Sunday, September 2, 2012


On Intelligence Jeff Hawkins
Into to Human Behavior  Robert Shipolsky 
The Evolution of Intelligence


Evolution  - Traits within populations change over time.  To have evolution you need to have heritable traits and there needs to be variability among these traits and some versions need to work better than some others.  This is about reproduction of the most adapted, not survival - the number of copies of the gene that get passed on.  The chicken is a device used by the egg to produce another chicken.  There is equal value in saving 8 cousins to reproduce as one brother as they both have the same number of your genes.  In addition, if every now and then there is mutation of a new trait, this can leave to a change of population.   Evolution is not an inventor but a tinkerer

Intelligence – Our brains use memories to form predictions about everything we see, feel, and hear. The brain also constantly makes predictions about the world.  When these come true that is understanding.  If they do not that is confusion.


Starting 3.8 billion years ago and for 2 billion years thereafter single cell life was the highest order intelligence on earth. Single-celled organisms move in response to light, heat and chemical gradients toward a more favorable environment.  This was the first kind primitive behavior, which was transmitted through DNA.

Plants use DNA to remember and they use hormones to fend off invading organisms, trigger flowering, and direct growth.  Using DNA evolution to adapt to the environment takes generations and individuals do not learn to adapt.

Lizard Brain

Before there was intelligence there was behavior. Reptiles conquered the land after the Permian extinction, 248 million yeas ago, when the earth was hot and there was no polar ice cap.  The reptile brain handles aggression, mating, breathing, heart rate, sleeping, temperature, hunger, and reaction to danger.  Our brain contains a reptile brain and you can see this lizard brain at work in babies.  However, reptiles don’t learn.    

Cat Brain

200 million years ago lived the first mammals but mammalian life exploded 65 million years ago with the extinction of the dinosaurs and the first primates which appeared around 50 million years ago.


Reptiles are solitary animals.  Mammals inherited the reptile brain and added new features, a limbic system, which contained brain structures for making social interactions.  Early mammals lived in groups and animals that were better at living with others reproduced more.   It facilitates relationships such as mother- child, which is critical since mammals need to feed their young.  These structures included hypothalamus, the hippocampus, the amygdala, and others.  This lets mammals have good feelings about another mammal.    All mammals have a cortex but in most it is small.  Most conduct their social lives without much words or cortex and rely on the neurochemical response they were born with or learned in infancy.  In mammals hormones and neurotransmitters work together in pursuit of status and happiness.  The limbic system also  facilitates our stress response to danger and memory of things that are dangerous.
The Limbic system does not talk in words but communicates to the rest of the brain by secreting happy (dopamine) or unhappy chemicals





In most mammals smell is the dominant sense.  The Olfactory bulb makes up 40% of the brain of a rodent.  Ours is 5% of our brain.   The rat’s emotions are smell driven. Children live through their limbic brain, as their prefrontal cortex isn’t fully mylinated until age 25.    http://www.youtube.com/watch?v=CAOnSbDSaOw



In humans under stress the limbic system influences the cortex.  Conversely memories from the cortex also influence the limbic system.  You can demonstrate this by thinking about your death.  In most people this causes anxiety.  Humans often have a limbic response to imagined stresses.

The entire limbic system is designed to influence hypothalamic function (endocrine and autonomic system), which is how the limbic system influences behavior.  The closer a nucleus (subpart of the limbic system) or sense is to hypothalamus (few synapses) the more influence it has on the hypothalamus. Each of our senses except olfaction needs 4 synapses to reach the limbic system.  Visual input has to go through 4 levels before the information is transmitted.  Tourette’s syndrome is an over activity of the limbic system

It is important to note that the limbic system does not use words.  It tells your body what it is up to by releasing chemicals.  We feel the effects of these.  Adrenaline makes our heartbeat rapid, which we can sense.


Some parts of the Human Limbic System include
Amygdala - causes fear, anxiety, learning to be afraid, rage, and aggression.  You need fear to cause aggression.  The amygdala is found to get larger in people with PTSD the parts can enlarge.  It is involved in fear and anxiety and aggression. It is also involved in male sexual motivation.
Septum  - inhibits aggression and opposes the amygdala. 
Hippocampus  - helps you learn remember.  In depression this shrinks.   Also it can turn off the stress response.  It is involved with stress so it can make sure you remember things which cause stress and how you got out of it.  The hippocampus sits on top of the cortical pyramid.  The neocortex is sandwiched between the limbic system and the hippocampus.  When sensory input comes in lower levels of your cortex see if they recognize it. If they don’t they send it up to the next level.  Only if it gets to the hippocampus is it then sent back to the cortex for storage.
Lateral hypothalamus – has to do with hunger. Measures glucose levels.  Hungers for other rewards other than food.
Mammillary bodies - are related to maternal behavior
Thalamus
Ventral tegmental area and Nucleus accumbans   - this is the pleasure center which releases dopamine.  All addictive drugs work here.  And it is involved with repetitive behavior.   It is the part that activates when you anticipate getting pleasure or a reward.  It powers the behavior to get the award.  Gives you motivation to carry out the pursuit of pleasure.  Note that the pursuit of pleasure is more addictive than the pleasure.  All addictive behaviors
Prefrontal cortex- this is a cortical component of the limbic system.  
It teaches when to be aggressive.  It doesn’t fully myelinate until age 25. It is important for gratification postponement
Anterior cingulate cortex  – has to do with maturation, learning, and when to be aggressive.  it also handles empathy and feeling others pain. If you watch someone’s finger being poked you feel his or her pain.  It is also related to depression.

Across 150 primate species.  The biggest predictor is how large is the average social group of this species.  This evolved for gossip, social intelligence and behavior.


According to the   James Lange theory – if a stimulus comes to your brain, your body responds before you feel it.  Your body gets information from the periphery and that how you know you are afraid.  This is how your brain decides what emotion you are feeling.  Adrenalin is released by an aroused sympathetic nervous system.  It kicks up level of whatever emotion you are feeling.  It magnifies the emotion.  Anxiety is felt by getting feedback from your body.  Valium works as a muscle relaxant to block this feedback.  Biofeedback and meditation also work to reduce this feedback.  

If you take someone with depression and make them smile.  After a half hour they feel better.  Their body is getting feedback it must not be so bad. 

Another example:
You and significant other are reacting to some situation.   You make your spouse furious.  You apologize.  It’s ok. Then your spouse remembers something you did in 1968 and starts arguing again. .  When you get into an aroused, angry state it takes minutes for the sympathetic nervous system to equilibrate.    I am still feeling agitated.  The physiologic data comes back and you try to find a cognitive reason for it.

This is because females take longer to get their equilibrium back.   This is also after true after an organism, guys.

Human Brain

The Neocortex
It was 7 million years ago that the first bipedal ape from which we evolved appeared. Then, only 200000 years ago a mutation leading to a 30% increase in brain size occurred.  The main difference between the human brain and other primate brain is the quantity of neurons.  As a part of this evolutionary breakthrough, connections between neurons became modifiable.  Due to this, behavior could change within a single lifetime.  A mammal could learn the structure of its world within its lifetime.  The modifiable nervous system enabled the formation of memory.   


Taking on a memory system lets animals predict the future.  If you toss a Nerf ball at a reptile it always ducks.  Once we are hit and experience that nothing bad happens we learn and stop ducking.   When an animal encounters a similar situation memory recognizes that and remembers what happened.   It remembers the behavior that led to that outcome. Thus memory lets the animal use its behaviors more intelligently.   This led to an evolutionary advantage.


The biggest advance of mammalian development was the developmentof a neocortex.  This memory machine does not work like a computer.  It recalls patterns auto associatively, that is it can recall the whole output with a partial input.  Most people can recognize Beethoven’s 5th symphony by the fourth note. 
The cortex stores sequences of patterns and it stores them in a hierarchy.   The neocortex in rats is the size of postage stamp.  In humans it is the size of a dinner napkin and contains 30 billion neurons. It is only 6 business cards thick (6 layers) and homogenous at birth.  All areas of the cortex work the same way including both the motor and sensory areas.  The brain uses the same processes to see, hear, and feel.  To the brain all senses are the same, just temporal inputs of patterns.  All knowledge and memories are stored in your neocortex.  This is you.  Memory is structural that is protein based, not electrical.  You can cool the brain down until all electrical activity stops and then bring it back and the memories persist.

When you are born your cortex knows nothing.  It’s a blank disc.  Learning is forming classifications of patterns and building sequences.  Eyes and a nose become a face.   Letters become words, words become sentences, and sentences become novels.   The cortex is hierarchical and plastic. 

The cortex divides into task specific areas based on experience and these are arranged hierarchically, that is in order.  The senses send special and temporal patterns to the brain.  In addition to the 5 senses we have proprioception and vestibular senses.  Visual patterns go from the retina to V1 where horizontal lines are separated from vertical lines; v1 is the size of a passport.  Patterns are then sent to v2, which might be letters to v3 and v4.   There are auditory areas a1, a2 etc.   Each region learns sequence names and passes the name to the next level.  The brain seeing partial patterns searches memory for similar patterns it can name.  If it hears some notes it looks for the name of the song and then anticipates the next notes before they come.  The neuron for the expected note fires before you hear the note.  If the next note is expected that level is quiet but if an unexpected note occurs it sends a message to the higher level to make sense of. 

The input changes from individual patterns to groups of patterns i.e. a sequence of letters at a lower level becomes a sequence of words with learning these groups move down the hierarchy   a young brain takes longer because the groups are higher   a young brain has not yet formed the complex sequences at the top,

The more you know the less you remember. You only remember what is new. That is what makes it to the hippocampus

Brains are pattern machines. They receive patterns that they have seen in the past.  All knowledge of the world is a model based on patterns.  The brain wants to learn sequences that recur.  To the brain all of the senses are just inputs of patterns.  The brain creates a model of its world by combining all the inputs.   When a child picks up a toy it looks at it from all different angles.  He hears the noises it makes.  It smells it.  It creates a name for it.   The brain tends to break things into categories. The brain puts thing in categories so we can remember things.   Each color goes in a different bucket.  It is fascinating that different cultures create different boundaries between the buckets.    For example different languages draw different boundaries between sounds.   This creates problems Finns don’t distinguish between B’s and P’s.  They put them in the same bucket.  A Finn can’t distinguish between a bear and a pear.  We don’t see similarities of things on other side of the boundaries.

If the brain can predict what sequence comes next it forms a persistent representation (memory).  These are not pictures but invariant representations of relationships of patterns.  For example, any set of eyes and a nose and mouth are a face.   A song is the relation of notes.  That is why we recognize it in any key.  Abstract and concrete objects are treated the same.   Predictability is the definition of reality.   The world has a nested structure and so does your cortex.  Your brain is always making predictions what we perceive is a combination of what we sense and our memory derived predictions. All areas of the neocortex are trying to predict what their next experience will be. Correct predictions result in understanding.   Incorrect predictions cause confusion.  This is the primary function of neocortex does and defines what is intelligence.

Motor function within the brain works exactly the same.  Before we move the brain visualizes the movement.   At a high level the brain visualizes raising your arm.  Then that message is sent to lower levels that direct the specific muscles in proper sequence.  That is why ski racers do better if the visualize racing down the course prior to the race. 

Imagination works the same.  Imagining a hippo involves the same neurons firing as seeing a hippo.



Consciousness is synonymous with forming declarative memories.  We have memories we can express in words and memories we cannot such has how to ride a bicycle.  To our cortex, our bodies are part of the external world.  Memory leads to predictions, which leads to more memories.  This makes up our thoughts.  Since the cortex cannot model the brain, to us it feels like we have an independent mind or soul.

Dreams involve making predictions in a safe environment.  The brain can predict and rehearse what would happen if a tiger chases you without the danger. There is an experiment where they monitor brain activity of a rat going through a maze.  Then they monitor its dreams and see the same pattern.  It’s reliving the maze. 
Today’s threats seem more benign like missing class or loosing your keys. We dream through all sleep levels but our nightmares occur during REM sleep.  It is during that level that the limbic system is activated.    Dreams during the other levels of sleep are more peaceful.


http://en.wikibooks.org/wiki/Relationships/The_Evolution_of_the_Human_Brain


Language – how we outsmart the plants. It facilitates winning the prisoners dilemma.



Our brains connect differently than chimpanzee brains.   We have a front and back half of our cortex.   Front brain high level planning, thought, and motor function.  Our neocortex took over motor control from the reptile brain and even cerebellum.  It turns out people are a little clumsy but move ok without a cerebellum.

Language started 50,000 years ago and was followed by a burst of technological activity.  Language is pure analogy.  It lets us take patterns we learn and pass them on to our children.  We create invariant memories or stereotypes, and then make predictions of future events.  We apply the invariant memories to new situations.   A child hears 3 million words before figuring out that words have meaning.  In infancy the baby brain responds to whatever it is exposed to.   However, later in childhood the brain becomes more selective about what learning it will accept.  

All languages bucket sounds into buckets of meaning.   All languages have embedded clauses, infinite generativity, displacement, (can talk about past future) and displacement of emotion.   They have an arbitrary relation between the signal and the message.   There is metacommunication, which is that people can talk about language.   Every language uses motherese, which is when mothers talk in a high voice to their young.  This is about cognition.  Deaf babies babble in sign language.  When you sign to a deaf person their auditory system activates. 
There are accents in ASL .

 Language is lateralized in 90% of people in the left-brain.  Language has procity which is what you do with your face when you talk. Procity is located in the right hemisphere and is where sarcasm is expressed.    This lateralization of functions saves on the need for axons.  Broca’s area on the bottom of the motor strip of the brain is responsible for expressing words.  People who have a stroke damaging that area have aphasia and can’t speak, but they understand speech. 
A stroke in nearby Wernicke’s area is more devastating in that understanding is lost.  People with this tend to babble a meaningless word salad and they can’t understand speech.   Wernicke’s area is myelinated 3 months before Broca’s area.   It is interesting that blind individuals make the same hand gestures as seeing people.  There are connections between language and the limbic system and so our voices can express emotion.  We are wired to pick up our languages from our peer group, which is why we wind up with the accent of our community, not our peers.

It has been determined that our capacity for thought is constrained by our language.

Again this is because of the way the brain is taught to set up its buckets. 
For example some tribes count one two and then go to many.  They have no need for specific high numbers.  These are not stupid people and they are able to name and keep track of thousands of different plants.   However if tested in just adding higher numbers they have great difficulty.  This is called the Sapir-Whorf hypothesis, which holds that the structure of a language affects the way in which its speakers conceptualize their world. 

In learning language at 15 months a child can say a combination of words that it has never heard    Kids are able to generalize the rules of language.  Kids generate more than they have heard.  A kid can learn any language in the first few months.  You quickly loose this ability.  This is due to the sound buckets you create.  At 6 months of age kids know vowels and by 9 months babbling starts.   Adults teaching children language is a new invention, which is unique to the western world.  In other parts of the world kids just pick up language.      It is not clear if teaching children language works.   When Learning a language after age 6 the speech patterns are stored in the periphery of Broca’s and Wernicke’s areas of the brain.    New languages are always invented by kids and have lateral and downward transfer.  
Adults do not develop new languages.   An example is Nicaragua the kids generated their own sign language.
Other animals have semanticity.  -  Monkeys can say there is something scary on the ground or something scary in the air informing another monkey where to hide.
Chickens can do this too and squirrels have demonstrated an early theory of mind.  They will give alarm depending on who is around.  Humans and apes are good at lying.  Dogs cant. Their limbic system gives them away.  Wagging the tail is to spread its pheromones. 



5000 years ago language was used to create a model of the world based on religion.  For all of us, culture shapes our world model.  Culture teaches us stereotypes, which the brain can easily accept since that are how it works.  Language leads groups to adopt paradigms, which are hard to change.   Genetic traits that in one setting have a bad outcome in another setting can be beneficial.  For example Tay Sachs trait protects against TB and cystic fibrosis  trait protects against cholera.
In the 1970s in Europe a study was done of family members of people with schizophrenia.   They found that family some members of schizophrenics had schizotypalism.  These are people who have loose associations. They have a social withdrawal and tend to get jobs as lighthouse keepers.  They do Metamagical thinking.  They are into science fiction and fantasy.  They have a concrete level of interpretation of religion.  For them, 7 day creation is not a metaphor.
They can become Shaman, medicine men and  anthropologist study them.
They have a tendency toward increased dopamine tone.  Under the right circumstances they can start a religion and if circumstances are wrong they start cults


In evolutionary terms being religious has advantages.  Religion is about social community and good works.  People who are religious are healthier and have less depression.  Religion includes the carrying out of rituals.  We fall into obsessive rituals during times of anxiety and religion can help with that. After development of language, man developed narratives.  Religion enabled the formation of large groups.  People were encouraged to be fruitful and multiply.   There is a biological basis for this.




It was only 500 years ago that man using a process of creating a model, making predictions and then testing observations against it, a process not unlike that of the brain, along with language communication  developed the scientific process.  With the addition of networks and bottom up wisdom of crowds processing with some investment progress should continue to accelerate. 






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