Or: Invariant theory, magnetism, subfactors and skein
This talk is a summary of the history of the Temperley-Lieb calculus, starting with famous works of Rumer-Teller-Weyl and Temperley-Lieb, over subfactors to skein theory.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Slides: dtubbenhauer.com/talks.html
Or: From ice to R-matrices
This talk is a summary of the history of quantum groups, describe how they arose from questions in statistical mechanics. The keyword is the Yang-Baxter equation, which was crucial for the development of the field.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Corrected slides: dtubbenhauer.com/talks.html
Public lecture delivered at York University on August 28, 2012 discussing Einstein's equations, orthonormal frame formalism, dynamical systems, and singularity theorems, based on a plane-wave model of the early universe.
Or: From ice to R-matrices
This talk is a summary of the history of quantum groups, describe how they arose from questions in statistical mechanics. The keyword is the Yang-Baxter equation, which was crucial for the development of the field.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Corrected slides: dtubbenhauer.com/talks.html
Public lecture delivered at York University on August 28, 2012 discussing Einstein's equations, orthonormal frame formalism, dynamical systems, and singularity theorems, based on a plane-wave model of the early universe.
k - Symmetric Doubly Stochastic, s - Symmetric Doubly Stochastic and s - k - ...inventionjournals
International Journal of Engineering and Science Invention (IJESI) is an international journal intended for professionals and researchers in all fields of computer science and electronics. IJESI publishes research articles and reviews within the whole field Engineering Science and Technology, new teaching methods, assessment, validation and the impact of new technologies and it will continue to provide information on the latest trends and developments in this ever-expanding subject. The publications of papers are selected through double peer reviewed to ensure originality, relevance, and readability. The articles published in our journal can be accessed online.
The answers to the seven millennium prize problems are all depending on either the upper bound or lower bound, left limit or right limit, inside view or outside view, front door or back door approaches...
k - Symmetric Doubly Stochastic, s - Symmetric Doubly Stochastic and s - k - ...inventionjournals
International Journal of Engineering and Science Invention (IJESI) is an international journal intended for professionals and researchers in all fields of computer science and electronics. IJESI publishes research articles and reviews within the whole field Engineering Science and Technology, new teaching methods, assessment, validation and the impact of new technologies and it will continue to provide information on the latest trends and developments in this ever-expanding subject. The publications of papers are selected through double peer reviewed to ensure originality, relevance, and readability. The articles published in our journal can be accessed online.
The answers to the seven millennium prize problems are all depending on either the upper bound or lower bound, left limit or right limit, inside view or outside view, front door or back door approaches...
Or: Beyond linear.
Abstract: Equivariant neural networks are neural networks that incorporate symmetries. The nonlinear activation functions in these networks result in interesting nonlinear equivariant maps between simple representations, and motivate the key player of this talk: piecewise linear representation theory.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Corrected slides: dtubbenhauer.com/talks.html
The mathematics of AI (machine learning mathematically)Daniel Tubbenhauer
Or: Forward, loss, backward
Abstract: This presentation is an introduction to the mathematics that govern neural networks in machine learning.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Corrected slides: dtubbenhauer.com/talks.html
Or: SO3 webs in action
I will explain how to use a representation theoretical gadget called webs to prove the four color theorem.
There is still a computer component involved.
The slides and their source code can be found on the website www.dtubbenhauer.com
Abstract: Computer algebra is about developing tools for the exact solution of equations. Here equation can mean differential equations, linear or polynomial equations or inequalities, recurrences, equations in groups, algebras or categories, tensor equations etc. It is widely used to experiment in mathematics, science and engineering. In fact, it is used everywhere in mathematics, even while working on "very abstract" questions.
This talk is a short and friendly introduction to some of the main ideas of exact yet fast algorithms in computation with the focus on multiplications of numbers and polynomials.
Or: Quantum algebra = geometry + algebra
You may not have heard of knot theory, the mathematical study of knots. Inspired by real-world knots such as those in shoelaces and ropes, knot theory is a fairly new field of mathematics which nowadays sits in the intersection of algebra and geometry, with applications beyond mathematics itself. This talk is a friendly overview of how knots and algebra fit together nicely.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Slides (if I need to update the slides): tubbenhauer.com/talks.html
Or: Cell theory for monoidal categories
In this series of talks we explain how representation theory of monoids, algebras and monoidal categories can all be based on the theory of cells.
This is part 3 of 3.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Slides (if I need to update the slides): tubbenhauer.com/talks.html
Or: Cell theory for algebras
In this series of talks we explain how representation theory of monoids, algebras and monoidal categories can all be based on the theory of cells.
This is part 2 of 3.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Slides (if I need to update the slides): tubbenhauer.com/talks.html
Or: Cell theory for monoid
In this series of talks we explain how representation theory of monoids, algebras and monoidal categories can all be based on the theory of cells.
This is part 1 of 3.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Slides (if I need to update the slides): tubbenhauer.com/talks.html
Representation theory of monoids and monoidal categoriesDaniel Tubbenhauer
Or: Cells and actions
This talk explains a (in my opinion cute) relationship between the representation theory of monoids and monoidal categories. The connection is cell theory, a.k.a. Green's relations.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Slides (if I need to update the slides): tubbenhauer.com/talks.html
Or: Invariant theory, magnetism, subfactors and skein
This talk is a very biased collection of my attempt to understand the history of category theory, from Eilenberg and MacLane to monoidal categories and alike.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Slides: dtubbenhauer.com/talks.html
Or: Representing symmetries
This talk is a summary and a motivation why one should study representation theory and its categorification.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Slides: dtubbenhauer.com/talks.html
Or: ADE and all that
This talk is a summary of the history of subfactors, starting with the analytic definitions, to Jones' subfactors to skein theory.
Disclaimer: No one is perfect, so please mind that there might be mistakes and typos.
dtubbenhauer@gmail.com
Slides: dtubbenhauer.com/talks.html
Professional air quality monitoring systems provide immediate, on-site data for analysis, compliance, and decision-making.
Monitor common gases, weather parameters, particulates.
Seminar of U.V. Spectroscopy by SAMIR PANDASAMIR PANDA
Spectroscopy is a branch of science dealing the study of interaction of electromagnetic radiation with matter.
Ultraviolet-visible spectroscopy refers to absorption spectroscopy or reflect spectroscopy in the UV-VIS spectral region.
Ultraviolet-visible spectroscopy is an analytical method that can measure the amount of light received by the analyte.
Phenomics assisted breeding in crop improvementIshaGoswami9
As the population is increasing and will reach about 9 billion upto 2050. Also due to climate change, it is difficult to meet the food requirement of such a large population. Facing the challenges presented by resource shortages, climate
change, and increasing global population, crop yield and quality need to be improved in a sustainable way over the coming decades. Genetic improvement by breeding is the best way to increase crop productivity. With the rapid progression of functional
genomics, an increasing number of crop genomes have been sequenced and dozens of genes influencing key agronomic traits have been identified. However, current genome sequence information has not been adequately exploited for understanding
the complex characteristics of multiple gene, owing to a lack of crop phenotypic data. Efficient, automatic, and accurate technologies and platforms that can capture phenotypic data that can
be linked to genomics information for crop improvement at all growth stages have become as important as genotyping. Thus,
high-throughput phenotyping has become the major bottleneck restricting crop breeding. Plant phenomics has been defined as the high-throughput, accurate acquisition and analysis of multi-dimensional phenotypes
during crop growing stages at the organism level, including the cell, tissue, organ, individual plant, plot, and field levels. With the rapid development of novel sensors, imaging technology,
and analysis methods, numerous infrastructure platforms have been developed for phenotyping.
What is greenhouse gasses and how many gasses are there to affect the Earth.moosaasad1975
What are greenhouse gasses how they affect the earth and its environment what is the future of the environment and earth how the weather and the climate effects.
ISI 2024: Application Form (Extended), Exam Date (Out), EligibilitySciAstra
The Indian Statistical Institute (ISI) has extended its application deadline for 2024 admissions to April 2. Known for its excellence in statistics and related fields, ISI offers a range of programs from Bachelor's to Junior Research Fellowships. The admission test is scheduled for May 12, 2024. Eligibility varies by program, generally requiring a background in Mathematics and English for undergraduate courses and specific degrees for postgraduate and research positions. Application fees are ₹1500 for male general category applicants and ₹1000 for females. Applications are open to Indian and OCI candidates.
The ability to recreate computational results with minimal effort and actionable metrics provides a solid foundation for scientific research and software development. When people can replicate an analysis at the touch of a button using open-source software, open data, and methods to assess and compare proposals, it significantly eases verification of results, engagement with a diverse range of contributors, and progress. However, we have yet to fully achieve this; there are still many sociotechnical frictions.
Inspired by David Donoho's vision, this talk aims to revisit the three crucial pillars of frictionless reproducibility (data sharing, code sharing, and competitive challenges) with the perspective of deep software variability.
Our observation is that multiple layers — hardware, operating systems, third-party libraries, software versions, input data, compile-time options, and parameters — are subject to variability that exacerbates frictions but is also essential for achieving robust, generalizable results and fostering innovation. I will first review the literature, providing evidence of how the complex variability interactions across these layers affect qualitative and quantitative software properties, thereby complicating the reproduction and replication of scientific studies in various fields.
I will then present some software engineering and AI techniques that can support the strategic exploration of variability spaces. These include the use of abstractions and models (e.g., feature models), sampling strategies (e.g., uniform, random), cost-effective measurements (e.g., incremental build of software configurations), and dimensionality reduction methods (e.g., transfer learning, feature selection, software debloating).
I will finally argue that deep variability is both the problem and solution of frictionless reproducibility, calling the software science community to develop new methods and tools to manage variability and foster reproducibility in software systems.
Exposé invité Journées Nationales du GDR GPL 2024
Toxic effects of heavy metals : Lead and Arsenicsanjana502982
Heavy metals are naturally occuring metallic chemical elements that have relatively high density, and are toxic at even low concentrations. All toxic metals are termed as heavy metals irrespective of their atomic mass and density, eg. arsenic, lead, mercury, cadmium, thallium, chromium, etc.
Comparing Evolved Extractive Text Summary Scores of Bidirectional Encoder Rep...University of Maribor
Slides from:
11th International Conference on Electrical, Electronics and Computer Engineering (IcETRAN), Niš, 3-6 June 2024
Track: Artificial Intelligence
https://www.etran.rs/2024/en/home-english/
DERIVATION OF MODIFIED BERNOULLI EQUATION WITH VISCOUS EFFECTS AND TERMINAL V...Wasswaderrick3
In this book, we use conservation of energy techniques on a fluid element to derive the Modified Bernoulli equation of flow with viscous or friction effects. We derive the general equation of flow/ velocity and then from this we derive the Pouiselle flow equation, the transition flow equation and the turbulent flow equation. In the situations where there are no viscous effects , the equation reduces to the Bernoulli equation. From experimental results, we are able to include other terms in the Bernoulli equation. We also look at cases where pressure gradients exist. We use the Modified Bernoulli equation to derive equations of flow rate for pipes of different cross sectional areas connected together. We also extend our techniques of energy conservation to a sphere falling in a viscous medium under the effect of gravity. We demonstrate Stokes equation of terminal velocity and turbulent flow equation. We look at a way of calculating the time taken for a body to fall in a viscous medium. We also look at the general equation of terminal velocity.
Remote Sensing and Computational, Evolutionary, Supercomputing, and Intellige...University of Maribor
Slides from talk:
Aleš Zamuda: Remote Sensing and Computational, Evolutionary, Supercomputing, and Intelligent Systems.
11th International Conference on Electrical, Electronics and Computer Engineering (IcETRAN), Niš, 3-6 June 2024
Inter-Society Networking Panel GRSS/MTT-S/CIS Panel Session: Promoting Connection and Cooperation
https://www.etran.rs/2024/en/home-english/
Salas, V. (2024) "John of St. Thomas (Poinsot) on the Science of Sacred Theol...Studia Poinsotiana
I Introduction
II Subalternation and Theology
III Theology and Dogmatic Declarations
IV The Mixed Principles of Theology
V Virtual Revelation: The Unity of Theology
VI Theology as a Natural Science
VII Theology’s Certitude
VIII Conclusion
Notes
Bibliography
All the contents are fully attributable to the author, Doctor Victor Salas. Should you wish to get this text republished, get in touch with the author or the editorial committee of the Studia Poinsotiana. Insofar as possible, we will be happy to broker your contact.
This presentation explores a brief idea about the structural and functional attributes of nucleotides, the structure and function of genetic materials along with the impact of UV rays and pH upon them.
20240520 Planning a Circuit Simulator in JavaScript.pptx
Temperley-Lieb times four
1. Temperley–Lieb times four
Or: Invariant theory, magnetism, subfactors and skein
Daniel Tubbenhauer
March 2022
Daniel Tubbenhauer Temperley–Lieb times four March 2022 1 / 7
2. The Temperley–Lieb (TL) calculus is everywhere
Throughout
Please convince yourself that I haven’t messed up
while picking my quotations from my stolen material
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
3. The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
4. The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
Warning
I consider the two 1932 papers below as one
They are quite similar and appeared in the same issue of
Nachrichten von der Gesellschaft der Wissenschaften zu Göttingen
Mathematisch-Physikalische Klasse
(not continue from 1933 onward)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
5. The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
What we will see today
(2) Quantum chemistry
(3) Statistical mechanics
(4) Operator theory
(1) Quantum topology
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
6. The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
What we will see today
(2) Quantum chemistry
(3) Statistical mechanics
(4) Operator theory
(1) Quantum topology
(1) is the newest incarnation of the TL calculus
but easiest to explain, so I start with (1)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
7. The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
Not discussed today, but honorable mentions
The TL calculus also appears in...
...the theory of quantum groups
...integrable models
...representation theory of reductive groups
...categorical quantum mechanics
...logic and computation
...probably more that I am not aware of
Example (of a folk theorem in quantum group theory)
The TL calculus is equivalent to TiltK(Uq(sl2))
(after additive + idempotent completion)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
8. The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
Today’s talk is based on:
my memory (horrible reference...)
The above are easy to google (its worth it!)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
9. Kauffman’s construction ∼1987
Step 1 Take the framed tangle calculus Tan with generators
and relations being the usual tangle relations, e.g.
= , =
=
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
10. Kauffman’s construction ∼1987
Step 1 Take the framed tangle calculus Tan with generators
and relations being the usual tangle relations, e.g.
= , =
=
Warning
I do not want to be precise what “calculus” means since
it doesn’t matter and is a bit messy in the literature, e.g.:
RTW never used any precise formulation
TL used algebras, but not using that terminology
Jones used algebras and operads, but not using the latter terminology
Kauffman used operads, but not using that terminology
Other researchers might prefer monoidal categories (e.g. following Turaev ∼1990)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
11. Kauffman’s construction ∼1987
Step 1 Take the framed tangle calculus Tan with generators
and relations being the usual tangle relations, e.g.
= , =
=
Warning
I do not want to be precise what “calculus” means since
it doesn’t matter and is a bit messy in the literature, e.g.:
RTW never used any precise formulation
TL used algebras, but not using that terminology
Jones used algebras and operads, but not using the latter terminology
Kauffman used operads, but not using that terminology
Other researchers might prefer monoidal categories (e.g. following Turaev ∼1990)
Note that Tan is framed
so no relations of the form
=
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
12. Kauffman’s construction ∼1987
Step 2 Make Tan Z[A, A−1
]-linear and impose
= A · + A−1
·
Kauffman skein relation
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
13. Kauffman’s construction ∼1987
Step 2 Make Tan Z[A, A−1
]-linear and impose
= A · + A−1
·
Kauffman skein relation
Kauffman skein relation
!
averaging over ways to get rid of the crossings
Here I am faithfully reproducing a constant
disagreement in the literature over the meaning of the “quantum parameter”
In quantum group theory q = A2
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
14. Kauffman’s construction ∼1987
Step 2 Make Tan Z[A, A−1
]-linear and impose
= A · + A−1
·
Kauffman skein relation
Why the A?
The A in Kauffman’s formula only became clear in the light of Jones’ paper
that appeared a bit earlier than Kauffman’s paper
Before 1985 Kauffman tried but didn’t quite got there; [6] ∼1983 is:
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
15. Kauffman’s construction ∼1987
Step 3 Realize that one also need impose to impose
= δ = −A2
− A−2
Then you are done and we have the TL calculus TLZ[A,A−1](δ)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
16. Kauffman’s construction ∼1987
Step 3 Realize that one also need impose to impose
= δ = −A2
− A−2
Then you are done and we have the TL calculus TLZ[A,A−1](δ)
We need this because
= + A2
· + A−2
· + =
implies δ = −2
This is Kauffman’s famous calculation
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
17. Kauffman’s construction ∼1987
Step 3 Realize that one also need impose to impose
= δ = −A2
− A−2
Then you are done and we have the TL calculus TLZ[A,A−1](δ)
Example (6 points)
This is a basis of the six strand case
In general, the Catalan numbers give the dimension
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
18. The RTW construction ∼1932
I Problem Find a model for chemical bonding
I Valence bond theory uses methods of quantum mechanics to explain bonding
I The RTW paper models valence bonds using SL2(C)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
19. The RTW construction ∼1932
I Each atom is a vector x = (x1, x2) ∈ C2
I Each bond [x, y] is a matrix determinant
[x, y] = det
x1 y1
x2 y2
= x1y2 − x2y1
viewed as a polynomial with four variables
I These determinants are the building blocks of all f : C2n
→ C that are
invariant under transformation with determinant 1
I First fundamental theorem of invariant theory
Any SL2(C)-invariant function is a linear combination of products
[x(1)
, y(1)
] · ... · [x(k)
, y(k)
]
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
20. The RTW construction ∼1932
I RTW now put the atoms on a circle
I Then RTW draw bonds as lines
I The result is TL diagrams coming from valence theory:
atoms=points and bonds=strands
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
21. The RTW construction ∼1932
I RTW now put the atoms on a circle
I Then RTW draw bonds as lines
I The result is TL diagrams coming from valence theory:
atoms=points and bonds=strands
The Kauffman bracket via valence bonds
The Kauffman bracket follows easily from the RTW setting:
[x, l][y, z] = (x1l2 − x2l1)(y1z2 − y2z1) = [x, z][y, l] + [x, y][l, z]
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
22. The RTW construction ∼1932
I RTW now put the atoms on a circle
I Then RTW draw bonds as lines
I The result is TL diagrams coming from valence theory:
atoms=points and bonds=strands
The Kauffman bracket via valence bonds
The Kauffman bracket follows easily from the RTW setting:
[x, l][y, z] = (x1l2 − x2l1)(y1z2 − y2z1) = [x, z][y, l] + [x, y][l, z]
Second fundamental theorem of invariant theory via valence bonds
RTW also prove that crossingless matching form a basis
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
23. The RTW construction ∼1932
I RTW now put the atoms on a circle
I Then RTW draw bonds as lines
I The result is TL diagrams coming from valence theory:
atoms=points and bonds=strands
Modern formulation
RTW prove that there is a fully faithful functor
TLC(−2) → RepC(SL2(C))
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
24. The RTW construction ∼1932
I RTW now put the atoms on a circle
I Then RTW draw bonds as lines
I The result is TL diagrams coming from valence theory:
atoms=points and bonds=strands
Modern formulation
RTW prove that there is a fully faithful functor
TLC(−2) → RepC(SL2(C))
Symmetric powers
Actually it is more general:
RTW also address these questions for symmetric powers
with Symk
C2
corresponding to a k-valence bond
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
25. The RTW construction ∼1932
I RTW now put the atoms on a circle
I Then RTW draw bonds as lines
I The result is TL diagrams coming from valence theory:
atoms=points and bonds=strands
Let’s ask SAGEMath whether the RTW basis has the correct number of elements:
Indeed, 12
+ 22
= 5 and 12
+ 22
+ 12
= 6
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
26. The RTW construction ∼1932
I RTW now put the atoms on a circle
I Then RTW draw bonds as lines
I The result is TL diagrams coming from valence theory:
atoms=points and bonds=strands
Edward Teller is the big name here
Teller’s Wikipedia page has 25 printed pages (01.Mar.2022); it is very readable
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
27. The TL construction ∼1971
I The Ising model’s interpretation is explained above Magnetism
I The Potts model is a generalization of the Ising model
I TL studied these Solid-state physics
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
28. The TL construction ∼1971
I The Ising model is a lattice model
I The states are spins (up and down)
I Recall that what we want to know is ZS Partition function
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
29. The TL construction ∼1971
I The Potts model is a lattice model
I The states are “spins” from 1 to Q (Ising Q = 2)
I We want to know ZS Partition function
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
30. The TL construction ∼1971
I The Potts model is a lattice model
I The states are “spins” from 1 to Q (Ising Q = 2)
I We want to know ZS Partition function
The Potts model is very applicable:
For all of these there is some form of the TL calculus
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
31. The TL construction ∼1971
I The Potts model is a lattice model
I The states are “spins” from 1 to Q (Ising Q = 2)
I We want to know ZS Partition function
Recall from last time that solving
the model “is equivalent to having good expressions for transfer matrices”
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
32. The TL construction ∼1971
I V = CQ
; the operators below are on tensor powers of V
I p =multiplication by 1/
√
Q, di,i+1(vi ⊗ vj ) = δij vi ⊗ vi
Q = (A + A−1
)2
, e.g. Q = 2 implies A = (−1)1/4
I E2i−1 = 1 ⊗ ... ⊗ 1 ⊗ p ⊗ 1 ⊗ ... ⊗ 1 (p in the ith entry)
I E2i = 1 ⊗ ... ⊗ 1 ⊗ di,i+1 ⊗ 1 ⊗ ... ⊗ 1 (di,i+1 in the ith entry)
I Up to scaling, Ek = 1 − Tk(k+1) Kauffman bracket
I The transfer matrix with free horizontal boundary conditions is a multiple of
Qn−1
i=1 aE2i + 1
Qn
i=1 bE2i−1 + 1
where a and b determined by the
boundary condition
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
33. The TL construction ∼1971
I V = CQ
; the operators below are on tensor powers of V
I p =multiplication by 1/
√
Q, di,i+1(vi ⊗ vj ) = δij vi ⊗ vi
Q = (A + A−1
)2
, e.g. Q = 2 implies A = (−1)1/4
I E2i−1 = 1 ⊗ ... ⊗ 1 ⊗ p ⊗ 1 ⊗ ... ⊗ 1 (p in the ith entry)
I E2i = 1 ⊗ ... ⊗ 1 ⊗ di,i+1 ⊗ 1 ⊗ ... ⊗ 1 (di,i+1 in the ith entry)
I Up to scaling, Ek = 1 − Tk(k+1) Kauffman bracket
I The transfer matrix with free horizontal boundary conditions is a multiple of
Qn−1
i=1 aE2i + 1
Qn
i=1 bE2i−1 + 1
where a and b determined by the
boundary condition
The operators satisfy the TL relations
Ek !
k
Ek Ek =
√
QEk ! =
√
Q
Ek Ek±1Ek = Ek ! =
Ek El = El Ek for |k − l| 1 ! far commutativity
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
34. The TL construction ∼1971
I V = CQ
; the operators below are on tensor powers of V
I p =multiplication by 1/
√
Q, di,i+1(vi ⊗ vj ) = δij vi ⊗ vi
Q = (A + A−1
)2
, e.g. Q = 2 implies A = (−1)1/4
I E2i−1 = 1 ⊗ ... ⊗ 1 ⊗ p ⊗ 1 ⊗ ... ⊗ 1 (p in the ith entry)
I E2i = 1 ⊗ ... ⊗ 1 ⊗ di,i+1 ⊗ 1 ⊗ ... ⊗ 1 (di,i+1 in the ith entry)
I Up to scaling, Ek = 1 − Tk(k+1) Kauffman bracket
I The transfer matrix with free horizontal boundary conditions is a multiple of
Qn−1
i=1 aE2i + 1
Qn
i=1 bE2i−1 + 1
where a and b determined by the
boundary condition
The operators satisfy the TL relations
Ek !
k
Ek Ek =
√
QEk ! =
√
Q
Ek Ek±1Ek = Ek ! =
Ek El = El Ek for |k − l| 1 ! far commutativity
TL then show that
ZS is determined by the TL relations
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
35. The TL construction ∼1971
I TL also write down and study cell modules
I They use the usual diagrammatics to describe these
I They did not use diagrammatics to describe TLC(
√
Q) itself
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
36. The TL construction ∼1971
I TL also write down and study cell modules
I They use the usual diagrammatics to describe these
I They did not use diagrammatics to describe TLC(
√
Q) itself
Impressive!
More than 250000 hits in total
This is a widely spread incarnation of the TL calculus
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
37. Jones’ construction ∼1983
I Factor = von Neumann algebra with trivial center
I A subfactor is an inclusion of factors N ⊂ M
I Murray–von Neumann ∼1930+ classified factors by types: I, II1, II∞ and III
I II1 are the “most exciting” ones They have a unique trace!
We will stick with these (I drop the “of type II1” – it should appear everywhere)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
38. Jones’ construction ∼1983
I Factor = von Neumann algebra with trivial center
I A subfactor is an inclusion of factors N ⊂ M
I Murray–von Neumann ∼1930+ classified factors by types: I, II1, II∞ and III
I II1 are the “most exciting” ones They have a unique trace!
We will stick with these (I drop the “of type II1” – it should appear everywhere)
The word “algebra” is highlighted
because there will be representations!
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
39. Jones’ construction ∼1983
I Factor = von Neumann algebra with trivial center
I A subfactor is an inclusion of factors N ⊂ M
I Murray–von Neumann ∼1930+ classified factors by types: I, II1, II∞ and III
I II1 are the “most exciting” ones They have a unique trace!
We will stick with these (I drop the “of type II1” – it should appear everywhere)
The word “algebra” is highlighted
because there will be representations!
Example
M is a factor, G a nice group, then MG
⊂ M is a subfactor
Vague slogan Subfactors ! fixed points of a “quantum group” G action
The is also a version of Galois correspondence
and one can recover G from MG
⊂ M
In this sense subfactor theory generalizes finite group theory
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
40. Jones’ construction ∼1983
I Factor = von Neumann algebra with trivial center
I A subfactor is an inclusion of factors N ⊂ M
I Murray–von Neumann ∼1930+ classified factors by types: I, II1, II∞ and III
I II1 are the “most exciting” ones They have a unique trace!
We will stick with these (I drop the “of type II1” – it should appear everywhere)
The word “algebra” is highlighted
because there will be representations!
Example
M is a factor, G a nice group, then MG
⊂ M is a subfactor
Vague slogan Subfactors ! fixed points of a “quantum group” G action
The is also a version of Galois correspondence
and one can recover G from MG
⊂ M
In this sense subfactor theory generalizes finite group theory
Jones’ paper was one of the starting point of
transferring subfactors from functional analysis to algebra/combinatorics
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
41. Jones’ construction ∼1983
[M : N] ! eM ∈ R≥0
I Subfactor N ⊂ M, M is a N-module by left multiplication
I Assume that M is finitely generated projective N-module
The index [M : N] ∈ R≥0 is the trace of the idempotent eM for M
I Jones’ index theorem ∼1983 The index is an invariant of N ⊂ M and
[M : N] ∈ {4 cos2
( π
k+2 )|k ∈ N} ∪ [4, ∞]
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
42. Jones’ construction ∼1983
[M : N] ! eM ∈ R≥0
I Subfactor N ⊂ M, M is a N-module by left multiplication
I Assume that M is finitely generated projective N-module
The index [M : N] ∈ R≥0 is the trace of the idempotent eM for M
I Jones’ index theorem ∼1983 The index is an invariant of N ⊂ M and
[M : N] ∈ {4 cos2
( π
k+2 )|k ∈ N} ∪ [4, ∞]
Note the “quantization” below 4:
This was a weird/exciting result!
Jones: The most challenging part is constructing these subfactors
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
43. Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
44. Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
{ei |i ≥ n} generate a factor Rn
R2 ⊂ R1 is a subfactor of index 4 cos2
( π
k+2
)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
45. Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
The Markov property!
In braid pictures (crossing is given by Kauffman skein formula )
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
46. Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
In hindsight the crucial result
Jones’ proved about TLC(δ)
is the existence of a Markov trace
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
47. Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
In hindsight the crucial result
Jones’ proved about TLC(δ)
is the existence of a Markov trace
Why? Well, because of the (Birman–)Jones polynomial:
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
48. Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
49. Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
Jones also implicitly coined the name “TL algebra” ∼1985:
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
50. The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
What we will see today
(2) Quantum chemistry
(3) Statistical mechanics
(4) Operator theory
(1) Quantum topology
(1) is the newest incarnation of the TL calculus
but easiest to explain, so I start with (1)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
Kauffman’s construction ∼1987
Step 2 Make Tan Z[A, A−1
]-linear and impose
= A · + A−1
·
Kauffman skein relation
Kauffman skein relation
!
averaging over ways to get rid of the crossings
Here I am faithfully reproducing a constant
disagreement in the literature over the meaning of the “quantum parameter”
In quantum group theory q = A2
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
Kauffman’s construction ∼1987
Step 3 Realize that one also need impose to impose
= δ = −A2
− A−2
Then you are done and we have the TL calculus TLZ[A,A−1](δ)
Example (6 points)
This is a basis of the six strand case
In general, the Catalan numbers give the dimension
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
The RTW construction ∼1932
I RTW now put the atoms on a circle
I Then RTW draw bonds as lines
I The result is TL diagrams coming from valence theory:
atoms=points and bonds=strands
The Kauffman bracket via valence bonds
The Kauffman bracket follows easily from the RTW setting:
[x, l][y, z] = (x1l2 − x2l1)(y1z2 − y2z1) = [x, z][y, l] + [x, y][l, z]
Second fundamental theorem of invariant theory via valence bonds
RTW also prove that crossingless matching form a basis
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
The TL construction ∼1971
I The Potts model is a lattice model
I The states are “spins” from 1 to Q (Ising Q = 2)
I We want to know ZS Partition function
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
The TL construction ∼1971
I TL also write down and study cell modules
I They use the usual diagrammatics to describe these
I They did not use diagrammatics to describe TLC(
√
Q) itself
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
The Markov property!
In braid pictures (crossing is given by Kauffman skein formula )
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
There is still much to do...
Daniel Tubbenhauer Temperley–Lieb times four March 2022 7 / 7
51. The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
The Temperley–Lieb (TL) calculus is everywhere
The TL calculus was discovered several times, e.g.:
I Via valence bond theory Rumer–Teller–Weyl (RTW) ∼1932
I Via the Potts model Temperley–Lieb ∼1971
I Via subfactors Jones ∼1983
I Via skein theory Kauffman ∼1987
What we will see today
(2) Quantum chemistry
(3) Statistical mechanics
(4) Operator theory
(1) Quantum topology
(1) is the newest incarnation of the TL calculus
but easiest to explain, so I start with (1)
Daniel Tubbenhauer Temperley–Lieb times four March 2022 2 / 7
Kauffman’s construction ∼1987
Step 2 Make Tan Z[A, A−1
]-linear and impose
= A · + A−1
·
Kauffman skein relation
Kauffman skein relation
!
averaging over ways to get rid of the crossings
Here I am faithfully reproducing a constant
disagreement in the literature over the meaning of the “quantum parameter”
In quantum group theory q = A2
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
Kauffman’s construction ∼1987
Step 3 Realize that one also need impose to impose
= δ = −A2
− A−2
Then you are done and we have the TL calculus TLZ[A,A−1](δ)
Example (6 points)
This is a basis of the six strand case
In general, the Catalan numbers give the dimension
Daniel Tubbenhauer Temperley–Lieb times four March 2022 3 / 7
The RTW construction ∼1932
I RTW now put the atoms on a circle
I Then RTW draw bonds as lines
I The result is TL diagrams coming from valence theory:
atoms=points and bonds=strands
The Kauffman bracket via valence bonds
The Kauffman bracket follows easily from the RTW setting:
[x, l][y, z] = (x1l2 − x2l1)(y1z2 − y2z1) = [x, z][y, l] + [x, y][l, z]
Second fundamental theorem of invariant theory via valence bonds
RTW also prove that crossingless matching form a basis
Daniel Tubbenhauer Temperley–Lieb times four March 2022 4 / 7
The TL construction ∼1971
I The Potts model is a lattice model
I The states are “spins” from 1 to Q (Ising Q = 2)
I We want to know ZS Partition function
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
The TL construction ∼1971
I TL also write down and study cell modules
I They use the usual diagrammatics to describe these
I They did not use diagrammatics to describe TLC(
√
Q) itself
Daniel Tubbenhauer Temperley–Lieb times four March 2022 5 / 7
Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
Jones’ construction ∼1983
Jones’ projectors satisfy the scaled TL relations for δ = [M : N] = 4 cos2
( π
k+2 )
ek ! 1
[M:N]
k
I ek ek = ek ! =
I ek ek±1ek = 1
[M:N] ek ! = 1
[M:N]
I ek el = el ek for |k − l| 1 ! far commutativity
The Markov property!
In braid pictures (crossing is given by Kauffman skein formula )
Daniel Tubbenhauer Temperley–Lieb times four March 2022 6 / 7
Thanks for your attention!
Daniel Tubbenhauer Temperley–Lieb times four March 2022 7 / 7