A New Possibility for Musical Intelligence

Notes by Howard Gardner

According to the criteria that I devised almost 40 years ago, an intelligence is not equivalent to a sensory system (there are no visual or gustatory or tactile intelligences).  Rather, intelligences are best construed as mental computers that operate on information, irrespective of the sensory system (or, technically, transducer), through which the information initially passes. Thus, for example, linguistic intelligence operates on language messages, whether they are heard, read, or (in the case of the blind) perceived through touch.

This criterion has always posed a difficulty for musical intelligence. While there are certainly aspects of music (rhythm, meter, perhaps timbre) that can be accessed through various sensory systems, the key elements (pitch, harmony) are best accessed through the ear.  We can create visual or tactile versions of pitch or harmony but these are, at best, metaphoric.

With respect to music, the situation is changing. Visual patterns that change over time (as in the screen patterns on your computer) capture some of the musical experience (the composer Alexander Scriabin believed that music was by its nature synesthesic—with the various sensory systems being linked to tones, chords, harmonies). Cochlear implants improve hearing to the extent that musical signals become accessible to many who could not previously listen to or enjoy music. And now, as indicated in this essay from the New York Times, through the technology of virtual reality, yet more aspects of the musical experience can be experienced by someone who is deaf or hard of hearing.  As the caption indicates, it’s now possible to explore “what music feels like to a deaf person.”  I believe that in the coming years, the dependence of music on the ability to hear will continue to diminish--even if it does not totally disappear—hence helping many who were once considered disabled and, as a dividend, bolstering one of the tenets of “MI theory.”

Read the full article, originally published online on November 5, 2017, here: https://www.nytimes.com/2017/11/05/insider/how-we-used-vr-to-explore-what-music-feels-like-to-a-deaf-person.html

Audi Piloted Driving Showcar Uses "8 Intelligences"

In September 2017, Audi unveiled the Aicon, a four-door, electric, self-driving car. In a recent advertisement for the Aicon, Audi used MI Theory to illustrate the car's various features.

Howard Gardner comments below:

My friend, Tom Hoerr, a leading authority on the theory of multiple intelligences, brought this advertisement to my attention. When I developed this concept thirty five years ago, I never anticipated how much mileage (!) others might get out of the idea of multiple intelligences. As I quipped to my children, they may get a kick out of this, but not a kickback—the idea of multiple intelligences has always been in the public domain.

Follow this link to see the full advertisement: http://www.audi.com/en/innovation/piloteddriving/ai_aicon.html

An MI Science Lesson to Emulate

In December 2017, Dr. Gardner received an email from Greek educator, George Flouris, which included a paper Flouris recently published with his colleagues in the International Journal of Education and Culture, Volume V. Below, Dr. Gardner comments on the paper and its implications for MI education.


Notes by Howard Gardner

To my surprise, as well as the surprise of its critics, multiple intelligences (MI) theory continues to occupy a significant place—particularly so in pre-university education—in many parts of the world.  Yet, while MI is definitely a long-lasting meme,  I  am always on the lookout for examples of educational interventions which seem significant and helpful.

I was very pleased to read “Personalizing a Science Unit in the Greek Curriculum for Optimal “Quality” Instruction and Learning through the Use of Gardner’s Theory of Multiple Intelligences" by George Flouris, Avraam Mavropoulos, and John Spiridakis. The authors describe an intervention designed for a science class for ninth graders. The lesson–focused on acid rain—is well conceived; the objectives are clear; the desirable ‘performances of understanding’ are sensible and appropriate. With respect to the specific curricular objectives, the students are offered a variety of ‘entry points’ and they have the opportunity to indicate which requests and options make the most sense to them. Finally, the lesson features several complementary evaluations—by self, peer, and teacher.

The specimen lesson is valuable. Not only can it be used by educators who are attempting to teach students about the significance of acid rain; the lesson itself  constitutes in effect a rubric that can be applied to many topics across several disciplines.

To read the full article, click here: IJEC Vol 5 Issues 3-4_Article 1 (1) (1)

To view the full journal, click here: http://www.untestedideas.net/journal_article.php?jid=ije201612&vol=5&issue=4

Contrasting Views of Human Behavior and Human Mind: An Epistemological Drama in Five Acts

Introduction

The theory of multiple intelligences emerged at the time when psychology was taking a sharp turn toward the cognitive scientific approach. And a major player in the 'cognitive revolution' was the linguist Noam Chomsky. Among many other contributions, Chomsky thought of the 'language faculty' as a kind of computer, and that metaphor affected my thinking. Also, Chomsky thought that the mind consisted of various 'mental modules', and has over the years been sympathetic to "MI theory".

Those critiqued by Chomsky, by other cognitivists, and by me have scarcely been silenced. As a way of conveying a bitter scholarly struggle, whose remnants are still visible today, I present here a lively debate in five acts.

Contrasting Views of Human Behavior and Human Mind: An Epistemological Drama in Five Acts

Last month, I received an unexpected communication from Dr. Henry (Hank) Schlinger, a scholar whom I did not know. As he pointed out, this was a somewhat delayed communication, since it referred to an article of mine written quite some time ago.

In his note to me, Dr. Schlinger argued that I had been mistaken in my assertion that his brand of psychology—called behaviorism—has been discredited and that another brand of psychology—called cognitive psychology—had taken its place. And he took issue with the way in which I had dramatized this process—I had dubbed the change “the cognitive revolution”—and personalized it, citing the work of linguist Noam Chomsky as being a principal factor in challenging the behaviorist account of ‘verbal behavior” put forth by B.F. Skinner, a well-known psychologist.

After some reflection, I decided both to respond to Dr. Schlinger and to share the correspondence with Noam Chomsky, whom I have known for many years. (I also knew “Fred” Skinner, who was a neighbor, and who befriended my young son, Benjamin, with whom he walked around the neighborhood.) Chomsky responded and, with this permission, I quote his response here.

There ensued one more round of letters. I reproduce the exchange here. I would like to think that it is an example of how scholars can disagree profoundly but do so in a respectful way. I thank both Hank Schlinger and Noam Chomsky for their cooperation.

Act I Opening Foray from Hank Schlinger

Dear Professor Gardner,

I know I’m a bit late to the game, but I just read your article “Green ideas sleeping furiously” (1995), and I have the following comments.

In your article, you said the following:

"Chomsky's review of Verbal Behavior was a major event in the movement that was to topple behaviorism and itself become a new orthodoxy,” and "His own research, however, was quite specifically grounded in linguistics and took a decidedly unusual perspective on human language"

As for Chomsky’s research, I’m curious what you’re referring to because I just looked at all the articles he lists on his CV and didn’t see one research article; that is, no experiments.

As to Chomsky’s review toppling behaviorism, I find that curious too because I’m a radical behaviorist and the last time I looked, I’m still here and teaching behavior analysis classes at my university. And there are thousands of other behavior analysts like me all over the world who belong to numerous professional organizations and who publish in journals devoted to the experimental, conceptual, and applied analysis of behavior.

As to the new orthodoxy, again I’m curious what that was or is. It certainly wasn’t Chomsky’s “theory" of 1957, because that “theory” is gone and his positions have changed with the intellectual wind as one would expect of a non-experimental, rationalist.

As I wrote in 2008 on the 50th anniversary of Skinner’s book:

It seems absurd to suggest that a book review could cause a paradigmatic revolution or wreak all the havoc that Chomsky’s review is said to have caused to Verbal Behavior or to behavioral psychology. To dismiss a natural science (the experimental analysis of behavior) and a theoretical account of an important subject matter that was 23 years in the writing by arguably the most eminent scientist in that discipline based on one book review is probably without precedent in the history of science. 

To sum up the logical argument against Chomsky’s “review” of Skinner’s book Verbal Behavior in a rather pithy statement, a neuroscientist at Florida State University once asked rhetorically, “What experiment did Chomsky do?”

And for all of Chomsky’s and your diatribes against Skinner, his book, and the science he helped to foster, his book has been selling better than ever and is now being used as the basis of language training programs all over the world for individuals with language delays and deficits.

Science doesn’t proceed by rational argument, but by experimentation. The experimental foundation of behavior analysis is without precedent in psychology and the principles derived therefrom not only parsimoniously explain a wide range of human behaviors—yes, including language—but they have been used successfully to ameliorate behavioral problems in populations ranging from people diagnosed with autism to business and industry. And what have Chomsky’s “theories” enabled us to do?

I would say that the proof is in the pudding. The fact that some psychologists have not been convinced says a lot about them, but nothing about the pudding.

In case you’re interested, I’ve attached a couple of articles that bear on the subject. You might also want to check out this relevant article:

Andresen, J. T. (1990). Skinner and Chomsky 30 years later. Or: The return of the repressed. Historiographia Linguistica, 17,(1-2), 145 –165.

Sincerely,

Hank Schlinger

***

Act II Howard Gardner responds

Dear Dr. Schlinger,

I appreciate your taking the time to write to me.

Clearly, we have very different views of science. As I understand it, for you science is totally experimental and good science has to change the world, hopefully in a positive direction.

I have a much more capacious view of science—going back to its original etymology as ‘knowledge’. There are many ways to know the world and that includes many forms of science. Much of Einstein’s work was totally theoretical; Darwin’s work was primarily observational and conceptual; whole fields like astronomy (including cosmology), geology, and evolutionary biology do not and often cannot carry out experiments.

An even more fundamental difference: I basically accept Thomas Kuhn’s argument, in The Structure of Scientific Revolutions that the big changes in science involve the adoption of fundamentally different questions and even fundamentally different views of the world. Physics in Aristotle’s time turns out to have been a wholly different enterprise than it was for Newton; Einstein, and then quantum mechanics entailed paradigm shifts again. A similar evolution/revolution occurred in other fields, ranging from biology to geology.

In the field that we both know—psychology—there were what are often called mini-paradigm shifts from the associationism and structural-functionalism of the nineteenth century to the behaviorism of the early decades of the 20th century, to the cognitive revolution (which I chronicled in The Mind’s New Science,) and now-again—the emergence of cognitive neurosciences, including psychology.

These paradigm shifts occur for many reasons—and the shifts are not all progressive—but they affect what promising younger scientists (whether theoretically or empirically oriented) consider to be questions/ problems worth investigating and how they proceed to investigate them.

It’s in this spirit, and on the basis of this analysis, that I, and many others, claim that over the last several decades, the behaviorist approach was replaced by a cognitive approach to psychological (and related) issues and questions. Neither Skinner nor Chomsky caused this change; but they serve as convenient ‘stand ins’ for a process that involved many scientists doing many kinds of theoretical and empirical work in many societies.

Turning to your specific point, neither I (nor, I believe Chomsky) dismiss the belief that one can affect behavior by rewards and punishment. Indeed, nearly everyone in the world believes this—including the proverbial grandmothers. From our perspective, the behaviorist approach has two crippling difficulties:

l. When results come out differently than anticipated—for example, behavior changing for all time because of one positive or negative experience or behavior failing to change despite several experiences—then the analysis is simply reconfigured to account for the results. If a behavior changes, then it must have been reinforced. In that way, as with psychoanalysis, it becomes circular.

2. While the experimental analysis of behavior may explain certain aspects of verbal behavior, it leaves out what many of us consider to be the most interesting and important set of questions: what is language, how does it differ from other human processes and behaviors, how do we account for the universals of language as well as the speed and similarity with which languages are acquired, despite their superficial differences.

None of this should be seen as an indication that your own work is anachronistic or as a critique of the work per se—but it is a claim that the world of science moves on and that what was on center stage in the U.S. (and the Soviet Union) seventy years ago is now decidedly a side show.

I may post parts of our exchange on my website. Please let me know if you prefer to be identified or not.

Sincerely,

Howard

***

ACT III Communication from Noam Chomsky

Thanks for letting me see the exchange. I have a different view of what an experiment is. Take standard elicitation of the judgments about grammatical status and interpretation, e.g., the example that apparently troubled him: “colorless green ideas….”, “revolutionary new ideas…”, “furiously sleep ideas green colorless,” etc. – the kind of judgments that litter my papers and all papers on linguistics.\. Each is an experiment, in fact, the kind of experiment familiar for centuries in perceptual psychology. By now they have also been replicated very carefully by controlled experiments, eg., Jon Sprouse’s, which show that the judgments used as illustrations in standard texts have about 98% confirmation under carefully controlled experiment. Furthermore, there is experimental work of the kind that Schlinger would regard as experiment under his narrow view, in psycholinguistics and neurolinguistics, confirming many of the conclusions drawn in theoretical work based on the usual kinds of (highly reliable) elicitation experiments. E.g., work showing crucially differential brain activity in invented languages that do or do not conform to deep linguistic universals.

In contrast, work in the Skinnerian paradigm has yielded essentially nothing involving language or other domains related to human (or even animal) higher mental processes. Or for that matter anywhere apart from extremely narrow conditions.

I always felt that the death-knell for Skinnerian (and indeed most) behaviorism was Lashley’s serial order paper, apparently ignored (as far as I could determine then, or have since) until I brought it up in my review. And the last nail in the coffin should have been Breland-Breland on instinctual drift. And shortly after a mass of work by others trained within that tradition: Brewer, Dulaney, by now too many others to mention.
Noam

***

ACT IV Hank Schlinger's Further Comments

Dear Howard,

Again, thank you for your reply. I appreciate the opportunity to have this exchange. Below are my comments.

1. Yes, we have different views of science, but you misread my view. I do not think science is or should be totally experimental, but I do believe that the natural sciences—and you, or other psychologists, may not want to include psychology in that exclusive club (see below)—have proceeded first by experimentation, the results of which led to laws and then theories, which were used to understand and make predictions about novel phenomena. And, while the goal of science it not necessarily to change the world, the natural sciences, through experimentation, have enabled us to cure and prevent diseases, for example, and to develop technologies that have dramatically changed our world, in many instances, for the better.

1a. Einstein's theoretical work was based on the experimental foundation of physics. And while much of Darwin’s work was observational, he also conducted experiments, and his thinking was informed by experimental biology.

1b. It is true, as you say, that astronomers, geologists, and evolutionary biologists in some cases may not be able to conduct experiments, though sometimes they do—and must. But their theoretical work is predicated on the discovery of laws through experimentation with things here on earth that are observable, measurable, and manipulable. Otherwise, they are no better than philosophers.

2. I know you have written about the so-called cognitive revolution; I have your book. I say, “so-called because one psychologist's cognitive revolution is another psychologist's cognitive resurgence (Greenwood, 1999), myth (Leahey, 1992), or even rhetorical device (O’Donohue & Ferguson, 2003). As Leahey (1992) points out, “But we need not assume that Kuhn is good philosophy of science, and instead rescue psychology from the Procrustean bed of Kuhnianism. His various theses have been roundly criticized (Suppe, 1977), and the trend in history and philosophy of science today, excepting Cohen, is toward emphasizing continuity and development instead of revolution.” (p. 316).

3. As for the claim by you and other cognitive revolution proponents that “the behaviorist approach was replaced by a cognitive approach to psychological (and related) issues and questions,” not all cognitive psychologists adhere to that position. The cognitive psychologist Roddy Roediger (2004) called it a “cartoon view of the history of psychology." That, plus the frequent statements by cognitivists that Chomsky’s review of Skinner’s Verbal Behavior not only demolished the book but behaviorsm as well, remind me of the real fake news spewed by Fox News, and now Trump, that is accepted as truth because it is repeated so often. It’s a bit like saying that humans evolved from apes, ignoring that apes still exist. Yes, the predominant view among psychologists is a cognitive one, but it has always been the case. And, behavior analysis still exists. The idea that there ever was a behavioristic hegemony is absurd. Even some of the so-called behaviorists, such as Tolman and Hull, were barely indistinguishable from today’s cognitive psychologist.

4. Calling the results of decades of systematic experimentation—which by the way, is promoted in almost every introductory psychology textbook I have ever seen as the only method to discover cause and effect—on operant learning "rewards and punishment,” is like calling the centuries of experimental work which led to the theory gravity “apples falling from trees,” which "nearly everyone in the world believes …including the proverbial grandmothers.” That fails to appreciate or even understand what systematic experimentation contributes to our understanding and, yes, knowledge, of the world.

5. Your depiction of the “two crippling difficulties” of the behaviorist approach are simply caricatures created by cognitivists to justify the necessity of their (the cognitivists’) anachronistic, dualistic, view of psychology. Without providing references, your first difficulty remains an unsupported assertion. And, numerous behavior analysts, starting with Skinner himself, have dealt effectively with your second difficulty. The fact that cognitivists refuse to be convinced is the real issue.

6. Back to the beginning, we—and I mean you and I as stand-ins for cognitive and behavioral psychologists—do have different views of science. My science is importantly based on, but not limited to, experimentation. In other words, going back to Watson’s (1913) call to action, a natural science. Yours is apparently based mostly on reason and logic (a rationalist position, like Chomsky’s) and as Skinner once wrote (in a book apparently relegated to the historical trash heap by the cognitivist’s hero—Chomsky) about appealing to hypothetical cognitive constructs to explain language behavior, “There is obviously something suspicious in the ease with which we discover in a set of ideas precisely those properties needed to account for the behavior which expresses them. We evidently construct the ideas at will from the behavior to be explained. There is, of course, no real explanation” (p. 6). This, in a nutshell, is the weakness of the cognitive approach.

As an editor of a mainstream psychology journal recently said in reply to a colleague of mine who wrote in his submission that “if psychology is to be a natural science, then it has to study the actual behaivor of individual organisms,” “Why should psychology aspire to become a natural science? Psychology is a social science.”

This seems to be a (or the) critical difference between our respective disciplines.

Yours truly,

Hank

P.S. Here are a couple of more recent (than Kuhn) approaches to the philosophy of science.

Hull, D. L. (1988). Science as a process. Chicago: University of Chicago Press.

Hull, D. L. (2001). Science and selection: Essays on biological evolution and the philosophy of science. New York: Cambridge University Press.

———————————-

References

Greenwood, J. D. (1999). Understanding the cognitive revolution in psychology. Journal of the History of the Behavioral Sciences, 35, 1-22.

Leahey, T. H. (1992). Mythical revolutions in the history of American psychology. American Psychologist, 47, 308-318.

O’Donohue, W., & Ferguson, K. E. (2003). The structure of the cognitive revolution: An examination from the philosophy of science. The Behavior Analyst, 26, 85-110.

Roediger, H. L. (2004). What happened to behaviorism? APS Observer (https://www.psychologicalscience.org/observer/what-happened-to-behaviorism)

***

ACT V Howard's End...for this play...

Dear Hank,

Thanks for continuing our conversation. Here are some quick responses:

I. We do have different views of science but, in your recent note, you put forth a more reasonable perspective. You say that the natural sciences proceed from experimentation. I’d rather contend that science can proceed from observations, from experiments, from interesting ideas, and even from grand theories. The ‘conversation ‘ is continuous and can go in many directions.

II.On the nature of experiments, Noam Chomsky makes an important point. There is not a sharp line between observation, informal investigations and more formal experiments. When it comes to judgments of grammaticality, there is no reason for large subject masses, control groups, high power statistics. Almost all judgments are pretty clear—and in the few ambiguous cases can be investigated more systematically, if they is reason to do so . And of course, modern linguistic theory has generated thousands of experiments, reported in dozens of journals.

III. The most difficult question you raise is whether there has indeed been a revolution, and whether Kuhn’s formulation helps us to understand what happened as cognitivism moved center stage (to continue my dramaturgical metaphor) and behaviorism become a side show. There is no way to ‘test’ these propositions. The discipline that will eventually determine whether my account of the last century, or your account of the last century, is more accurate is intellectual history or the history of science.

Indeed, we can each quote many contemporary scholars and observers who support ‘our’ respective positions, but in the end, the judgments that                         matter will be made by history.

IV. That said, I don’t accept your contention that I am a rationalist and not an empiricist. The record does not support your contention (hundreds of empirical and experimental studies over almost five decades). In more recent years, I do think of my work as social science rather than natural science, but social science has empirical standards and measures as well, and I use them as rigorously as appropriate.

Best,

Howard

***

EPILOGUE:

With the fifth act completed, the curtain descends on our conversation…at least for now. But I’d be delighted if others who read the exchanges would join in.

Comment on “Three Cognitive Dimensions for Tracking Deep Learning Progress"

Notes by Howard Gardner

The original metaphor for each of the several intelligences was that of a computer, or a computational device.  I sought to convey that that there exist different kinds of information in the world—information deliberately more abstract than a signal to a specific sensory organ—and that the human mind/brain has evolved to be able to assimilate and operate upon those different forms of information.  To be more concrete, as humans we are able to operate upon linguistic information, spatial information, musical information information about other persons and so on—and these operations constitute the machinery of the several intelligences.

Even at the time that the theory was conceived—around 1980—I was at least dimly aware that there existed various kinds of computational processes and devices. And by the middle 1980s, I had become aware of a major fault-line within the cognitive sciences. On the one hand there are those who (in the Herbert Simon or Marvin Minsky tradition) think of computers in terms of their operating upon strings of symbols—much like a sophisticated calculator or a translator. On the other hand, there are those who (in the David Rumelhart or James McClelland tradition) think of computers in terms of neural networks that change gradually as a result of repeated exposure to certain kinds of data presented in certain kinds of ways. A fierce battle ground featured rival accounts of how human beings all over the world master language so efficiently—but it eventually has played out with respect to many kinds of information.

Fast forward thirty years. Not only do we have computational devices that work at a speed and with amounts of information that were barely conceivable a few decades ago. We are also at the point where machines seem to have become so smart at so many different tasks—whether via symbol manipulation or parallel distributed processing or some other process or processes—that they resemble or even surpass the kinds of intelligence that, since Biblical times, we have comfortably restricted to human beings.  Artificial intelligence has in many respects (or in many venues) become more intelligent than human intelligence. And to add to the spice, genetic manipulations and direct interventions on the brain hold promise–or threat—of altering human intelligence in ways that would have been inconceivable…. except possibly to writers of science fiction.

In an essay “Three Cognitive Dimensions for Tracking Deep Learning Progress,” Carlos Perez describes the concept of AGI—self-aware sentient automation.    He goes on to delineate three forms of artificial intelligence. The autonomous dimension reflects the adaptive intelligence found in biological organisms (akin to learning by neural networks). The computation dimension involves the decision making capabilities that we find in computers as well as in humans (akin to symbol manipulation). And the social dimension involves the tools required for interacting with other agents (animate or mechanical)—here Perez specifically mentions language, conventions, and culture.

pic1.png

Source: https://arxiv.org/abs/1705.11190

These three forms of artificial intelligence may well be distinct. But it is also possible they may confound function—what a system is trying to accomplish—and mechanism—how the system goes about accomplishing the task. For instance, computation involves decision making—but decision making can occur through neural networks, even when intuition suggests that it is occurring via the manipulation of symbols. By the same token, the autonomous intelligence features adaptation, which does not necessarily involve neural networks. I may be missing something—but in any case, some clarification on the nature of these three forms, and how we determine which is at work (or in play), would be helpful.

Returning to the topic at hand, Perez suggests that these three dimensions map variously onto the multiple intelligences.  On his delineation, spatial and logical intelligences align with the computational dimension; verbal and intrapersonal intelligences align with the social dimension; and, finally, the bodily-kinesthetic, naturalistic, rhythmic-musical, and interpersonal intelligences map onto the autonomous dimension.

pic2.png

Source: https://medium.com/intuitionmachine/deep-learning-system-zero-intuition-and-rationality-c07bd134dbfb

I would not have done the mapping in the same way. For example, language and music seem to me to fall under the computational dimension. But I applaud the effort to conceive of the different forms of thinking that might be involved as one attempts to account for the range of capacities of human beings (and, increasingly. other intelligent entities)  that must accomplish three tasks: carry out their own operations by the  available means; evolve in light of biological and other physical forces; and interact flexibly with other agents in a cultural setting. I hope that other researchers will join this timely effort.

I thank Jim Gray and David Perkins for their helpful comments.

To see the complete article by Carlos E. Perez, please click here: https://medium.com/intuitionmachine/deep-learning-system-zero-intuition-and-rationality-c07bd134dbfb