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MaplePrimes Posts are for sharing your experiences, techniques and opinions about Maple, MapleSim and related products, as well as general interests in math and computing.

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  • Maple 18, document mode. Please try this:

    >restart;
    >some_long_name:=3:
    >f(som)

    Now, as the cursor is right after the "m" above, hiting the ESC key to autocomplete, nothing happens. Only a beep, meaning Maple does not know about the variable name I wanted to expand to, which is "some_long_name". What I do now is manually add a space by  pushing the ")" away, like this:

      f(som )

    And now put the mouse back in front of the "m" and now hit ESC. Maple now can see the name I wanted.

    Really? This is very bad design. You might ask, why did I close the () first? Well, I like to start by writing () then fill it in, or it can be that I am changing things, and wanted to write a new name, and the () was allready there. I use name autocomplete alot, and it is very annoying to not be able to use it if happens that there is a ")" or "]" right next to the name.

    Having to keep pushing the ")" away, so that Maple can see the name makes no sense since ")" can't part of a name.

    In Mathematica it just works. I can do

    someLongName = 3;

    Then in a new cell,

    f[som] and hit CTRL-K  when mouse at the letter "m" just typed it in, and it will autocomplete.  I did not have to push "]" away first.

    Please Maple, fix your user interface so it is less awkward and annoying to use. This is version 18 of the software, and not version 1.

     

    A post to conjure up some interest.  Nasa seeks coders to hunt asteroids http://www.bbc.com/news/technology-26528516

    Just going out on a limb here but any of the three M's would have a good chance here.  A good opportunity to create some code.  Maple could port it to C code then compiled for speed.  On a smaller scale it would be an interesting challenge.  On the larger scale not sure if Maple would be best suited for the task.  Opinions?

    This is one of my favorite events of the year. When we launch a new release of Maple, I get to see the work of so many talented individuals at Maplesoft come together in a form that I am sure will delight, and maybe even surprise you.

    We are holding true to our principles with Maple 18. Hundreds of new mathematical algorithms further strengthen a computational engine that will help you tackle your toughest challenges. The user interface experience continues to become smarter, allowing you to focus on getting results without fighting with syntax. Connectivity options are again becoming richer.

    A personal favorite of mine is the newly enhanced Explore functionality, which allows you to, with a couple of clicks, go from a mathematical expression to an interactive Math App. Math Apps allow you to explore the parameter space of the expression, gain insight into its behavior and even, in conjunction with Maple T.A., produce a gradeable Möbius App that allows you to assess a student’s interaction with the app and hence their understanding of the underlying concepts. The expanded Explore functionality is just part of a collection of advancements in Maple 18 that support The Möbius Project.

    Overall, the new features of Maple 18 are quite numerous and I won’t try to list them all here. However, I do want to mention a few areas that have received special attention:

    • Statistics: Maple 18 includes lots of enhancements to statistics computations and visualization, such as new time series functionality that allows you to find patterns, make forecasts, and visualize time-based data. For the classroom, a new Student Statistics package, together with a range of bundled Math Apps, provide a simplified and interactive environment for instructors and students alike.

    • Physics: This package for representing and computing with concepts from general relativity to quantum mechanics continues to grow by leaps and bounds, with over 500 enhancements just in this release alone. We are convinced that this is the best computational environment available for researchers in this area.

    • Engineering: Key enhancements for control analysis, signal processing, and code generation to Python and Perl are just a few of the new features that engineers will note and appreciate. There’s even import/export for STL graphics files, which, amongst other things, means you can now print out your favorite Maple plots on a 3-D printer!

    I think you will agree that Maple 18 exemplifies all the effort and attention that we have put into it.  And there’s more to come - this release is just the start of a stream of product announcements that you can expect from us in the coming months. Stay tuned!

    I am using "Maple 15" and "Windows 7" and I want to share the tip for using "Classic worksheet" and "GR Tensor". Windows 7 is 64-bit but you can use Classic worksheet and GR Tensor, which work basically in 32-bit, by simply downlording "32-bit Maple 15" !! I haven't tried other more current versions of Maple but Maple 15 works well: you can choose 32-bit Maple in the download options.

    Enjoy the Classic worksheet and GR Tensor. Good luck !  

    On Thursday, Feb. 27, we are hosting our first-ever Virtual User Summit.   This day provides Maplesoft’s academic community a chance to learn more about the different ways Maplesoft technology is being used in education and research, a chance to interact with Maplesoft employees as well as each other, and a chance to get a glimpse into the future of education.

    The virtual nature of this conference is a very tangible example of how much technology has changed our lives.  No less dramatic is the effect of technology on education.  In the keynote presentations at this conference, you will learn about Maplesoft’s vision for the future of education. You’ll also get to see tangible examples of technology that is building towards that vision, including sneak peeks of some things we are working on.

    Visit Maplesoft Virtual User Summit for the full agenda and to register.  “Doors open” at 8:30 Eastern Time and the keynote presentations start at 9:00.

    We are looking forward to this chance to come together and share our passion for technology and technical education.  Hope to see you there!

    Vector using package Physics, LinearAlgebra.

    Vectores.mw     (in spanish)

    I was recently asked about performing some General Relativity computations from a paper by Plamen Fiziev, posted in the arXiv in 2013. It crossed my mind that this question is also instrumental to illustrate how these General Relativity algebraic computations can be performed using the Physics package. The pdf and mw links at the end show the same contents but with the Sections expanded.

     

    General Relativity using Computer Algebra

     

    Problem: for the spacetime metric,

    g[mu, nu] = (Matrix(4, 4, {(1, 1) = -exp(lambda(r)), (1, 2) = 0, (1, 3) = 0, (1, 4) = 0, (2, 1) = 0, (2, 2) = -r^2, (2, 3) = 0, (2, 4) = 0, (3, 1) = 0, (3, 2) = 0, (3, 3) = -r^2*sin(theta)^2, (3, 4) = 0, (4, 1) = 0, (4, 2) = 0, (4, 3) = 0, (4, 4) = exp(nu(r))}))

     

    a) Compute the trace of

     

    "Z[alpha]^(beta)=Phi R[alpha]^(beta)+`𝒟`[alpha]`𝒟`[]^(beta) Phi+T[alpha]^(beta)"

     

    where `≡`(Phi, Phi(r)) is some function of the radial coordinate, R[alpha, `~beta`] is the Ricci tensor, `𝒟`[alpha] is the covariant derivative operator and T[alpha, `~beta`] is the stress-energy tensor

     

    T[alpha, beta] = (Matrix(4, 4, {(1, 1) = 8*exp(lambda(r))*Pi, (1, 2) = 0, (1, 3) = 0, (1, 4) = 0, (2, 1) = 0, (2, 2) = 8*r^2*Pi, (2, 3) = 0, (2, 4) = 0, (3, 1) = 0, (3, 2) = 0, (3, 3) = 8*r^2*sin(theta)^2*Pi, (3, 4) = 0, (4, 1) = 0, (4, 2) = 0, (4, 3) = 0, (4, 4) = 8*exp(nu(r))*Pi*epsilon}))

    b) Compute the components of "W[alpha]^(beta)"" ≡"the traceless part of  "Z[alpha]^(beta)" of item a)

     

    c) Compute an exact solution to the nonlinear system of differential equations conformed by the components of  "W[alpha]^(beta)" obtained in b)

     

    Background: The equations of items a) and b) appear in a paper from February/2013, "Withholding Potentials, Absence of Ghosts and Relationship between Minimal Dilatonic Gravity and f(R) Theories", by Plamen Fiziev, a Maple user.  These equations model a problem in the context of a Branse-Dicke theory with vanishing parameter "omega." The Brans–Dicke theory is in many respects similar to Einstein's theory, but the gravitational "constant" is not actually presumed to be constant - it can vary from place to place and with time - and the gravitational interaction is mediated by a scalar field. Both Brans–Dicke's and Einstein's theory of general relativity are generally held to be in agreement with observation.

     

    The computations below aim at illustrating how this type of computation can be performed using computer algebra, and so they focus only on the algebraic aspects, not the physical interpretation of the results.

    a) The trace of "  Z[alpha]^(beta)=Phi R[alpha]^(beta)+`𝒟`[alpha]`𝒟`[]^(beta) Phi+T[alpha]^(beta)"

       

    b) The components of "W[alpha]^(beta)"" ≡"the traceless part of " Z[alpha]^(beta)"

       

    c) An exact solution for the nonlinear system of differential equations conformed by the components of  "W[alpha]^(beta)"

       

     

    GeneralRelativit.pdf    GeneralRelativity.mw

    Edgardo S. Cheb-Terrab 
    Physics, Differential Equations and Mathematical Functions, Maplesoft

     

    Code of the animation:

    restart;

    N := 192:

    A := seq(plot([[.85*sin(t)^3-2+1.25*i/N, .85*(13*cos(t)*(1/15)-(1/3)*cos(2*t)-2*cos(3*t)*(1/15)-(1/15)*cos(4*t)), t = 0 .. Pi*i/N], [-.85*sin(t)^3-2+1.25*i/N, .85*(13*cos(t)*(1/15)-(1/3)*cos(2*t)-2*cos(3*t)*(1/15)-(1/15)*cos(4*t)), t = 0 .. Pi*i/N], [sin(t)^3+2-1.25*i/N, 13*cos(t)*(1/15)-(1/3)*cos(2*t)-2*cos(3*t)*(1/15)-(1/15)*cos(4*t), t = 0 .. Pi*i/N], [-sin(t)^3+2-1.25*i/N, 13*cos(t)*(1/15)-(1/3)*cos(2*t)-2*cos(3*t)*(1/15)-(1/15)*cos(4*t), t = 0 .. Pi*i/N]], color = red, thickness = 5, view = [-3 .. 3, -1.2 .. .9]), i = 1 .. N):

    plots[display](A, insequence = true, scaling = constrained, axes = none);

    Dear Bryon and Will:

    Please fix MaplePrimes so that the Replies to Answers to Questions appear in chronological order under their respective Answers. Currently they appear in a somewhat random and changing order when their are several Replies. This has been a problem since the last "upgrade" to MaplePrimes.

    Another persistent problem since that upgrade is that about half of the time that someone tries to attach a file, the file does not actually attach, even though the editor gives every indication that it has attached, and a hyperlink even appears in the post.

    People are starting to leave MaplePrimes because of these problems.

    Thank you for your attention to these matters,
    Carl Love

    Congratulations to Andriy Andrusyk, from the Institute for Condensed Matter Physics of the National Academy of Sciences of Ukraine, who won last quarter’s Möbius Challenge with his application Heat Equation.  Dr. Andrusyk won a DSLR Camera Prize Pack.

    Remember that you have until Mar. 31 to enter your Möbius Apps for a chance to win the next prize, an Xbox One!   Visit Möbius App Challenge for full contest details.

     

    eithne


    This post is an index page for reading the Parallel Programming blog posts.

    I thought it would be interesting to review what happened with Physics in Maple during 2013. The proposed theme for the Physics project was the consolidation and integration of the package with the rest of the Maple library. There were more than 500 changes, enhancements in most of the Physics commands, plus 17 new Physics:-Library commands. The impact of these changes is across the board, from Vector Analysis to Quantum Mechanics, Relativity and Field Theory.

    Consolidation of the Physics package is about making it robust and versatile in real case scenarios. With the launch of the Physics: Research and Development updates webpage, Maplesoft has pioneered feedback, adjustments in the package and new developments provided around the clock for all of its users. The result of this accelerated exchange with people around the world is what you find in Maple's updated Physics today.

    In addition to changes improving the functionality in mathematical-physics, changes were introduced towards making the computational experience as natural as possible, now including textbook-like typesetting of inert forms for the whole mathematical language and vectorial differential operators.

    Physics doubled in size in Maple 16, almost doubled again in Maple 17, and during 2013 Physics received the largest number of changes ever in the package in one year. We are aiming for real to provide a state-of-the-art environment for algebraic computations in Physics. The links at the end show the same but with the Examples sections expanded.

    Simplify

     

    Simplification is perhaps the most common operation performed in a computer algebra system. In Physics, this typically entails simplifying tensorial expressions, or expressions involving noncommutative operators that satisfy certain commutator/anticommutator rules, or sums and integrals involving quantum operators and Dirac delta functions in the summands and integrands. Relevant enhancements were introduced for all these cases.

    Examples

       

    4-Vectors, Substituting Tensors

     

    In Maple 17, it is possible to define a tensor with a tensorial equation, where the tensor being defined is on the left-hand side. Then, on the right-hand side, you write either a tensorial expression with free and repeated indices, or a Matrix or Array with the components themselves. With the updated Physics, you can also define a 4-Vector with a tensorial equation, where you indicate the vector's components on the right-hand side as a list.

    One new Library routine specialized for tensor substitutions was added to the Maple library: SubstituteTensor, which substitutes the equation(s) Eqs into an expression, taking care of the free and repeated indices, such that: 1) equations in Eqs are interpreted as mappings having the free indices as parameters, and 2) repeated indices in Eqs do not clash with repeated indices in the expression. This new routine can also substitute algebraic sub-expressions of type product or sum within the expression, generalizing and unifying the functionality of the subs and algsubs  commands for algebraic tensor expressions.

    Examples

       

    Functional Differentiation

     

    The Physics:-Fundiff command for functional differentiation has been extended to handle all the complex components ( abs , argument , conjugate , Im , Re , signum ) and vectorial differential operators in order to compute field equations using variational principles when the field function enters the Lagrangian together with its conjugate. For an example illustrating the use of the new capabilities in the context of a more general problem, see the MaplePrimes post Quantum Mechanics using Computer Algebra.

    Examples

       

    More Metrics in the Database of Solutions to Einstein's Equations

     

    A database of solutions to Einstein's equations  was added to the Maple library in Maple 15 with a selection of metrics from "Stephani, H.; Kramer, D.; MacCallum, M.; Hoenselaers, C.; and Herlt, E.,  Exact Solutions to Einstein's Field Equations" and "Hawking, Stephen; and Ellis, G. F. R., The Large Scale Structure of Space-Time". More metrics from these two books were added for Maple 16 and Maple 17. These metrics can be searched using the command DifferentialGeometry:-Library:-MetricSearch, or directly using g_ (the Physics command representing the spacetime metric that also sets the metric to your choice).

    • 

    With the updated Physics, fifty more metrics are available in the database from Chapter 28 of the aformentioned book entitled "Exact Solutions to Einstein's Field Equations".

    • 

    It is now possible to list all the metrics of a chapter by indexing the metric command with the chapter's number, for example, entering g_["28"].

    Examples

       

    Commutators, AntiCommutators

     

    When computing with products of noncommutative operators, the results depend on the algebra of commutators and anticommutators that you previously set. Besides that, in Physics, various mathematical objects themselves satisfy specific commutation rules. You can query about these rules using the Library commands Commute and Anticommute. Previously existing functionality and enhancements in this area were refined and implemented during 2013. Among them:

    • 

    Both Commutator and AntiCommutator now accept matrices as arguments.

    • 

    The AntiCommutator of products of fermionic operators - for instance annihilation and creation operators - is now derived automatically from the intrinsic anticommutation rules they satisfy.

    • 

    Commutators and Anticommutators of vectorial quantum operators `#mover(mi("A",mathcolor = "olive"),mo("→"))`, `#mover(mi("B",mathcolor = "olive"),mo("→"))`, are now implemented and expressed using the dot (scalar) product, as in Physics:-Commutator(`#mover(mi("A",mathcolor = "olive"),mo("→"))`, `#mover(mi("B",mathcolor = "olive"),mo("→"))`) = `#mover(mi("A",mathcolor = "olive"),mo("→"))`.`#mover(mi("B",mathcolor = "olive"),mo("→"))`-`#mover(mi("B",mathcolor = "olive"),mo("→"))`.`#mover(mi("A",mathcolor = "olive"),mo("→"))`

    • 

    If two noncommutative operators a and S  satisfy "[a^(†),S][-]=0" , then the commutator  "[a,S^(†)][-]" is automatically taken equal to 0; if in addition S is Hermitian, then  "[a,S][-]"is also automatically taken equal to zero.

    Examples

       

    Expand and Combine

     

    In the context of Physics, the expansion and recombination of algebraic expressions requires additional care: products may involve non-commutative operators and then some of the standard expansion and combination rules do not apply, or apply differently. Similarly, the expansion of vectorial operators also follows special rules. During 2013, many of these algebraic operations were reviewed and related special formulas (such as Glauber's and Haussdorf's) were implemented.

    Examples

       

    New Enhanced Modes in Physics Setup

     

    Four enhanced modes were added to the Physics setup. With these modes, you can:

    1. 

    Indicate the real objects of a computation.

    2. 

    Automatically combine powers of the same base.

    3. 

    Set Maple to take z and its conjugate, "z," as independent variables and in equal footing; this is Wirtinger calculus.

    4. 

    Redefine the sum command in order to perform multi-index summation.

    These options combined provide flexibility, subsequently making the Physics environment more expressive.

    Real Objects

       

    Combining Powers of the Same Base

       

    Complex variables: z and conjugate(z) in equal footing

       

    Redefine Sum for Multi-Index Summation

       

    Dagger

     

    Physics:-Dagger now has the same shortcut notation of Hermitian transpose , which acts on Vectors, vector products, equations, and automatically maps over the arguments of derivatives when the differentiation variables are real.

    Examples

       

    Vectors Package

     

    A number of changes were performed in the Vectors subpackage to make the computations more natural and versatile:

    • 

    You can now use geometrical coordinates indexed, as in r[j], to represent mathematical objects unrelated to the coordinates themselves (in this case the spherical coordinate r).  This is a more appropriate mimicry of the way we compute with paper and pencil.

    • 

    Integrate the Vectors package commands with assuming and accept a tensor with 1 index (of type Library:-PhysicsType:-Tensor, defined using Define) as a possible abstract representation of the kth component of a vector.

    • 

    When V is a vector of the Physics:-Vectors package, make its absolute value abs(V), compute automatically using Physics:-Vectors:-Norm

    • 

    For an arbitrary vector  `#mover(mi("A"),mo("→"))`, make its Norm LinearAlgebra[Norm](`#mover(mi("A"),mo("→"))`) = "A*(A)," and introduce a new option conjugate to Norm, to specify whether to use `#mover(mi("A"),mo("→"))`.conjugate(`#mover(mi("A"),mo("→"))`) or `#mover(mi("A"),mo("→"))`.`#mover(mi("A"),mo("→"))` when computing LinearAlgebra[Norm](`#mover(mi("A"),mo("→"))`).

    • 

    When `#mover(mi("A",mathcolor = "olive"),mo("→"))` is a quantum operator, Norm returns using Dagger instead of conjugate.

    • 

    Commutators and Anticommutators of vectorial quantum operators `#mover(mi("A",mathcolor = "olive"),mo("→"))`, `#mover(mi("B",mathcolor = "olive"),mo("→"))`, are now implemented and expressed using the dot (scalar) product, as in "[A,B][-]=A*B-B*A . "

    • 

    New PhysicsVectors type in the Library of types Library:-PhysicsTypes, in order to programmatically identify vectors of the Physics:-Vectors package.

     

    Two examples illustrating the use of the new capabilities in the context of a more general problem are found in the MaplePrimes posts Quantum Mechanics using Computer Algebra and Quantum Mechanics (II).

    Examples

       

    Library

     

    Seventeen new commands, useful for programming and interactive computation, were added to the Physics:-Library package. These are:

    • 

    Add unifies the standard add and sum commands using a more modern handling of arguments, free of premature evaluation problems, and brings new multi-index functionality.

    • 

    ApplyCommandUsingImplicitAssumptions applies any command to expressions containing sums, integrals or products such that the command is applied to the summand (integrand or 1st argument of the product) taking into account the assumptions implicit in the summation (integration or product) range.

    • 

    CombinePowersOfSameBase combines powers of the same base in products correctly handling the case of noncommutative products and powers, using Glauber's formula.

    • 

    FromTensorFunctionalForm is a generalization of the former FromGeneralRelativityTensorFunctionalForm command, that also handles user defined tensor functions.

    • 

    GetFAndDifferentiationVariables receives a derivative and returns a sequence with derivand and all the differentiation variables.

    • 

    GetReplacementIndices receives a list of indices of different kinds (spacetime, space, spinor, etc) and any other arguments and returns a list with new indices of the same kinds - useful for replacements - not present in the rest of the arguments.

    • 

    GetSymbolsWithSameType receives an expression x, of type commutative, anticommutative or noncommutative, and any other arguments, and returns symbols of the same type as x, and not present in the rest of arguments.

    • 

    GetTensorDependency gets the dependency of a given tensor; this dependency typically depends of the spacetime metric or on the way you defined the tensor using Define.

    • 

    GetTensorFunctionalForm is a generalization of the former GetGeneralRelativityTensorFunctionalForm command, that also handles user defined tensor functions.

    • 

    IsLiteralSubscript returns true or false according to whether a symbol s is of the form x__y, that is, it has the substring __ after the first or next characters and before the last one.

    • 

    IsRealObject returns true or false according to whether a mathematical expression, function or variable passed is known to be real, either because it was assumed to be real, or because it was set to be real using Setup and its realobjects keyword.

    • 

    RealObjects sets and unsets mathematical variables and functions as real, and answers queries about them.

    • 

    SortProducts sorts the operands of noncommutative products into any particular desired ordering while taking into account commutator and anticommutator algebra rules, such that the returned product is mathematically equivalent to the one received.

    • 

    SubstituteTensor substitutes equations into an expression, taking care of the free and repeated indices such that: 1) the substitution equations are interpreted as mappings having the free indices as parameters, and 2) repeated indices in the substitution equations do not clash with existing repeated indices in the target expression.

    • 

    ToContravariant and ToCovariant rewrite a given expression multiplying by the spacetime metric so that all of its free indices become respectively contravariant or covariant.

    • 

    ToTensorFunctionalForm reverses the operation performed by the new FromTensorFunctionalForm described above.

    Examples

       

    Miscellaneous

     
    • 

    Implement formulas for abstract k, n both nonnegint entering "`a+`^k*| A[n] >" and "a(-)^k*| A[n] >", where `a+` and "a-" are Creation and Annihilation operators, respectively, acting on the 1st quantum number of the space of quantum states labeled A.

    • 

    Implement new PDEtools:-dchange rules for changing variables in Bras Kets and Brackets of the Physics package

    • 

    Library:-Degree can now compute the degree for noncommutative products Enhance PDEtools:-Library:-Degree and PDEtools:-Coefficients, to work with Physics:-`.` the same way it does with Physics:-`*`

    • 

    Changes in design:

    a. 

    When the spacetime is Euclidean, there is no difference in value between the covariant and contravariant components of a tensor. Therefore, represent both with covariant indices making simplification and all manipulations simpler. This change affects the display of indices on the screen as well as the output of SumOverRepeatedIndices.

    b. 

    The dot product A . B of quantum operators A and B now returns as a (noncommutative) product  A * B when neither A nor B involve Bras or Kets.

    c. 

    When A is a quantum operator (generic, Hermitian or unitary), the literal subscript object A__x is now considered an operator of the same kind.

    d. 

    Normal normalizes powers of the same base (including exponentials) by combining them. For example, A^n*A^m "->A^(n+m)."

    e. 

    Normal normalizes noncommutative products by sorting objects that commute between themselves putting those that involve Dagger and conjugate to the left, more aligned with normal ordering in quantum field theories.

    f. 

    FeynmanDiagrams does not return any crossed propagators unless explicitly requested using the new option includecrossedpropagators. The former option, normalproducts, was renamed as externallegs.

    Examples

       

    See Also

     

    The Physics project, Physics, what is new in Physics in Maple 17, what is new in Physics in Maple 16

     

    Physics2013.pdf    Physics2013.mw

    Edgardo S. Cheb-Terrab
    Physics, Maplesoft

    Do you want to use both Simulink® and MapleSim in your tool chain? If so, we have a free upcoming webinar today at 2 pm EST that might be helpful to you!

    In this webinar, Application Engineer Bonnie Yue will demonstrate:

    - How to quickly develop and optimize engineering system models in MapleSim, then use the MapleSim Connector to automatically convert them into S-Function blocks for seamless inclusion in Simulink® diagrams.
    - How to export MapleSim models to Simulink®, including models with custom components.

    To join us for this live webinar, please visit: http://www.maplesoft.com/webinars/live/register.aspx?id=627&p=TC-3916

    We hope to see you there!


    Simulink® is a registered trademark of The MathWorks, Inc..

    Maplesoft is holding its first ever Virtual User Summit on Feb. 27.  You’ll be able to watch presentations by both Maplesoft and Maplesoft customers, ask questions, have discussions in the lounge with other attendees, and even enter a draw, all from the comfort of your own home or office.

    Here’s the agenda.  We’ll release more detailed information on speakers and session times in the next couple of weeks.

    For more information and to register:  Maplesoft Virtual User Conference

    We're looking forward to seeing you there. (Well, "seeing you" :-))

    eithne

    I'd like to pay attention to an application "Periodicity of Sunspots " by Samir Khan, where a real data is analysed. That application can be used in teaching statistics.

    PS. The code by Samir Khan works well for me.

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