2.3.2 Example: Symbolic Differentiation

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As an illustration of symbol manipulation and a further illustration of data abstraction, consider the design of a procedure that performs symbolic differentiation of algebraic expressions. We would like the procedure to take as arguments an algebraic expression and a variable and to return the derivative of the expression with respect to the variable. For example, if the arguments to the procedure are ax2 + bx + c and x, the procedure should return 2ax + b. Symbolic differentiation is of special historical significance in Lisp. It was one of the motivating examples behind the development of a computer language for symbol manipulation. Furthermore, it marked the beginning of the line of research that led to the development of powerful systems for symbolic mathematical work, which are currently being used by a growing number of applied mathematicians and physicists.

In developing the symbolic-differentiation program, we will follow the same strategy of data abstraction that we followed in developing the rational-number system of section 2.1.1. That is, we will first define a differentiation algorithm that operates on abstract objects such as “sums,” “products,” and “variables” without worrying about how these are to be represented. Only afterward will we address the representation problem.

The differentiation program with abstract data

In order to keep things simple, we will consider a very simple symbolic-differentiation program that handles expressions that are built up using only the operations of addition and multiplication with two arguments. Differentiation of any such expression can be carried out by applying the following reduction rules:

Observe that the latter two rules are recursive in nature. That is, to obtain the derivative of a sum we first find the derivatives of the terms and add them. Each of the terms may in turn be an expression that needs to be decomposed. Decomposing into smaller and smaller pieces will eventually produce pieces that are either constants or variables, whose derivatives will be either 0 or 1.

To embody these rules in a procedure we indulge in a little wishful thinking, as we did in designing the rational-number implementation. If we had a means for representing algebraic expressions, we should be able to tell whether an expression is a sum, a product, a constant, or a variable. We should be able to extract the parts of an expression. For a sum, for example we want to be able to extract the addend (first term) and the augend (second term). We should also be able to construct expressions from parts. Let us assume that we already have procedures to implement the following selectors, constructors, and predicates:

(variable? e)
Is e a variable?
(same-variable? v1 v2)
Are v1 and v2 the same variable?
(sum? e)
Is e a sum?
(addend e)
Addend of the sum e.
(augend e)
Augend of the sum e.
(make-sum a1 a2)
Construct the sum of a1 and a2.
(product? e)
Is e a product?
(multiplier e)
Multiplier of the product e.
(multiplicand e)
Multiplicand of the product e.
(make-product m1 m2)
Construct the product of m1 and m2.

Using these, and the primitive predicate number?, which identifies numbers, we can express the differentiation rules as the following procedure:

(define (deriv exp var)
  (cond ((number? exp) 0)
        ((variable? exp)
         (if (same-variable? exp var) 1 0))
        ((sum? exp)
         (make-sum (deriv (addend exp) var)
                   (deriv (augend exp) var)))
        ((product? exp)
           (make-product (multiplier exp)
                         (deriv (multiplicand exp) var))
           (make-product (deriv (multiplier exp) var)
                         (multiplicand exp))))
         (error "unknown expression type -- DERIV" exp))))

This deriv procedure incorporates the complete differentiation algorithm. Since it is expressed in terms of abstract data, it will work no matter how we choose to represent algebraic expressions, as long as we design a proper set of selectors and constructors. This is the issue we must address next.

Representing algebraic expressions

We can imagine many ways to use list structure to represent algebraic expressions. For example, we could use lists of symbols that mirror the usual algebraic notation, representing ax + b as the list (a * x + b). However, one especially straightforward choice is to use the same parenthesized prefix notation that Lisp uses for combinations; that is, to represent ax + b as (+ (* a x) b). Then our data representation for the differentiation problem is as follows:

  • The variables are symbols. They are identified by the primitive predicate symbol?:

    (define (variable? x) (symbol? x))
  • Two variables are the same if the symbols representing them are eq?:

    (define (same-variable? v1 v2)
      (and (variable? v1) (variable? v2) (eq? v1 v2)))
  • Sums and products are constructed as lists:

    (define (make-sum a1 a2) (list '+ a1 a2))
    (define (make-product m1 m2) (list '* m1 m2))
  • A sum is a list whose first element is the symbol +:

    (define (sum? x)
      (and (pair? x) (eq? (car x) '+)))
  • The addend is the second item of the sum list:

    (define (addend s) (cadr s))
  • The augend is the third item of the sum list:

    (define (augend s) (caddr s))
  • A product is a list whose first element is the symbol *:

    (define (product? x)
      (and (pair? x) (eq? (car x) '*)))
  • The multiplier is the second item of the product list:

    (define (multiplier p) (cadr p))
  • The multiplicand is the third item of the product list:

    (define (multiplicand p) (caddr p))

Thus, we need only combine these with the algorithm as embodied by deriv in order to have a working symbolic-differentiation program. Let us look at some examples of its behavior:

(deriv '(+ x 3) 'x)
(+ 1 0)
(deriv '(* x y) 'x)
(+ (* x 0) (* 1 y))
(deriv '(* (* x y) (+ x 3)) 'x)
(+ (* (* x y) (+ 1 0))
   (* (+ (* x 0) (* 1 y))
      (+  x 3)))

The program produces answers that are correct; however, they are unsimplified. It is true that

but we would like the program to know that x · 0 = 0, 1 · y = y, and 0 + y = y. The answer for the second example should have been simply y. As the third example shows, this becomes a serious issue when the expressions are complex.

Our difficulty is much like the one we encountered with the rational-number implementation: we haven’t reduced answers to simplest form. To accomplish the rational-number reduction, we needed to change only the constructors and the selectors of the implementation. We can adopt a similar strategy here. We won’t change deriv at all. Instead, we will change make-sum so that if both summands are numbers, make-sum will add them and return their sum. Also, if one of the summands is 0, then make-sum will return the other summand.

(define (make-sum a1 a2)
  (cond ((=number? a1 0) a2)
        ((=number? a2 0) a1)
        ((and (number? a1) (number? a2)) (+ a1 a2))
        (else (list '+ a1 a2))))

This uses the procedure =number?, which checks whether an expression is equal to a given number:

(define (=number? exp num)
  (and (number? exp) (= exp num)))

Similarly, we will change make-product to build in the rules that 0 times anything is 0 and 1 times anything is the thing itself:

(define (make-product m1 m2)
  (cond ((or (=number? m1 0) (=number? m2 0)) 0)
        ((=number? m1 1) m2)
        ((=number? m2 1) m1)
        ((and (number? m1) (number? m2)) (* m1 m2))
        (else (list '* m1 m2))))

Here is how this version works on our three examples:

(deriv '(+ x 3) 'x)
(deriv '(* x y) 'x)
(deriv '(* (* x y) (+ x 3)) 'x)
(+ (* x y) (* y (+ x 3)))

Although this is quite an improvement, the third example shows that there is still a long way to go before we get a program that puts expressions into a form that we might agree is “simplest.” The problem of algebraic simplification is complex because, among other reasons, a form that may be simplest for one purpose may not be for another.


Exercise 2.56

Show how to extend the basic differentiator to handle more kinds of expressions. For instance, implement the differentiation rule

by adding a new clause to the deriv program and defining appropriate procedures exponentiation?, base, exponent, and make-exponentiation. (You may use the symbol ** to denote exponentiation.) Build in the rules that anything raised to the power 0 is 1 and anything raised to the power 1 is the thing itself.

Exercise 2.57

Extend the differentiation program to handle sums and products of arbitrary numbers of (two or more) terms. Then the last example above could be expressed as

(deriv '(* x y (+ x 3)) 'x)

Try to do this by changing only the representation for sums and products, without changing the deriv procedure at all. For example, the addend of a sum would be the first term, and the augend would be the sum of the rest of the terms.

Exercise 2.58

Suppose we want to modify the differentiation program so that it works with ordinary mathematical notation, in which + and * are infix rather than prefix operators. Since the differentiation program is defined in terms of abstract data, we can modify it to work with different representations of expressions solely by changing the predicates, selectors, and constructors that define the representation of the algebraic expressions on which the differentiator is to operate.

  1. Show how to do this in order to differentiate algebraic expressions presented in infix form, such as (x + (3 * (x + (y + 2)))). To simplify the task, assume that + and * always take two arguments and that expressions are fully parenthesized.

  2. The problem becomes substantially harder if we allow standard algebraic notation, such as (x + 3 * (x + y + 2)), which drops unnecessary parentheses and assumes that multiplication is done before addition. Can you design appropriate predicates, selectors, and constructors for this notation such that our derivative program still works?


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Black Box Car Insurance for Limited Mileage Policies Do you drive
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Box many drive any kind of time time for the day or night without worrying about any fraudulence.

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Breakdown cover from only �£36 pa Free legal expenses
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relying on the computer course of action. What is black box insurance?

Black box insurance, or “telematics car insurance” because
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estimates. It involves a black box being fitted inside your vehicle which utilizes satellite technology to assess speed, braking, acceleration, cornering and
period of day journeys are formulated. Some black box insurance coverages also handle
curfew the excess premium charged should the car can be utilized during
dangerous night-time a few hours. The stats are transmitted
towards the insurance provider by GPS and supplier can tell how likely a
driver is carryout a claim. This allows insurers to provide
discounts individuals who demonstrate safe driving, and impose higher
premiums on those who’re consistently poor drivers.

Careful drivers can typically save as much as
a third - and in a cases, a lot. Driver IQ, a site which sells a platform of
online tools designed guide young drivers, expects that
you in four car insurance coverages will be telematics based by 2020, while the British Insurance Brokers’
Association (Biba) means that sales of black box insurance policies
have increased five-fold yourself two as well as
are likely to reach 500,000 in your next two seasons.
What include the advantages? Black box car guidelines can be particularly advantageous
for young drivers that find it harder than experienced drivers to get
affordable cover - or in some cases, to get cover just about all.
This is they insurers calculate policy costs according to statistical risk, with many insurers deeming young motorists too high a risk
based with a accident statistical. Figures of this Association of British Insurers (ABI) shows drivers
between 17 and 24 are three times more likely than other road users to
encourage “catastrophic claims”. As pc or google tv works by recording driver behaviour,
premiums can be accurately put on to a motorist’s exact account.
This means safer young drivers pay out less or even her cover - although you may want to wait year to learn.
With a black box insurance policy, a young driver can avoid benefit
initial one-off fee that you might pay for standard hide.
While there could possibly be a deposit to get hold
of the black box, higher . come nowhere near
in order to conventional penalty fees. As a youthful driver, telematics technology
also gives you more associated with the amount you be forced to pay
for your cover over that year, as by limiting your mileage you can do help have to be eliminated
costs alongside. Importantly, even though you decide to start down
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build up a one-year no-claims low price. Having done this,
you should use the savings made to enable you
afford a regular car insurance the following year.
Black box car insurance may also benefit other
groups of motorists who drive couple of miles each year, like experienced older
drivers, and also those who drive carefully and usually avoid driving in peak times or late during the evening.
Equally, if you have previously designed car insurance claim, in all probability benefit from opting for just about any black box insurance prepare.
How else can black box insurance help? As well as rewarding
good drivers with lower premiums, black box technology may
produce other benefits. Insurers may begin using the telemetry recorded by black boxes to assure who should be
to blame when an accident takes set up. This, in turn, can help you reduce fraudulent claims.

The black box energy which is supplied as organ of the policy might prove useful if your
car is stolen, as police will have the ability to track automobile
from software program. Telematics technology is a secure and viable option for today’s
motorists, and now there is widespread speculation that inadvertently tearing become
not able to motoring. Further, as telematics
system grows in popularity, fees will fall
through economies of scale, making cannot policy more inviting to
a wider cross-section of road users. What would be disadvantages?
While black box insurance has been hailed as the
only to be able to obtain affordable car insurance for young drivers, novice motorists must be aware that some policies costs
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Shop around for black box vehicle insurance policies Acquiring
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The ultimate way to do a price comparison and premiums right through
market, it also see provided you can make a saving by opting to find a black box car insurance policy, is to try using a price comparison
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Unlike other insurers who judge you based on preconceived stereotypes,
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her reality of methods you drive and an individual use the car.
We sample your driving to verify your driving style and also the use of the car.

In return we reveal your own DriveScore and feedback while having driving preferences.
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The logical progression is usually that the premiums at Insurance
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Discover your driving style Share an example of the way your car can and
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them when compared with other car owners.
One among the features a good Insurance Box policy is the personal DriveScore™
and Dash. We a person feedback in your own driving, who you
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Most other car insurers use no claim discount (NCD, NCB) ratings possess increasingly outdated and
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Our unique DriveScore™ rating, based relating to your actual driving and car
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Forget looking for years to receive a rating one by another insurer, achievable reach our top level just by driving confidently.
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We avoid driving information to deny a claim against you but instead use it to alert us to what’s happened and aboard
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Having automobile accident 1 of one of the most stressful events you may feel.

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Get up and running quickly: answer a few simple questions.

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The National Association of Realtors rank’s various home improvements based
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