
03:19
we talked a lot about innovation革新 today今天 --
56
184000
2000
我们今天谈论了很多有关发明创造的话题--
03:21
the science科学 of innovation革新,
57
186000
2000
科学发明,
03:23
how much we understand理解 about how the brain is able能够 to innovate创新
58
188000
2000
我们对大脑是如何创造的了解
03:25
is in its infancy婴儿期,
59
190000
2000
才刚起步。
03:27
and truly, we know very little about how we are able能够 to be creative创作的.
60
192000
3000
其实,我们对我们是怎样创造的知之甚少。
03:30
And so I think that we're going to see
61
195000
2000
所以我们会在
03:32
over the next下一个 10, 20, 30 years年份
62
197000
2000
今后的10,20,30年间看见
03:34
a real真实 science科学 of creativity创造力 that's burgeoning新兴 and is going to flourish繁荣.
63
199000
3000
一个真正现实的科学创造力会从兴起走向繁荣。
03:37
Because we now have new methods方法 that can enable启用 us
64
202000
2000
我们现在有了新的手法帮助我们
03:39
to take this process处理 of something like this,
65
204000
2000
将向这样的一个过程过渡,
03:41
complex复杂 jazz爵士乐 improvisation即兴, and study研究 it rigorously严格.
66
206000
2000
一个复杂的即兴爵士乐创造的过程,并严格地分析研究它。
03:43
And so it gets得到 down to the brain.
67
208000
2000
所以说到大脑,
03:45
And so all of us have this remarkable卓越 brain,
68
210000
2000
我们所有的人都有一个非凡的大脑,
03:47
which哪一个 is poorly不好 understood了解 to say the least最小.
69
212000
3000
至少现在来说,我们对它的了解是非常有限的。
03:50
I think that neuroscientists神经学家
70
215000
2000
我想神经学家
03:52
have many许多 more questions问题 than answers答案,
71
217000
2000
的问题比答案要多。
03:54
and I myself, I'm not going to give you many许多 answers答案 today今天,
72
219000
2000
而我今天也没办法给你很多答案,
03:56
just ask a lot of questions问题.
73
221000
2000
只能提出很多问题。
03:58
And fundamentally从根本上 that's what I do in my lab实验室.
74
223000
2000
这也是基本上我在实验室做的事情。
04:00
I ask questions问题 about what is this brain doing to enable启用 us to do this.
75
225000
2000
我追问到底大脑做了什么使得我们能做这些事情。
04:02
This is the main主要 method方法 that I use. This is called functional实用 MRIMRI.
76
227000
3000
这是我用的主要方法,这是功能性的核磁共振成像。
04:05
If you've been in an MRIMRI scanner扫描器, it's very much the same相同,
77
230000
3000
如果你用过核磁共振成像扫描仪,它们是一样的,
04:08
but this one is outfitted装备 in a special特别 way
78
233000
2000
但是这个有特殊的配备
04:10
to not just take pictures图片 of your brain,
79
235000
2000
所以它不只是给你的大脑拍照,
04:12
but to also take pictures图片 of active活性 areas of the brain.
80
237000
3000
而且给大脑活跃的区域拍照。
04:15
Now the way that's doneDONE is by the following以下.
81
240000
2000
整个完成的过程如下,
04:17
There's something called BOLD胆大 imaging成像,
82
242000
2000
这是叫做BOLD成像,
04:19
which哪一个 is Blood血液 Oxygen Level水平 Dependent依赖的 imaging成像.
83
244000
2000
它代表血液氧气水平成像。
04:21
Now when you're in an fMRI功能磁共振成像 scanner扫描器,
84
246000
2000
现在如果你在功能性核磁共振扫描仪中,
04:23
you're in a big magnet磁铁
85
248000
2000
你在一个大磁场里
04:25
that's aligning调心 your molecules分子 in certain某些 areas.
86
250000
2000
这是和你的一些特别区域的分子对应。
04:27
When an area of the brain is active活性, meaning含义 a neural神经 area is active活性,
87
252000
3000
当大脑活跃时,也就是神经区域活跃时,
04:30
it gets得到 blood血液 flow shunted分流 to that area.
88
255000
3000
血液会往那个区域流动。
04:33
That blood血液 flow causes原因 an increase增加
89
258000
2000
血液流动会导致那个
04:35
in local本地 blood血液 to that area
90
260000
2000
区域的血液增加
04:37
with a deoxyhemoglobin脱氧血红蛋白 change更改 in concentration浓度.
91
262000
3000
导致脱氧血红蛋白的浓度发生变化。
04:40
Deoxyhemoglobin脱氧血红蛋白 can be detected检测 by MRIMRI,
92
265000
2000
核磁共振扫描仪可以探测脱氧血红蛋白,
04:42
whereas oxyhemoglobin氧合血红蛋白 can't.
93
267000
2000
但不能探测氧合血红蛋白。
04:44
So through通过 this method方法 of inference推理 --
94
269000
2000
所以用这种手法来推理
04:46
and we're measuring测量 blood血液 flow, not neural神经 activity活动 --
95
271000
2000
我们测量血液的流动,不是神经的活动。
04:48
we say that an area of the brain that's getting得到 more blood血液
96
273000
2000
我们可以说大脑的某个部分得到了更多的血液,
04:50
was active活性 during a particular特定 task任务,
97
275000
2000
这个部分在人做某些事情时特别活跃。
04:52
and that's the crux症结 of how fMRI功能磁共振成像 works作品.
98
277000
2000
这就是功能磁共振成像的关键。
04:54
And it's been used since以来 the '90s
99
279000
2000
这从90年代就被使用
04:56
to study研究 really complex复杂 processes流程.
100
281000
3000
用来研究复杂的过程。
04:59
Now I'm going to review评论 a study研究 that I did,
101
284000
2000
现在我来介绍我做的一个研究
05:01
which哪一个 was jazz爵士乐 in an fMRI功能磁共振成像 scanner扫描器.
102
286000
2000
是关于爵士的功能磁共振成像。
05:03
And this was doneDONE with a colleague同事 of mine, Alan艾伦 Braun布劳恩, at the NIHNIH.
103
288000
2000
这是我和我的同事阿兰·布朗Alan Braun一起在国家健康研究所做的。
05:05
This is a short video视频 of how we did this project项目.
104
290000
3000
这是我们如果做这个实验的一段录像。
05:08
(Video视频) Charles查尔斯 Limb: This is a plastic塑料 MIDIMIDI piano钢琴 keyboard键盘
105
293000
2000
(录像)查尔斯·林普Charles Limb: 这是一个塑料的MIDI琴键键盘
05:10
that we use for the jazz爵士乐 experiments实验.
106
295000
2000
我们用它来做爵士实验。
05:12
And it's a 35-key-键 keyboard键盘
107
297000
2000
它有35个键
05:14
that is designed设计 to fit适合 both inside the scanner扫描器,
108
299000
2000
是为了可以在扫描仪中使用而设计的,
05:16
be magnetically safe安全,
109
301000
2000
它保证磁控安全,
05:18
have minimal最小 interference干扰
110
303000
2000
并将可能造成影响的人为干扰
05:20
that would contribute有助于 to any artifact神器
111
305000
2000
减到最小,
05:22
and have this cushion坐垫 so that it can rest休息 on the players'玩家 legs
112
307000
3000
这个垫子可以放在演奏者的腿上,
05:25
while they're lying说谎 down in the scanner扫描器, playing播放 on their back.
113
310000
3000
他们在扫描仪中,他们是躺着弹琴的。
05:28
And it works作品 like this -- this doesn't actually其实 produce生产 any sound声音.
114
313000
3000
这是像这样工作的,它并不产生声音。
05:31
It sends发送 out what's called a MIDIMIDI signal信号 --
115
316000
2000
它传递所谓的MIDI信号
05:33
or a Musical音乐 Instrument仪器 Digital数字 Interface接口 --
116
318000
2000
也称为乐器数字界面,
05:35
through通过 these wires电线 into the box and then the computer电脑,
117
320000
3000
通过这个电线传到盒子和计算机中,
05:38
which哪一个 then trigger触发 high-quality高质量 piano钢琴 samples样本 like this.
118
323000
3000
然后产生了象这样高质量钢琴声。
05:41
(Music音乐)
119
326000
3000
(音乐)
05:47
(Music音乐)
120
332000
20000
(音乐)
06:09
CLCL: Okay, so it works作品.
121
354000
2000
CL:好的, 它是这样工作的。
06:11
And so through通过 this piano钢琴 keyboard键盘,
122
356000
2000
所以通过钢琴的琴键,
06:13
we now have the means手段 to take a musical音乐 process处理 and study研究 it.
123
358000
2000
我们可以有办法记录音乐的过程来进行研究。
06:15
So what do you do now that you have this cool piano钢琴 keyboard键盘?
124
360000
3000
所以你有了这个很酷的钢琴琴键后干什么呢?
06:18
You can't just sort分类 of -- "It's great we've我们已经 got this keyboard键盘."
125
363000
2000
你不能说:“太好了,我们有了键盘了。”
06:20
We actually其实 have to come up with a scientific科学 experiment实验.
126
365000
2000
我们得想出真正的科学实验。
06:22
And so the experiment实验 really rests休息 on the following以下:
127
367000
3000
实验其实是由以下的内容组成的。
06:26
What happens发生 in the brain during something that's memorized记忆 and over-learned过教训,
128
371000
3000
大脑在人们靠记忆演奏熟知的音乐时是怎样反应的?
06:29
and what happens发生 in the brain during something
129
374000
2000
大脑在演奏者自发和即兴创作
06:31
that is spontaneously自发 generated产生, or improvised即兴,
130
376000
2000
时又是如何反应的?
06:33
in a way that's matched匹配 motoricallymotorically
131
378000
2000
从某个角度来说这与肌肉运动相匹配
06:35
and in terms条款 of lower-level低等级 sensory感觉的 motor发动机 features特征?
132
380000
3000
并符合低级感知运动的特征吗?
06:38
And so, I have here what we call the "paradigms范式."
133
383000
3000
我这里有一段范例。
06:41
There's a scale规模 paradigm范例, which哪一个 is just playing播放 a scale规模 up and down, memorized记忆.
134
386000
3000
这是一段音阶范例, 只需要跟了音阶上下, 记住就行。
06:44
And then there's improvising即兴 on a scale规模 --
135
389000
2000
而这是对这段音阶的即兴发挥,
06:46
quarter25美分硬币 notes笔记, metronome节拍器, right hand --
136
391000
2000
4分音符, 节拍器和右手,
06:48
scientifically科学 very safe安全,
137
393000
2000
科学上来说很妥当,
06:50
but musically音乐 really boring无聊.
138
395000
2000
但是从音乐上来说很单调。
06:52
And then there's the bottom底部 one, which哪一个 is called the jazz爵士乐 paradigm范例.
139
397000
2000
底下的这个,叫做爵士范例。
06:54
And so what we did was we brought professional专业的 jazz爵士乐 players玩家 to the NIHNIH,
140
399000
2000
我们把专业的爵士乐演奏者请到国家健康研究中心,
06:56
and we had them memorize记忆 this piece of music音乐 on the left, the lower-left左下 --
141
401000
3000
我们让他们记住左边的这段音乐,左下
06:59
which哪一个 is what you heard听说 me playing播放 --
142
404000
2000
就是你听到我弹的这段,
07:01
and then we had them improvise凑合 to the same相同 exact精确 chord changes变化.
143
406000
3000
然后我们让他们用同样的和音来即兴发挥。
07:04
And if you can hit击中 that lower-right右下 sound声音 icon图标,
144
409000
2000
如果你能按右下角的按钮,
07:06
that's an example of what was recorded记录 in the scanner扫描器.
145
411000
2000
这就是扫描仪录下的例子。
07:08
(Music音乐)
146
413000
5000
(音乐)
07:36
So in the end结束, it's not the most natural自然 environment环境,
147
441000
2000
说到底,这并不是最自然的环境,
07:38
but they're able能够 to play real真实 music音乐.
148
443000
2000
但是他们能弹奏真的音乐。
07:40
And I've listened听了 to that solo独奏 200 times,
149
445000
2000
我已经听了这段独奏200遍了,
07:42
and I still like it.
150
447000
2000
我还是喜欢它。
07:44
And the musicians音乐家, they were comfortable自在 in the end结束.
151
449000
2000
音乐家们最后也感到挺舒适。
07:46
And so we first measured测量 the number of notes笔记.
152
451000
2000
我们首先测量音符数量。
07:48
Were they in fact事实 just playing播放 a lot more notes笔记 when they were improvising即兴?
153
453000
2000
他们在即兴创作时会演奏很多音符吗?
07:50
That was not what was going on.
154
455000
2000
结果不是这样。
07:52
And then we looked看着 at the brain activity活动.
155
457000
2000
然后我们查看了大脑的活动。
07:54
I'm going to try to condense凝结 this for you.
156
459000
2000
我来把这个给你们压缩在一起。
07:56
These are contrast对比 maps地图 that are showing展示 subtractions减法
157
461000
3000
这些对比图展示了大脑在
07:59
between之间 what changes变化 when you're improvising即兴
158
464000
2000
在你做即兴创作时
08:01
versus when you're doing something memorized记忆.
159
466000
2000
和你在做熟记的事情时的不同。
08:03
In red is an area that active活性 in the prefrontal前额叶 cortex皮质,
160
468000
2000
左前头叶外皮的一个活跃地区呈红色,
08:05
the frontal前面的 lobe of the brain,
161
470000
2000
这是在大脑的前叶。
08:07
and in blue蓝色 is this area that was deactivated停用.
162
472000
2000
蓝色的地区是不活跃地区。
08:09
And so we had this focal area called the medial内侧 prefrontal前额叶 cortex皮质
163
474000
2000
所以我们看到这个前额皮质一侧是一个焦点
08:11
that went way up in activity活动.
164
476000
2000
活跃程度很高。
08:13
We had this broad广阔 patch补丁 of area called the lateral prefrontal前额叶 cortex皮质
165
478000
3000
我们可以看到这前额皮质的这一侧一大块
08:16
that went way down in activity活动, and I'll summarize总结 that for you here.
166
481000
3000
活跃程度很低, 我在这里为你们总结一下。
08:19
Now these are multifunctional多功能 areas of the brain.
167
484000
2000
这是大脑的多功能区域。
08:21
As I like to say, these are not the "jazz爵士乐 areas" of the brain.
168
486000
3000
像我说的那样, 这不是大脑的爵士部分。
08:24
They do a whole整个 host主办 of things
169
489000
2000
它们担当了很多的事情
08:26
that have to do with self-reflection自我反思,
170
491000
2000
包括自省,
08:28
introspection内省, working加工 memory记忆 and so forth向前.
171
493000
2000
内省, 工作记忆等。
08:30
Really, consciousness意识 is seated坐在 in the frontal前面的 lobe.
172
495000
3000
人的意识其实是处于大脑前叶。
08:33
But we have this combination组合
173
498000
2000
但是我们发现这些联系在一起的
08:35
of an area that's thought to be involved参与 in self-monitoring自我监控, turning车削 off,
174
500000
3000
主管自我控制的区域关闭了,
08:38
and this area that's thought to be autobiographical自传,
175
503000
2000
而这个代表自传
08:40
or self-expressive自我表达, turning车削 on.
176
505000
2000
自我表达的区域活跃起来。
08:42
And we think, at least最小 in this preliminary初步 --
177
507000
2000
所以我们想,至少初步是这么想,
08:44
it's one study研究; it's probably大概 wrong错误,
178
509000
2000
这只是一个研究, 可能是错误的。
08:46
but it's one study研究 --
179
511000
2000
但是这是一个研究成果。
08:48
we think that at least最小 a reasonable合理 hypothesis假设
180
513000
3000
我想至少是一个合理的解说
08:51
is that, to be creative创作的,
181
516000
2000
就是, 要有创造力,
08:53
you have to have this weird奇怪的 dissociation离解 in your frontal前面的 lobe.
182
518000
2000
你需要跟你的大脑前叶达成这种奇怪的分离。
08:55
One area turns on, and a big area shuts启闭 off,
183
520000
2000
一个区域打开了,一个大的区域关闭了,
08:57
so that you're not inhibited抑制, so that you're willing愿意 to make mistakes错误,
184
522000
3000
因此你会感到不受局限的, 你愿意犯错,
09:00
so that you're not constantly经常 shutting关闭 down
185
525000
2000
而不是老是去停止尝试
09:02
all of these new generative生成的 impulses冲动.
186
527000
3000
所有新创造的冲动。
09:05
Now a lot of people know that music音乐 is not always a solo独奏 activity活动 --
187
530000
3000
很多人都知道音乐不总是一个单独的活动,
09:08
sometimes有时 it's doneDONE communicatively通信.
188
533000
2000
有的时候它是通过沟通合作完成的。
09:10
And so the next下一个 question was:
189
535000
2000
所以下面的一个问题是:
09:12
What happens发生 when musicians音乐家 are trading贸易 back and forth向前,
190
537000
2000
当音乐家们互相弹奏音乐时大脑是怎样活动的呢?
09:14
something called "trading贸易 fours四肢,"
191
539000
2000
有种手法叫四小节交换,
09:16
which哪一个 is something they do normally一般 in a jazz爵士乐 experiment实验?
192
541000
2000
这是种在爵士乐中常用的方法吗?
09:18
So this is a twelve-bar十二条 blues蓝调.
193
543000
2000
这是一个12小节的爵士。
09:20
And I've broken破碎 it down into four-bar四杆 groups here,
194
545000
2000
这里我把它分成四小节一组,
09:22
so you would know how you would trade贸易.
195
547000
2000
所以你知道怎么切换。
09:24
Now what we did was we brought a musician音乐家 into the scanner扫描器 -- same相同 way --
196
549000
2000
我们用同样的办法把一个音乐人安排到扫描仪中,
09:26
had them memorize记忆 this melody旋律
197
551000
2000
让他记住这段旋律
09:28
and then had another另一个 musician音乐家 out in the control控制 room房间
198
553000
2000
然后让另一个演奏者在控制室
09:30
trading贸易 back and forth向前 interactively交互式.
199
555000
3000
跟他前后交互演奏。
09:33
So this is a musician音乐家, Mike麦克风 Pope教皇,
200
558000
2000
这是那个音乐家,迈克·蒲柏Mike Pope,
09:35
one of the world's世界 best最好 bassists贝斯手 and a fantastic奇妙 piano钢琴 player播放机.
201
560000
3000
世界上最好的贝斯手, 一个奇妙的钢琴手。
09:43
So he's now playing播放 the piece
202
568000
2000
他现在在弹的这一段
09:45
that we just saw
203
570000
2000
我们要看见的这一段
09:47
just a little better than I wrote it.
204
572000
2000
只不过他弹得音乐比我写的音乐要好点。
09:49
(Video视频) CLCL: Mike麦克风, come on in. Mike麦克风 Pope教皇: May可能 the force be with you.
205
574000
2000
(视频) CL:迈克Mile, 请进。 ( 男人:愿力量与你同在。)
09:51
Nurse护士: Nothing's没事的 in your pockets口袋, right Mike麦克风?
206
576000
2000
护士:你口袋里没其他东西吧,迈克Mike?
09:53
MPMP: Nope. Nothing's没事的 in my pockets口袋. Nurse护士: Okay.
207
578000
3000
迈克·蒲柏Mike Pope: 没有, 我口袋里没东西。(护士:好的。)
10:05
CLCL: You have to have the right attitude态度 to agree同意 to it.
208
590000
2000
CL:你答应做这个实验时需要有正确的态度。
10:07
(Laughter笑声)
209
592000
2000
(笑声)
10:09
It's kind of fun开玩笑 actually其实.
210
594000
2000
这其实挺好玩的。
10:11
And so now we're playing播放 back and forth向前.
211
596000
3000
现在我们开始互相交互弹奏。
10:14
He's in there. You can see his legs up there.
212
599000
3000
他在里面, 你可以看见他的腿在那儿。
10:18
And then I'm in the control控制 room房间 here, playing播放 back and forth向前.
213
603000
3000
而我在控制室, 我们弹来弹去。
10:21
(Music音乐)
214
606000
3000
(音乐)
10:33
(Video视频) Mike麦克风 Pope教皇: This is a pretty漂亮 good representation表示
215
618000
3000
(视频)迈克·蒲柏Mike Pope:这很好的代表了
10:36
of what it's like.
216
621000
2000
演奏的状态。
10:38
And it's good that it's not too quick.
217
623000
2000
而且曲子不是太快,这很好。
10:40
The fact事实 that we do it over and over again
218
625000
2000
我们之所以一遍又一遍地实验
10:42
lets让我们 you acclimate适应 to your surroundings环境.
219
627000
3000
是为了让你熟悉新的环境。
10:46
So the hardest最难 thing for me was the kinesthetic动觉 thing,
220
631000
3000
那个头套对我来说,让我有点行动不便,
10:49
of looking at my hands
221
634000
2000
我通过两边的镜子
10:51
through通过 two mirrors镜子,
222
636000
2000
看见我的手,
10:53
laying铺设 on my back
223
638000
2000
我仰面躺着
10:55
and not able能够 to move移动 at all except for my hand.
224
640000
2000
除了手我完全不能动。
10:57
That was challenging具有挑战性的.
225
642000
2000
这是很有挑战性的。
10:59
But again,
226
644000
2000
但是再说了,
11:01
there were moments瞬间, for sure,
227
646000
3000
有些时刻,真的,
11:04
there were moments瞬间
228
649000
2000
有一些时刻
11:06
of real真实, honest-to-God诚实,神 musical音乐 interplay相互作用, for sure.
229
651000
4000
你会感到绝对发自内心地,诚挚地与音乐交流,真的。
11:10
CLCL: At this point, I'll take a few少数 moments瞬间.
230
655000
2000
CL:到此, 我来回顾一下。
11:12
And so what you're seeing眼看 here --
231
657000
2000
你们到底看到了什么,
11:14
and I'm doing a cardinal枢机主教 sin in science科学,
232
659000
2000
而我在犯科学之大忌,
11:16
which哪一个 is to show显示 you preliminary初步 data数据.
233
661000
2000
给你们展示初步的数据。
11:18
This is one subject's受试者 data数据.
234
663000
2000
这只是一个实验的数据。
11:20
This is, in fact事实, Mike麦克风 Pope's教皇 data数据.
235
665000
2000
这是,事实上,迈克·蒲柏Mike Pope的数据。
11:22
So what am I showing展示 you here?
236
667000
2000
所以我在这里给你看的是什么呢?
11:24
When he was trading贸易 fours四肢 with me, improvising即兴 versus memorized记忆,
237
669000
3000
当他在跟我交换四小节的演奏时, 靠的是即兴不是记忆,
11:27
his language语言 areas lit发光的 up, his Broca's布罗卡 area,
238
672000
3000
他的语言部分亮了起来,他的布洛卡区域
11:30
which哪一个 is inferior frontal前面的 gyrus on the left.
239
675000
2000
就是他左脑的前方下面的脑回。
11:32
He actually其实 had it also homologous同源 on the right.
240
677000
2000
其实他右脑边的同源也有同样的表现。
11:34
This is an area thought to be involved参与 in expressive表现的 communication通讯.
241
679000
3000
这个区域被认为是有关于表达和交流的。
11:37
This whole整个 notion概念 that music音乐 is a language语言 --
242
682000
2000
音乐是语言的想法,
11:39
well maybe there's a neurologic神经 basis基础 to it in fact事实 after all,
243
684000
3000
说到底大概是具有神经学基础的,
11:42
and we can see it when two musicians音乐家 are having a musical音乐 conversation会话.
244
687000
3000
我们可以通过两个音乐人的音乐交流看到这结论。
11:45
And so we've我们已经 doneDONE this actually其实 on eight subjects主题 now,
245
690000
2000
我们已经对8个对象做了类似的实验,
11:47
and we're just getting得到 all the data数据 together一起,
246
692000
2000
我们收集了所有的数据。
11:49
so hopefully希望 we'll have something to say about it meaningfully有意义.
247
694000
2000
希望我们可以能从中得出一些有意义的结论。
11:51
Now when I think about improvisation即兴 and the language语言, well what's next下一个?
248
696000
3000
当我们说到即兴和语言时,我们还会想到什么呢?
11:54
Rap敲击, of course课程, rap敲击 --
249
699000
2000
说唱,当然, 说唱
11:56
free-style自由风格.
250
701000
2000
自由式说唱。
11:58
And so I've always been fascinated入迷 by free-style自由风格.
251
703000
2000
我一直感到自由式说唱的形势很奇妙。
12:00
And let's go ahead and play this video视频 here.
252
705000
2000
让我们在这里放一段录像。
12:02
(Video视频) Mos摩斯 Def高清: ♫ ... brown棕色 skin皮肤 I be, standing常设 five-ten五10 I be ♫
253
707000
2000
(视频)摩斯·戴夫Mos Def:♫ ... 我是粽皮肤,我有五英尺十英寸高... brown skin I be, standing five-ten I be ♫
12:04
Rockin'摇滚 it when I be, in your vicinity附近
254
709000
3000
♫ 当我在你附近摇滚时Rockin' it when I be, in your vicinity ♫
12:07
Whole-style整体式 synergy协同效应, recognize认识 symmetry对称
255
712000
2000
♫ 整体协同,相互认识Whole-style synergy, recognize symmetry ♫
12:09
♫ Go and try to injure损伤 me, broke打破 'em“时间 down chemically化学
256
714000
3000
♫ 来吧试着伤害我,让我伤心欲绝Go and try to injure me, broke 'em down chemically ♫
12:12
Ain't是不是 the number 10 MCMC, talk about how been I be ♫
257
717000
2000
♫ 提及10 M.C.号码,谈到的正是我Ain't the number 10 M.C., talk about how been I be ♫
12:14
Styled病急乱投医 it like Kennedy肯尼迪, late晚了 like a 10 to three
258
719000
3000
♫ 像肯尼迪的风格,在夜里10点到3点Styled it like Kennedy, late like a 10 to three ♫
12:17
♫ When I say when I be, girls女孩 say bend弯曲 that key cut
259
722000
3000
♫ 当我说我自己时,女孩们随声附和When I say when I be, girls say bend that key cut ♫
12:20
CLCL: And so there's a lot of analogy比喻
260
725000
2000
CL: 所以自由式说唱和爵士乐之间
12:22
between之间 what takes place地点 in free-style自由风格 rap敲击 and jazz爵士乐.
261
727000
2000
有很大的相似之处。
12:24
There are, in fact事实, a lot of correlations相关 between之间 the two forms形式 of music音乐
262
729000
2000
事实上,我觉得在不同的时代,这两种音乐有很多相关的地方
12:26
I think in different不同 time periods.
263
731000
2000
12:28
In a lot a ways方法, rap敲击 serves供应 the same相同 social社会 function功能
264
733000
2000
在很多方面, 说唱实现了很多爵士曾经
12:30
that jazz爵士乐 used to serve服务.
265
735000
2000
担当的社会功能。
12:32
So how do you study研究 rap敲击 scientifically科学?
266
737000
2000
所以我们该怎样科学地研究说唱呢?
12:34
And my colleagues同事 kind of think I'm crazy,
267
739000
2000
我同事觉得我很疯狂,
12:36
but I think it's very viable可行.
268
741000
2000
但是我觉得这是可行的。
12:38
And so this is what you do: you have a free-style自由风格 artist艺术家
269
743000
2000
这是你要做的:你请一个自由说唱的艺术家来
12:40
come in and memorize记忆 a rap敲击 that you write for them,
270
745000
2000
记住你为他们写好的说唱词,
12:42
that they've他们已经 never heard听说 before,
271
747000
2000
他们以前从来没听说过这种说唱词,
12:44
and then you have them free-style自由风格.
272
749000
2000
然后你让他们自由发挥。
12:46
So I told my lab实验室 members会员 that I would rap敲击 for TEDTED,
273
751000
2000
我告诉我实验室成员说我会在TED讲台说唱,
12:48
and they said, "No, you won't惯于."
274
753000
2000
他们说:“不会吧,你不会真正说唱吧。”
12:50
And then I thought --
275
755000
2000
然后我想--
12:52
(Applause掌声)
276
757000
6000
(掌声)
12:58
But here's这里的 the thing.
277
763000
2000
这说唱词就在
13:00
With this big screen屏幕, you can all rap敲击 with me. Okay?
278
765000
3000
这大屏幕,你们可以跟我一起说唱,行吗?
13:03
So what we had them do
279
768000
2000
所以我们让他们做的是
13:05
was memorize记忆 this lower-left左下 sound声音 icon图标, please.
280
770000
2000
请他们记住左下角的声音记号。
13:07
This is the control控制 condition条件. This is what they memorized记忆.
281
772000
3000
这是控制的条件。这是他们记住的说唱。
13:10
Computer电脑: ♫ Memory记忆, thump扑通. ♫
282
775000
2000
计算机:♫ 记忆,即兴说唱Memory, thump. ♫
13:12
CLCL: ♫ Thump扑通 of the beat击败 in a known已知 repeat重复
283
777000
3000
CL: ♫熟知一个重复节拍来动感说唱Thump of the beat in a known repeat ♫
13:15
Rhythm韵律 and rhyme, they make me complete完成
284
780000
3000
♫节奏和韵律使我能完美说唱Rhythm and rhyme, they make me complete ♫
13:18
♫ The climb is sublime升华 when I'm on the micMIC
285
783000
2000
♫当我即兴说唱时,我就如同攀登上了高峰一样兴奋The climb is sublime when I'm on the mic ♫
13:20
Spittin'喷火 rhymes童谣 that hit击中 you like a lightning闪电 strike罢工
286
785000
3000
♫ 这押韵的即兴表演就如同你被雷击一样Spittin' rhymes that hit you like a lightning strike ♫
13:23
♫ I search搜索 for the truth真相 in this eternal永恒 quest寻求
287
788000
2000
♫我在这永恒追寻中寻求真理I search for the truth in this eternal quest ♫
13:25
♫ My passion's热情的 not fashion时尚, you can see how I'm dressed连衣裙的
288
790000
3000
♫ 我的激情可不等同于我的时尚,大家可能看出我不怎么打扮My passion's not fashion, you can see how I'm dressed ♫
13:28
Psychopathic病态 words in my head appear出现
289
793000
3000
♫ 在我脑海中有些胡思乱语Psychopathic words, in my head appear ♫
13:31
Whisper耳语 these lyrics歌词 only I can hear
290
796000
3000
♫ 这些微妙的细语只有我能理解Whisper these lyrics only I can hear ♫
13:34
♫ The art艺术 of discovering发现 and that which哪一个 is hovering徘徊
291
799000
2000
♫ 对艺术的探索我还在徘徊的路上The art of discovering and that which is hovering ♫
13:36
Inside the mind心神 of those unconfined潜水
292
801000
3000
♫ 在未知的内心深处Inside the mind of those unconfined ♫
13:39
♫ All of these words keep pouring浇注 out like rain
293
804000
3000
♫ 所有这些轻声细语像才思泉涌一样不断地迸出All of these words keep pouring out like rain ♫
13:42
♫ I need a mad scientist科学家 to check my brain
294
807000
3000
♫我需要一个疯狂的科学家来了解我才思泉涌的大脑I need a mad scientist to check my brain ♫
13:45
(Applause掌声)
295
810000
9000
(掌声)
13:54
I guarantee保证 you that will never happen发生 again.
296
819000
3000
我向你们保证,这不会再发生了。
13:57
(Laughter笑声)
297
822000
2000
(笑声)
13:59
So now, what's great about these free-stylers自由造型器,
298
824000
2000
这些自由式说唱家的伟大之处是
14:01
they will get cued线索 different不同 words.
299
826000
2000
你给他们不同的说唱词,他们也能演绎。
14:03
They don't know what's coming未来, but they'll他们会 hear something off the cuff袖口.
300
828000
2000
他们不知道你给他们什么样的说唱词,但是他们听了以后,会马上即兴发挥。
14:05
Go ahead and hit击中 that right sound声音 icon图标.
301
830000
2000
请按一下右边那个声音图标。
14:07
They are going to be cued线索 these three square广场 words: "like," "not" and "head."
302
832000
3000
我们会给他们方框里的这些词'喜欢like', '不not','头head'。
14:10
He doesn't know what's coming未来.
303
835000
2000
他们不知道接下来的词会是什么。
14:12
Free-styler自由斯泰勒: ♫ I'm like some kind of [unclear不明] ♫
304
837000
2000
自由式说唱者:♫ 我有点像那些自由人士I'm like some kind of Freedom Beings ♫
14:14
♫ [unclear不明] extraterrestrial外星人, celestial天上 scene现场
305
839000
3000
♫ 外星人,天文奇观[unclear] extraterrestrial, celestial scene ♫
14:17
♫ Back in the days, I used to sit in pyramids金字塔 and meditate幽思
306
842000
3000
♫ 回首往事,我曾坐在金字塔边冥想Back in the days, I used to sit in pyramids and meditate ♫
14:20
♫ With two microphones麦克风 hovering徘徊 over my head
307
845000
3000
♫ 在我头上盘旋着2个麦克风With two microphones hovering over my head ♫
14:23
♫ See if I could still listen, spittin'喷火 off the sound声音
308
848000
3000
♫ 看看我是否能听到一些声音,即兴说唱See if I could still listen, spittin' off the sound ♫
14:26
♫ See what you grinning狞笑
309
851000
2000
♫ 看着大家在嬉笑See what you grinning ♫
14:28
♫ I teach the children孩子 in the back of the classroom课堂
310
853000
2000
♫ 我在教室后面教学生I teach the children in the back of the classroom ♫
14:30
♫ About the message信息 of apocalypticalapocalyptical
311
855000
3000
♫ 有关启示论的福音About the message of apocalyptical ♫
14:33
♫ Not really though虽然, 'cause'原因 I've got to keep it simple简单
312
858000
3000
♫ 不是说真的,因为我要使它变简单Not really though, cuz I've got to keep it simple ♫
14:36
♫ [unclear不明] instrumental仪器的
313
861000
2000
♫ 乐器[unclear] instrumental ♫
14:38
Detrimental有害 playing播放 Super Mario马里奥
314
863000
3000
♫ 打超级玛利游戏有害Detrimental playing Super Mario ♫
14:41
♫ [unclear不明] boxes盒子 [unclear不明] hip臀部 hop
315
866000
4000
♫ 音乐盒子 嘻哈Hip Hop[unclear] boxes [unclear] hip hop ♫
14:45
CLCL: So again, it's an incredible难以置信 thing that's taking服用 place地点.
316
870000
2000
CL: 令人难以置信的事情又发生了。
14:47
It's doing something that, neurologically神经学, is remarkable卓越.
317
872000
2000
从神经学角度来讲,这些事情是有显著意义的。
14:49
Whether是否 or not you like the music音乐 is irrelevant不相干.
318
874000
2000
无论你是否喜欢音乐,
14:51
Creatively创造性 speaking请讲, it's just a phenomenal非凡的 thing.
319
876000
2000
仅从创造性的角度来说, 这也是非凡的。
14:53
This is a short video视频 of how we actually其实 do this in a scanner扫描器.
320
878000
3000
这一小段录像记录了我们怎样用扫描仪的。
14:56
(Laughter笑声)
321
881000
3000
(笑声)
14:59
(Video视频) CLCL: We're here with Emmanuel灵光.
322
884000
2000
(视频) CL: 我们和伊曼纽尔Emmanuel在一起。
15:01
CLCL: That was recorded记录 in the scanner扫描器, by the way.
323
886000
2000
CL:顺便提一句, 这是从扫描仪里记录的。
15:03
(Video视频) CLCL: That's Emmanuel灵光 in the scanner扫描器.
324
888000
2000
(视频) CL: 这是伊曼纽尔Emmanuel 在扫描仪中的视频。
15:06
He's just memorized记忆 a rhyme for us.
325
891000
3000
他仅记住了一段韵律。
15:12
Emmanuel灵光: ♫ Top最佳 of the beat击败 with no repeat重复
326
897000
3000
伊曼纽尔Emmanuel: ♫ 最棒的动感说唱不需要重复Top of the beat with no repeat ♫
15:15
Rhythm韵律 and rhyme make me complete完成
327
900000
3000
♫ 节奏和韵律使我能完美地说唱Rhythm and rhyme make me complete ♫
15:18
Climb is sublime升华 when I'm on the micMIC
328
903000
3000
♫ 当我即兴说唱时,我就如同攀登上了高峰一样兴奋Climb is sublime when I'm on the mic ♫
15:21
Spittin'喷火 rhymes童谣 that'll那会 hit击中 you like a lightning闪电 strike罢工
329
906000
2000
♫ 这押韵的即兴表演就如同你被雷击一样Spittin' rhymes that'll hit you like a lightning strike ♫
15:23
♫ I search搜索 for the truth真相 in this eternal永恒 quest寻求
330
908000
3000
♫ 我在这永恒追寻中寻求真理I search for the truth in this eternal quest ♫
15:26
♫ I'm passing通过 on fashion时尚; you can see how I'm dressed连衣裙的
331
911000
3000
♫ 我的激情可不等同于我的时尚,大家可能看出我不怎么打扮I'm passing on fashion; you can see how I'm dressed ♫
15:29
CLCL: Okay. So I'm going to stop that there. So what do we see in his brain?
332
914000
3000
CL:好的, 就在这里结束吧。你们看见他的大脑发生了什么呢?
15:32
Well, this is actually其实 four rappers'说唱歌手 brains大脑.
333
917000
2000
这其实是四个说唱家的大脑记录。
15:34
And what we see, we do see language语言 areas lighting灯光 up,
334
919000
2000
我们看见了什么?我们看见了语言部分很活跃,
15:36
but then -- eyes眼睛 closed关闭 --
335
921000
2000
但是当他们闭了眼睛,
15:38
when you are free-styling自由造型 versus memorizing记忆,
336
923000
3000
自由式发挥而不是单纯记忆时,
15:41
you've got major重大的 visual视觉 areas lighting灯光 up.
337
926000
2000
你看见视觉区域也活跃起来。
15:43
You've got major重大的 cerebellar小脑 activity活动, which哪一个 is involved参与 in motor发动机 coordination协调.
338
928000
3000
你看见大量协调运动的小脑活动。
15:46
You have heightened提高 brain activity活动 when you're doing a comparable可比 task任务,
339
931000
3000
如果将有创造性的活动和单纯记忆的活动来比较
15:49
when that one task任务 is creative创作的 and the other task任务 is memorized记忆.
340
934000
3000
大脑活动在做创造性活动时更为活跃。
15:53
It's very preliminary初步, but I think it's kind of cool.
341
938000
2000
这还是很初步的研究, 但是我觉得很酷。
15:55
So just to conclude得出结论, we've我们已经 got a lot of questions问题 to ask,
342
940000
3000
总之,我们还有很多问题可以引申。
15:58
and like I said, we'll ask questions问题 here, not answer回答 them.
343
943000
3000
正如我说的, 我们到这里来是提出问题的, 而不是回答问题的。
16:01
But we want to get at the root of what is creative创作的 genius天才, neurologically神经学,
344
946000
3000
但是我们想从神经学的角度来了解创造天才的真相。
16:04
and I think, with these methods方法, we're getting得到 close to being存在 there.
345
949000
3000
我认为, 用这些手法,我们跟目标更接近了。
16:07
And I think hopefully希望 in the next下一个 10, 20 years年份
346
952000
2000
我希望在今后的10,20年间,
16:09
you'll你会 actually其实 see real真实, meaningful富有意义的 studies学习
347
954000
2000
你会看见真正有意义的研究,
16:11
that say science科学 has to catch抓住 up to art艺术,
348
956000
4000
它是说科学要追赶上艺术,
16:15
and maybe we're starting开始 now to get there.
349
960000
2000
也许我们可以从现在开始追赶这个目标。
16:17
And so I want to thank you for your time. I appreciate欣赏 it.
350
962000
2000
谢谢你们费时听我的演讲,我很感激。
16:19
(Applause掌声)
351
964000
5000
(鼓掌)
Translated by Jenny Yang
Reviewed by Angelia King

▲Back to top

ABOUT THE SPEAKER
Charles Limb - Researcher
Charles Limb is a doctor and a musician who researches the way musical creativity works in the brain.

Why you should listen

Charles Limb is the Francis A. Sooy, MD Professor and Chief of Otology/Neurotology and Skull Base Surgery at the University of California, San Francisco, and he's a Faculty Member at the Peabody Conservatory of Music. He combines his two passions to study the way the brain creates and perceives music. He's a hearing specialist and surgeon at Johns Hopkins who performs cochlear implantations on patients who have lost their hearing. And he plays sax, piano and bass.

In search of a better understanding of how the mind perceives complex auditory stimuli such as music, he's been working with Allen Braun to look at the brains of improvising musicians and study what parts of the brain are involved in the kind of deep creativity that happens when a musician is really in the groove.

Read our Q&A about hip-hop studies with Charles Limb on the TED Blog >>

Plus our quick catchup Q&A at TEDMED 2011 -- including his top 5 songs of all time >>

Read the 2014 paper "Neural Substrates of Interactive Musical Improvisation: An fMRI Study of ‘Trading Fours’ in Jazz" >>

More profile about the speaker
Charles Limb | Speaker | TED.com

Data provided by TED.

This site was created in May 2015 and the last update was on January 12, 2020. It will no longer be updated.

We are currently creating a new site called "eng.lish.video" and would be grateful if you could access it.

If you have any questions or suggestions, please feel free to write comments in your language on the contact form.

Privacy Policy

Developer's Blog

Buy Me A Coffee