What is generalized: Definition and 215 Discussions

A generalization is a form of abstraction whereby common properties of specific instances are formulated as general concepts or claims. Generalizations posit the existence of a domain or set of elements, as well as one or more common characteristics shared by those elements (thus creating a conceptual model). As such, they are the essential basis of all valid deductive inferences (particularly in logic, mathematics and science), where the process of verification is necessary to determine whether a generalization holds true for any given situation.
Generalization can also be used to refer to the process of identifying the parts of a whole, as belonging to the whole. The parts, which might be unrelated when left on their own, may be brought together as a group, hence belonging to the whole by establishing a common relation between them.
However, the parts cannot be generalized into a whole—until a common relation is established among all parts. This does not mean that the parts are unrelated, only that no common relation has been established yet for the generalization.
The concept of generalization has broad application in many connected disciplines, and might sometimes have a more specific meaning in a specialized context (e.g. generalization in psychology, generalization in learning).In general, given two related concepts A and B, A is a "generalization" of B (equiv., B is a special case of A) if and only if both of the following hold:

Every instance of concept B is also an instance of concept A.
There are instances of concept A which are not instances of concept B.For example, the concept animal is a generalization of the concept bird, since every bird is an animal, but not all animals are birds (dogs, for instance). For more, see Specialisation (biology).

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  1. alyafey22

    MHB A generalized fractional logarithm integral

    I came up with the following integral I(t,a) = \int^t_0 \frac{\log( x^2+a^2)}{1+x}\, dx http://www.mathhelpboards.com/f28/fractional-logarithm-integral-5457-new/we have an attempt to solve the integral succeeded by chisigma for the particular case I(1,1) , I don't now whether there is a...
  2. T

    Most Generalized Lensmaker's Equation

    Homework Statement Problem Statement: A glass sphere with radius R = 10 cm and index n = 1.52 is coated with a reflecting layer over one hemisphere. An object with a height of h = 1 cm is placed within 15 cm in front of the clear surface of the sphere. Determine the position, the size, and the...
  3. mnb96

    Question on generalized inner product in tensor analysis

    Hello, some time ago I read that if we know the metric tensor g_{ij} associated with a change of coordinates \phi, it is possible to calculate the (Euclidean?) inner product in a way that is invariant to the parametrization. Essentially the inner product was defined in terms of the metric...
  4. S

    Generalized Associative Law for Groups

    Prove the Generalized Associative Law for Groups (i.e. a finite sum of elements can be bracketed in any way). The proof is outlined in D & F. I just want to know whether or not one part of my proof is correct. Show that for any group G under the operation °, and elements a1,...,an, any...
  5. S

    How liquid pressure = dgh can be generalized

    I've seen the standard derivation of the expression for liquid pressure P = dgh where, d = density of the liquid; g = acceleration due to gravity; h = height of liquid column in many textbooks has been done by using a specific example of a cylindrical vessel. In such a case, the geometry of the...
  6. S

    Generalized Boltzmann dist. (insights to share)

    I was reading about the thermodynamics of the free-electron gas last night, and my mind veered to fundamental concepts of statistical mechanics. I was able to reorganize my knowledge in a way that made everything clearer. In it, energy does not play a role more privileged than any other...
  7. A

    Generalized coordinates - Rotating pendulum

    My question is kinda simple but it has been causing me some trouble for a while. In the problem of the pendulum rotating about an axis, why isn't the angle of rotation about the axis a generalized coordinate? The doubt appears when i try to write the hamiltonian for the system and i don't know...
  8. STEMucator

    Generalized vectors. Eigenvalues/Eigenvectors.

    Homework Statement Let A \in M_{22} (\mathbb{R}) with one single eigenvalue λ and one single eigenvector v. We denote w the generalized vector such that (A - λI)w = v. Prove that v and w are linearly independent. Homework Equations I know that if A has only one eigenvalue λ and one...
  9. S

    Using the generalized triangle inequality

    Homework Statement Using the generalized triangle inequality, prove |d(x,y) - d(z,w)| ≤ d(x,z) + d(y,w) Homework Equations d(x,y) is a metric triangle inequality: d(x,y) ≤ d(x,z) + d(z,y) The Attempt at a Solution I know that this needs to be proved with cases: a) d(x,y) - d(z,w)...
  10. B

    How is Coulomb's Law generalized for continuous charge distributions?

    For calculating the force on a continuous charge distribution due to another continuous charge distribution, if F=kdqdq'/r^2 would you simply integrate first over dq' and then dq?
  11. Vorde

    Trying to Understand Generalized Coordinates

    I am trying to understand what generalized coordinates are but I'm having some trouble. After reading up on them a bit my best understanding of the idea of generalized coordinates is the following: Because choice of coordinate system is arbitrary when solving physical systems (or anything for...
  12. Jameson

    MHB Generalizing the Complex Number Formula for $(1+2i)^n$

    Thank you to soroban for proposing this problem! \left| (1+2i)^n \right|^2 for n=1,2,3... can be generalized in a very simple form that doesn't include any notation related to complex numbers. 1) Find a way to generalize the nth term. 2) Prove your generalization is valid Hint 1: Start with...
  13. F

    Looking for generalized formulas for Galilean transformations

    Dear Forum, I am familiar with the formulas between inertial frames of reference that move at a constant speed between each other. The observed object move at a constant speed or at a constant acceleration. It can be shown that while the positions and velocities are different in the two...
  14. S

    Momentum Pk Independence from Gen. Coord. Qk - Physicsforums

    Hi Physicsforums I am re-learning classical mechanics and having a tough time dealing with a certain line from Thornton/Marion. On page 269 (5th ed), a little after introducing Hamiltonian dynamics and the canonical conjugate equations of motion, the author says: "the qk and the pk are...
  15. C

    Generalized triangle inequality

    Homework Statement Show that |x_1 + x_2 + · · · + x_n | ≤ |x_1 | + |x_2 | + · · · + |x_n | for any numbers x_1 , x_2 , . . . , x_n Homework Equations |x_1 + x_2| ≤ |x_1| + |x_2| (Triangle inequality)The Attempt at a Solution I tried using the principle of induction here, but to no avail...
  16. M

    MHB Generalized Fibonacci and Lucas Numbers.

    Can you help me prove this theorem regarding Fibonacci and Lucas numbers? Theorem. Let m,r ϵ Z and n be non-zero integer. Then U2mn+r ≡ (-1)mn Ur (mod Um) and V2mn+r ≡ (-1)mn Vr (mod Um).Im not that good at proving. This type of congruence is much harder than what I read in our book, but I...
  17. M

    Differential as generalized directional deriv (Munkres Analysis on Manifolds)

    Homework Statement Let ##A## be open in ##\mathbb{R}^n##; let ##\omega## be a k-1 form in ##A##. Given ##v_1,...,v_k \in \mathbb{R}^n##, define ##h(x) = d\omega(x)((x;v_1),...,(x;v_k)),## ##g_j(x) = \omega (x)((x;v_1),...,\widehat{(x;v_j)},...,(x;v_k)),## where ##\hat{a}## means that the...
  18. P

    D Alembert's Principle: Dependence of kinetic energy on generalized coordinates.

    Hey! I was reading Goldestein's book on classical mechanics and I came across this (Page 20 3rd Edition): "Note that in a system of Cartesian coordinates the partial derivative of T with respect to qj vanishes. Thus, speaking in the language of differential geometry, this term arises...
  19. Telemachus

    Generalized momentum and Hamiltonian over a non inertial reference frame

    Hi there. I need help to work this out. A particle with mass m is studied over a rotating reference frame, which rotates along the OZ axis with angular velocity \dot\phi=\omega, directed along OZ. It is possible to prove that the potential (due to inertial forces) can be written as: V=\omega...
  20. ShayanJ

    Generalized coordinates in Lagrangian mechanics

    In some texts about Lagrangian mechanics,its written that the generalized coordinates need not be length and angles(as is usual in coordinate systems)but they also can be quantities with other dimensions,say,energy,length^2 or even dimensionless. I want to know how will be the Lagrange's...
  21. J

    Generalized Eigenvalue Problem

    Consider a generalized Eigenvalue problem Av = \lambda Bv where $A$ and $B$ are square matrices of the same dimension. It is known that $A$ is positive semidefinite, and that $B$ is diagonal with positive entries. It is clear that the generalized eigenvalues will be nonnegative. What else can...
  22. T

    Jordan Normal Form & Generalized Eigenvectors

    I've been having some trouble with conceptually understanding the idea of a generalized eigenvector. If we have a linear operator A and want to diagonalize we get it's eigenvalues and eigenvectors but if the algebraic multiplicity of one of the eigenvalues is greater than the geometric...
  23. M

    Generalized Eigenvalue problem

    Hi all, I need to find the λ and the ai that solves the Generalized eigenvalue problem [A]{a}=-λ2 [B]{a} with [A]= -1289.57,1204.12,92.5424,-7.09489,-25037.4,32022.5,-10004.3,3019.17 1157.46,-1077.94,-0.580522,-78.9482,32022.5,-57353.5,36280.6,-10949.6...
  24. J

    Generalized exponential family of distributions

    Homework Statement A discrete random variable Y has probability distribution given by f(y;β) = (ky2β(y+k))/((β+3)(y+2k)(y+1)1/2)Homework Equations I know that for a pdf to be from generalised exponential family of distribution it can expressed as f(y) = exp{(yθ-bθ)/a∅ +c(y,∅)}The Attempt at...
  25. K

    Can someone explain what is generalized linear model? Examples?

    What exactly is generalized linear model? I understand you have to use the link function. Wikipedia says: "The link function provides the relationship between the linear predictor and the mean of the distribution function." So, what is this RELATIONSHIP? Maybe someone can provide an...
  26. A

    Generalized geometric series

    I just sent some time dicking around with the MacLaurin expansion of exp(-z2) to derive a series expression for √π, by integrating term-by-term along the real line. I'm not really concerned with wether this is a useful or well-studied expression, I just thought it would be a fun exercise...
  27. Sigurdsson

    Generalized functions (distributions) problem - Mathematical physics

    Homework Statement Find a distribution g_n which satisfies g'_n(x) = \delta(x - n) - \delta(x + n) and use it to prove \lim_{n \to \infty} \frac{\sin{nx}}{\pi x} = \delta(x) Homework Equations Nothing relevant comes up at the moment. The Attempt at a Solution Well the first...
  28. K

    Can the standard deviation calculation be generalized for other statistics?

    I've calculated the mean difference of my (normally distributed) data set. The mean difference is defined as: Now, I'm trying to calculate the "mean difference deviation" in order to generate a confidence interval for this quantity ( "95% of the differences in the set are greater than...
  29. S

    Generalized optimization under uncertainty problem

    Hi, I have formulated what I believe to be a generalized(to some degree) optimization under uncertainty problem. The write up is included in the attached file. I would appreciate any and all input, help or guidance as to how this problem could be solved. If you have any questions please feel...
  30. M

    Generalized W Lambert function

    Hi everyone, I'm currently trying to solve this equation : x²[A+B.exp(x)]=1 for A and B real numbers, and x a complex (this comes from physics, so in my case, Re(x)>0) I know that x.exp(x)=a has a solution using Lambert function : x=W(a) I know that x².exp(x)=a may be recast to use the...
  31. A

    Generalized eigenvectors/eigenvalues

    Mathematica has this command "Eigensystem[{m,a}]", which (to quote their documentation) "gives the generalized eigenvalues and eigenvectors of m with respect to a." I have never encountered this concept before, ever - that there can be eigenvectors of matrices with respect to other matrices. All...
  32. J

    Deriving the generalized entropy function

    Hi, I'm a graduate student in the life sciences seeking to use entropy maximization to describe ecosystem processes. I have a decent understanding of why S= -k Ʃ pi ln(pi) is a generalized form of S= k ln W, but get stuck in the algebra. Maybe I'm going about it the wrong way. S= -k Ʃ pi...
  33. Geofleur

    What is the nullspace of (A-2E)^2?

    Please note: Below, I keep trying to put [ capital B ] but it gets turned into [b]! In Dennery and Krzywicki, they give an example of how to put a matrix in Jordan canonical form (pp. 167-170). They start with a 4x4 matrix [A] that looks kind of messy and transform it to a quasi-diagonal form...
  34. E

    Factoring question - generalized factoring in integers

    Hello, this is rather complicated to explain so bear with me. I was wondering about the coefficients of polynomials which are factorable in the integers, meaning polynomials which can be written as (x+a)(x+b) where a and b are integers. I had a curious idea about letting the x-axis...
  35. A

    Post-measurement states in generalized probabilistic theories

    Hello everybody I am currently trying to understand attempts to create a framework of generalized probabilistic theories in which quantum theory and classical theory appear as special cases. More precisely, I try to understand the framework which is sometimes called the framework of "convex...
  36. E

    A generalized function whose kth derivative is 0

    Homework Statement Let f be a distribution on R and suppose that its kth derivative is 0. Prove that f is a polynomial. 2. The attempt at a solution I honestly haven't a clue how to start. If I could treat f like a "regular" function, this would so easy.
  37. V

    How Can You Analytically Determine a Generalized Potential in Mechanics?

    Hello everyone, I'm new at the forum, my questions is about analitical mechanics The thing is about finding a generalized potential. I mean, i understand it has to fit in Lagrange-Euler equations and that has to be equal to the generalized force, and then you solve that not so easy...
  38. D

    Fortran Implementing Generalized Laguerre Polynomials in Fortran

    Hi! Im trying to do some rather easy QM-calculations in Fortran. To do that i need a routine that calculates the generalized Laguerre polynomials. I just did the simplest implementation of the equation: L^l_n(x)=\sum_{k=0}^n\frac{(n+l)!(-x^2)^k}{(n-k)!k!} I implemented this in the...
  39. snoopies622

    Exploring the "Generalized" Angular Momentum of Particles

    I'm looking at McMahon's Quantum Mechanics Demystified and in the angular momentum chapter he introduces "generalized" angular momentum J, which is the sum of a particle's orbital angular momentum and its spin. It seems strange to me that these two things can be simply added together...
  40. S

    Gravity/Electroweak unification based on generalized Yang-Mills

    http://arxiv.org/abs/1106.2121 Abstract: Gravitational and electroweak interactions can be unified in analogy with the unification in the Weinberg-Salam theory. The Yang-Mills framework is generalized to include space-time translational group T(4), whose generators $T_{\mu}(=\p/\p x^{\mu})$...
  41. N

    Penrose's generalized inverse

    Hi, Does the equation AA^\dagger=I force A^\dagger to be the generalized inverse of A? That is: AA^\dagger=I\Rightarrow A^\dagger\text{ is the generalized inverse of } A? A is any rectangular matrix over the field of complex numbers. It is very easy to verify the first three properties, but...
  42. jfy4

    Generalized commutation relations

    I would like to work out the following commutation relations (assuming I have the operators right...:tongue:) (1) \left[\hat{p}^{\alpha},\hat{p}_{\beta}\right] (2) \left[\hat{p}_{\alpha},\hat{L}^{\beta\gamma}\right] (3) \left[\hat{L}^{\alpha\beta},\hat{L}_{\gamma\delta}\right] where...
  43. V

    Can time be a generalized coordinate?

    The title pretty much says it. According to my book, Classical Dynamics by Thornton and Marion, generalized coordinates can be quantities other than position such as energy or length squared, but what about time?
  44. L

    (Lagrangian mechanics) Determining generalized coordinates/constraints.

    Does anyone have any tips on how to properly determine the degrees of freedom in simple mechanical systems? I've done many problems but I often encounter a new one (or make one up myself) where I can't seem to get the proper number of generalized coordinates down right. Things like coupled beads...
  45. jfy4

    Generalized group for quantum mechanics

    Hi, In flat space-time, the Poincare group, is the symmetry group responsible for translations, rotations, and boosts for relativistic quantum mechanics. For an arbitrary Einstein metric (not Minkowski space), what Lie group is responsible for coordinate transformations in relativistic...
  46. G

    Which Generalized Mean Best Approximates the Median?

    Which of the generalized means (like http://en.wikipedia.org/wiki/Generalized_mean and more general) do you think is most suitable to approximate the median?
  47. F

    Generalized Eigenvectors?

    I see that a generalized eigenvector can be represented as such: (A - λI)xk+1 = xk, where A is a square matrix, x is an eigenvector, λ is the eigenvalue I is the identity matrix. This might be used, for example, if we have duplicate eigenvalues, and can only derive one eigenvector from...
  48. P

    Double Pendulum Generalized Coordinates

    The picture for the double pendulum I am referring to is pretty standard, wikipedia for example uses it and so does any other textbook. I do not completely understand why one uses the second angle measured from the vertical y-axis for the second generalized coordinate. The second angle is not...
  49. P

    Matrix Differential Equation with Generalized Eigenvectors

    Hey guys, need some quick help before an exam I have a differential eqn. x' = | 0 1 | *x , and initial conditions x(0) = |2| | -25 10 | |3| I find that there are two eigenvalues 5, and 5 The corresponding eigenvector to 5 is [1 5]...
  50. A

    Interpretation of Moment of Inertia Tensor in generalized coordinates

    I've been wondering what the interpretation of the moment of inertia tensor in generalized coordinates is, and whether there is a way to derive it from first principles, similar to the integration we do in a Cartesian coordinate system. Specifically, I've been given the inertia matrix for a...
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