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The Scientific Method – Part IV (The Golden Age of Islam)

Posted May 10, 2011 2:22 PM by Bayes

Introduction

"When hearing something unusual, do not preemptively reject it, for that would be folly. Indeed, horrible things may be true, and familiar and praised things may prove to be lies. Truth is truth unto itself, not because [many] people say it is." Ibn Al-Nafis, Sharh' Ma'na Al Qanun.

Do you remember when you were in grade school, first learning about science and the scientific method and were told about the Islamic Golden Age? How about the day when you were introduced to algebra and learned its name was Arabic for "restoration"? Do you remember how your teacher told you about the great Islamic scholars of Baghdad and Cairo who translated Sanskrit, Persian, Greek, and Latin into Arabic, and stored the works in libraries larger than even the Great Library of Alexandria of classical times? Do you remember learning how the city of Baghdad had been the largest city in the world for centuries, with over a million people at a time when London had at best 20,000?

For me, unfortunately, none of the above things ever happened. The thousand years between the fall of Rome and the Renaissance was at best rushed through, and mostly with Western highlights. I learned about the Goths, then the Muslim Conquest, then the Franks and Charlemagne, then the Vikings (counting Normans here, too), then the Crusades (the ones the West won in detail, the others - there were nine - in less detail), then the Mongol Conquest, then Marco Polo, then the Black Death, which is presented in an "it's always darkest before the dawn" sort of for way, and then finally the Renaissance, at which point we slowed down again and started learning names and dates in earnest.

For many of us, there is a giant hole in history we like to call the "Dark Ages". The Dark Ages were anything but dark in the Islamic world. I can't hope to cover the history of the Caliphates in this blog. It would pull the discussion way off topic from my desired goal of examining the development of Epistemology, specifically the Scientific Method. If, however, you someday find yourself bored and are looking for something to do, I recommend reading about the Golden Age of Islam. To help understand how the Islamic advancements to the scientific method were possible, I will provide a brief historical overview to bring us up to speed, but my 300 words below barely scratch the surface.


The Golden Age of Islam

The Islamic Golden Age is generally considered to have begun in 750 AD after the Battle of the Zab and the establishment of the first Abbasid Caliphate and to have ended with the burning of Baghdad by the Mongols in 1258 AD. With the ascension of the Abbassid Caliphate (so named because they were descendents of the prophet Muhammad's youngest uncle, Abbas ibn Abd al-Muttalib), the capital of the Islamic world was moved from Damascus to the newly-built Baghdad in 762 AD. Baghdad quickly became a significant cultural, commercial and intellectual center for Islam. A unique characteristic of the Abbasid Caliphate, often considered a trait derived from Persian influence, was a rapacious desire to collect knowledge. Works in Greek, Latin, Persian, and Sanskrit were translated meticulously into Arabic, cataloged, and then housed in libraries. The newly-learned technology of paper was used instead of fragile papyrus or expensive parchment. Many libraries were built in Baghdad, including a great library called the House of Wisdom.

The House of Wisdom, through the sponsorship of the Abbaisid Caliphs, grew to become the premiere learning center in the world. In the beginning it concentrated on acquiring and translating (into Arabic) any and all works that could be found. Soon, however, the works started to be those of Arab scholars who built upon and extended the knowledge of the classical works. For over 400 years the House of Wisdom in Baghdad and later the House of Knowledge in Cairo (founded in 1004 AD) were centers of learning. Scholars from every country would travel to these cities to study and learn, much as they had to Alexandria and its great library a thousand years earlier. Scholars associated with the House of Wisdom were Sahl ibn Haroun, Muhammad ibn Musa al-Khwarizmi (Mathematician), Mohammad Jafar ibn Musa and al-Hasan ibn Musa (Engineers), Sind ibn Ali (Astronomer, Mathematician), Yaqub ibn Ishaq al-Kindi (Physician, Mathematician), Hunayn ibn Ishaq (Translator), and Sabian Thabit ibn Qurra (Mathematician).


Alhazen


How do we see? This was a subject upon which ancient greats had disagreed. Ptolemy and Euclid believed that the eyes emitted light to see. Aristotle believed objects emitted particles into the eyes. To resolve this issue, Alhazen (Abu Ali al-Hasan ibn al-Hasan ibn al-Haythan) systematically employed experiments and mathematics to confirm or reject these hypotheses.

In Part III of this series, it was shown that Aristotle combined induction and deduction to derive truths. Induction was used primarily as a method of determining first principles which could be used as premises. Then new truths were acquired bv deductive reasoning from these premises. As was stated in that blog entry, this was a monumental step forward for the acquisition of knowledge.

Alhazen realized that induction could be used for more than just determining first principles to be used as premises; induction could also be used to support or disprove premises. In other words, induction could provide truths like deduction. The one caveat is that the truths obtained through inductive methods, though highly probable, could never be definite. Deductive truths, on the other hand, can be definite. One, however, could minimize the uncertainty of inductive truths by controlled scientific observation (as opposed to just scientific observation - collecting empirical evidence). Controlled scientific observation seeks to reduce variables and focus on particular aspects of a problem. The idea being that any single, controlled observation itself was useful only as a part of a corpus of many controlled observations. Today we call controlled scientific observation "experiment".

Alhazen constructed many experiments. Some were used to contradict the theory that light was emitted by the eyes, some were used to contradict the particle theory of light, and some were used to observe the properties of light. Eventually, and after many years of experiments, Alhazen concluded that light reflected off objects to the eyes, a brand new theory born from his careful systematic inductive method.

Scholars of Alhazen's day and later refined the experimental approach to obtaining truth. Al-Biruni developed methods to prevent systematic errors and observational biases and advocated repeating experiments to qualitatively arrive at a "common sense value of measurement" (if you measure 5 times and you get 5.9, 5.8, 6.2, 6.2, 5.9, then a commonsense value would be around 6.0). Avicenna emphasized that hypothesis should come before experiments, not after. This would prevent observational bias.


Al-Jabr

"That fondness for science, ... that affability and condescension which God shows to the learned, that promptitude with which he protects and supports them in the elucidation of obscurities and in the removal of difficulties, has encouraged me to compose a short work on calculating by al-jabr and al-muqabala , confining it to what is easiest and most useful in arithmetic." - Al-Khwarizmi, Al-Kitab Al-Mukhtasar Fi Hisab Al-Jabr Wa'l-Muqabala

Muhammad ibn Musa al-Khwarizmi died about 100 years before Alhazen was born. He was a Persian scholar in the early days of the House of Wisdom in Baghdad. The term "Algebra" comes from his 820 AD book "al-Kitab al-mukhtasar fi hisab al-jabr wa'l-muqabala", in which he provides known rules (at the time) for solving quadratic equations. This is considered to be the foundation of modern algebra.

Why is this significant? Well, we all know mathematics is important to modern science. To the ancient Greeks, mathematics was for the most part geometry and number theory. If you showed Greek mathematicians a formula, they would ask what in geometry it corresponded to. Algebra separates the formulas from the geometry. In algebra, the formulas are the "thing". They are analyzed, characterized, and systematically solved. That is not to say that they aren't connected to geometry, but in algebra the formulas aren't studied for a geometric end; they are studied in their own right.

As I described earlier, the Islamic scholars were translating everything they could get their hands on into Arabic. This meant Sankrit (India) works as well as Greek and Latin. The result was the combination of many different cultures' mathematics into a single, more useful mathematics. The efficient was kept (Hindu numerals and decimals from Sanskrit and Persian) and the cumbersome was discarded (roman numerals, greek numerals). The math born in the Islamic golden age was much more expressive and flexible that earlier math. It was at this time that it began to be thought of in the modern sense. With better mathematics, better theories could be derived.

Alhazen also used geometry to explain the optical phenomenon he saw through his controlled observations (experiments). It wasn't the first time science and math had been tied together, but because of the significant advances made by Islamic scholars in mathematics, Alhazen and other Islamic scientists had many more mathematical tools with which to describe the world.


Conclusions

Significant advances in mathematics, especially the untethering of mathematical formulas from geometry, the adoption of Arabic-Hindu numerals, and the incorporation of decimals, altered the nature of mathematical inquiry and provided scientists with more mathematical tools with which to understand nature. The consolidation of knowledge from four massive cultures (Hindu, Greek, Persian, and Roman) into libraries in Baghdad and Cairo created an easily accessible and deep knowledge base that could be built upon and extended. As a result, scholars began to expand the knowledge obtained during the classical period. As knowledge was expanded, the methods by which knowledge was obtained were reexamined and improved.

The scholars of the Islamic Golden Age introduced systematic experimentation as a method to find truth. Hypotheses were determined before experiments to prevent observational bias. Repetition of experiment was used with common sense selection of the best observed measured value in order to minimize instrumentation error. This systematic inductive procedure of experimentation, applicable to more problems than purely deductive reasoning, greatly expanded the breadth of scientific inquiry and discovery and laid the foundation of the modern scientific method.

In Part V we will see how a friar and some others brought the scientific method back to the West and built upon it.


Useful Links:

http://fourriverscharter.org/projects/Inventions/pages/muslimworld_algebra.htm
http://en.wikipedia.org/wiki/Islam_and_science
http://www.ms.uky.edu/~carl/ma330/project2/al-khwa21.html

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#1

Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/10/2011 10:46 PM

"Avicenna emphasized that hypothesis should come before experiments, not after. This would prevent observational bias."

This always seemed backwards to me. If you have a hypothesis established before you begin your experiment, it seems that this is actually going to increase observational bias- you are only going to see that which you expect to see. You also could very easily design your experiment such that key phenomena were not incorporated/measured because they were not considered in the original hypothesis...

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#2
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/10/2011 11:35 PM

I suppose the advantage is that you fix a reference point to measure your bias from. If you don't measure it yourself, readers know your original position and can assess the amount of bias. So many reports (for want of a better word) contain bias toward the author's position that it is useful to have the hypothesis at the beginning of the report. It is easier to mentally run the highlighter through the more obvious examples that way.

What do you reckon?

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#3
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 12:15 AM

When reading a report, yes, it is useful to have the hypothesis expressed at the beginning. However, when setting up an experiment, the pre-conceived hypothesis can actually distort the experiment, either through a failure to measure or record all pertinent parameters, or through incomplete observation- we don't see what we don't expect, all too often- or, worse (as has been pointed out in several studies of psychological studies) we see correlations that just don't exist. It is all too easy to relegate information that does not fit our hypothesis to the "noise" category...

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#5
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 12:57 AM

Yes agreed.

The really sneaky ones don't declare their bias up front, but have been quietly supporting their hypothesis all along.

It can trip usually honest researchers too have a look at Dr William McBride, the man who first identified the problems with Thalidomide. He thought Merbentyl was similar and experimented to support the hypothesis but apparently lost objectivity. The court case brough by its makers destroyed his reputation but didn't really clear Merbentyl. Had McBride set out to disprove his hypothesis, as should happen, he may have found the grounds to ban it or regulate it on the grounds of ineffectiveness and addiction, but now no one can afford to go near it.

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#6
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 3:09 AM

I don't know about Merbentyl, but as far as thalidomide goes, its problems were not about ineffectiveness or addiction; they were about teratogenicity.

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#8
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 8:02 AM

I disagree. First, it's important to make a distinction between theory and hypothesis. A theory is an explanation, a hypothesis is simply a way to precisely test an aspect of a theory. Experimentation (controlled observation) works because it limits the variables (and thus data) to a particular aspect of a theory to either disprove it, or support it.

You wrote "we don't see what we don't expect, all too often". I agree that with you here. It is true that if you design an experiment for a specific hypothesis, you may miss data that supports a different hypothesis. However, experiment is not meant to generate hypothesis, which is essentially what you're suggesting, it is meant to test hypothesis.

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#7
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 6:45 AM

In my understanding of induction, an experiment can never truly prove a hypothesis (only support it), but it can disprove a hypothesis (it only takes one exception). Writing a hypothesis after the data is collected allows the experimenter to avoid having a point disproved. The observational bias is the refusal to see that the data is contradicting the hypothesis.

Observational bias is, in essence, the experimenter building exceptions into the hypothesis to preserve it after the fact. Of course the experimenter won't know what exceptions to build into the hypothesis until after the data has been analyzed. The experimenter is looking at the data and saying "how can I make my hypothesis fit". However, if the hypothesis is constructed first, the experimenter's human nature of not wanting to see their theory usurped by the data is undermined by their lack of ability to control of the data collected.

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#12
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 12:08 PM

Very, very important point- "an experiment can never PROVE a hypothesis...but it can DISPROVE a hypothesis..." Unfortunately, to get published, You pretty much have to demonstrate that your experiment demonstrates support for your hypothesis. What would be really refreshing would be an honest, detailed listing of all the failed hypotheses the investigator tested before landing on the one that seems to be supported by the data...And an honest acknowledgement of the "data" that has been discarded as "noise" because it does not fit the hypothesis under consideration.

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#14
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 1:21 PM

You Wrote:"And an honest acknowledgement of the "data" that has been discarded as "noise" because it does not fit the hypothesis"

I think the data to be collected is determined ahead of the experiment. It's been my experience that scientists often go wrong by incorrect application of complicated theories or statical methods. For instance the calculation of the mean value of something that is a power law distribution.

The reason experimentation works (or is supposed to work) is because we lower the variables to a bare minimum and focus on a specific set of data. If we were to include data outside of our predetermined test of the hypothesis, we would be losing focus.

You Wrote:"Unfortunately, to get published, You pretty much have to demonstrate that your experiment demonstrates support for your hypothesis"

I'm not sure that's true. I've seen many papers indicating that the data didn't support their hypothesis. In the conclusions to such papers they may suggest alternative approaches or hypothesis usually in the context of "future investigations".

Summary

From my statements above it sounds like I'm disagreeing with you, but in truth, I agree with the spirit of what you're saying, just not what you are identifying as the causes. My impression of what you wrote is that you feel data that isn't convenient is being tossed and hypothesis that aren't confirmed aren't submitted for publication.

I'm saying that I think for the most part (meaning honest scientists), it isn't willful repression of data but incorrect usage or application of statistical methods and complex models to the data that is leading to trouble in publications. I once read a paper where a person calculated an asymmetry parameter using an asymmetric cluster to approximate a symmetric solid. Not surprisingly they got a very large asymmetry parameter (they were measuring the asymmetry of their own model, not the system). This was a bad application of a model, not withholding data (Stuff like this is all over the literature, I stopped getting mad a while back, publications have become commodities and thus are sloppy now).

Additionally, I think you are right that when hypothesis fail, some scientists are hesitant to submit their work. That however is due to the poor training of the scientist. The journals understand the scientific method and accept hypothesis failures too. As long as the work isn't sloppy.

There is a problem of sloppy science today for sure. Mainly, as I said before, because of the commodization of publications. I think this might be a good blog topic for the future.

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#15
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 3:26 PM

Yes, you express my concerns better than I do. One issue you bring up is the misapplication of statistics- a common means of discarding data that does not fit the hypothesis. Actually, any sort of "filtering" is going to focus on only a small subset of the available data, and such focus can easily lead to misconceptions or erroneous correlations if one is not careful...

I filter a lot of measurement data in my work as well- and often find intriguing insights in the "noise" that is left over after I extract the "expected". Noise is an intriguing study in and of itself- afterall, noise is nothing more than extra information that gets in the way of what we think we are after...

Think in terms of the discovery of the universal microwave background radiation- it was discovered by radio engineers looking for the source of noise in their communications systems...

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#16
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 4:08 PM

I agree. Use of statistical analysis (and approximation models) need to be improved. I share your discomfort with some of the sloppiness out there. Your example illustrates this. What disturbs me most is what I call "fads" in science. In my field I find people expect you to use a certain method, whether it makes sense or not, basically because everyone else is using it. I find you can fight this, but it's harder than going along with the crowd.

With regards to Observational Bias

One famous example of Observational Bias that I can think of to demonstrate it's danger is when Einstein used his observational bias that the universe was not expanding (which is what everyone believed at the time) and modified his model with the addition of a cosmological term. He made the change because his theory (derived through rational thought (mathematics)) predicted expansion. What he should have done is suggest an experiment to see whether or not the Universe was or was not expanding. We all know he called this his biggest blunder.

By contrast, Dirac, when he married Relativity and Quantum Mechanics got a result that seemingly didn't make any sense, negative energy states. Rather than disregard these results, he instead predicted a new kind of particle with certain properties, which shortly thereafter was discovered (positron). Negative energy states were antiparticles.

As always, I appreciate your feedback. This is the kind of debate I was hoping to see in my blog.

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#4

Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 12:17 AM

Good stuff, I'll read more about it.

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#9

Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 8:45 AM

Is there somewhere I can get access to Parts I - III?

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#10
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 8:47 AM

Never mind....I just noticed the link.

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#11
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Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 9:53 AM

In case others don't know, links to the other blog entries can be found on the right hand side of the screen in a section called "Recent Blog Entries". It has links for my past 10 or so entries.

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#13

Re: The Scientific Method – Part IV (The Golden Age of Islam)

05/11/2011 12:30 PM

Excellent stuff. We are in the Dark Ages in Canadian science right now. Our PM had already issued a rule that govenrment scientists must clear all their dealings with him before anything goes to press. So even a salmon biologist who has been published in science or nature cannot answer a question from a reporter at a conference. Now he has a majority government, state funded science will only report results that concur with his world and economic view. World is only about 6000 years old, etc.

It is a disaster.

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