Tensor transformations - PowerPoint PPT Presentation


Insights into Symmetry and Magnetism in Summer School Curriculum

Delve into the principles and applications of symmetry in magnetism through topics like tensor transformations, Edelstein effect, and breaking inversion symmetry in magnetic materials. Explore the role of crystal structures and interfaces in breaking symmetry, especially in antiferromagnets, providi

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Logarithmic Function Transformations

Explore transformations of logarithmic functions through examples involving vertical and horizontal stretches, translations, and reflections. Understand how to sketch the graphs of logarithmic functions and determine missing coordinates on the graphs. Additionally, learn about transformations such a

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3D Transformations in Computer Graphics

Transformation plays a crucial role in computer graphics, enabling movement and manipulation of objects in a Cartesian plane. This comprehensive guide covers types of transformations, reasons for using them, and details on 3D translation, rotation, scaling, reflection, and shearing. Explore the sign

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Linear Transformations and Matrices in Mathematics

Linear transformations play a crucial role in the study of vector spaces and matrices. They involve mapping vectors from one space to another while maintaining certain properties. This summary covers the introduction to linear transformations, the kernel and range of a transformation, matrices for l

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2D Geometric Transformations for Computer Graphics

In this lecture on 2D Geometric Transformations, Assistant Professor Dr. Samsun M. BA ARICI covers topics such as translation, rotation, scaling, homogeneous representations, and coordinates. The lecture delves into basic transformations like reflection and shearing, as well as practical application

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2D Viewing Transformations and Windowing Concepts

Exploring two-dimensional transformations, homogeneous coordinate systems, matrix formulation, and concatenation of transformations. Concepts like windowing, window-to-viewport transformation, viewing transformation, and the 2D viewing pipeline are discussed with relevant images and explanations.

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Transformations in Coordinate Plane

Learn about transformations in a coordinate plane, including translations, rotations, reflections, and dilations. Discover methods to perform translations and understand how to determine the new prime points. Explore examples and step-by-step instructions to master the concept of transformations.

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The Energy-Momentum Tensor of the Electromagnetic Field

Exploring the intricacies of the energy-momentum tensor of the electromagnetic field, including its components, symmetries, and implications on field interactions and invariants. Delve into the mathematical derivations and transformations involved in studying this fundamental concept in electromagne

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Nucleon Structure: Insights from EIC Workshop

Exploring the mechanics of nucleons and the physics goals of the Electron-Ion Collider (EIC), this content delves into the origin of nucleon mass and spin, emergent properties of dense gluon systems, and energy-momentum tensor in QCD. It discusses the role of gluons in understanding nucleon structur

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Overcoming Memory Constraints in Deep Neural Network Design

Limited availability of high bandwidth on-device memory presents a challenge in exploring new architectures for deep neural networks. Memory constraints have been identified as a bottleneck in state-of-the-art models. Various strategies such as Tensor Rematerialization, Bottleneck Activations, and G

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The Acceleration of the Universe and the Equivalence Principle Violation in the Horndeski Vector-Tensor Theory

Exploring the implications of the Equivalence Principle Violation after reheating in the context of the accelerated expansion of the universe. The study delves into the Horndeski vector-tensor theory, gravitational waves, and the impact of modified gravity and dark energy. Insights are provided on t

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The Hall Effect in Conductors

The Hall Effect in conductors is described in detail, showcasing how a magnetic field affects the conductivity tensor, breaking symmetry and leading to unique properties. The discussion covers the separation of the conductivity tensor, the impact of magnetic fields on conductivity components, and th

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Improved Rectangular Matrix Multiplication Using Coppersmith-Winograd Tensor

In this research, the complexity of rectangular matrix multiplication is enhanced by analyzing the fourth power of the Coppersmith-Winograd tensor. By extending the understanding of the tensor's power, significant advancements have been made in the efficiency of non-square matrix multiplication, sur

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Dynamic Load Balancing in Block-Sparse Tensor Contractions

This paper discusses load balancing algorithms for block-sparse tensor contractions, focusing on dynamic load balancing challenges and implementation strategies. It explores the use of Global Arrays (GA), performance experiments, Inspector/Executor design, and dynamic buckets implementation to optim

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Accuracy-Aware Program Transformations for Energy-Efficient Computing

Explore the concept of accuracy-aware program transformations led by Sasa Misailovic and collaborators at MIT CSAIL. The research focuses on trading accuracy for energy and performance, harnessing approximate computing, and applying automated transformations in program optimization. Discover how to

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Innovations and Transformations in Condensed Matter Physics

Accelerating mainstream developments in condensed matter physics involves inducing electronic states and phases through strong external influences like electric or optical impacts. Notable successes include superconductivity manipulation and laser-induced transformations, with significant contributi

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Rely-Guarantee-Based Simulation for Concurrent Program Transformations

Explore a rely-guarantee-based simulation approach for verifying concurrent program transformations, including compilers for concurrent programs, fine-grained implementations, and software transactional memory. Learn about defining correctness, compositionality, and verification aspects in the conte

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Communication Costs in Distributed Sparse Tensor Factorization on Multi-GPU Systems

This research paper presented an evaluation of communication costs for distributed sparse tensor factorization on multi-GPU systems. It discussed the background of tensors, tensor factorization methods like CP-ALS, and communication requirements in RefacTo. The motivation highlighted the dominance o

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Non-Negative Tensor Factorization with RESCAL

This article discusses non-negative tensor factorization with RESCAL, covering topics such as Non-Negative Matrix Factorization, Multiplicative Updates, RESCAL for Relational Learning, and Non-Negative Constraint for RESCAL. It explores how factorizing matrices/tensors into non-negative factors can

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Input Elimination Transformations for Scalable Verification and Trace Reconstruction

This work introduces new input elimination techniques for scalable model checking in industrial applications, focusing on trace reconstruction. The transformations aim to make the netlist more tractable for solving, involving various algorithms such as retiming, phase abstraction, and bitwidth reduc

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Extensions of Hamiltonian Formalism in Classical Mechanics and Mathematical Methods

Lecture 9 on the extensions of Hamiltonian formalism covers topics such as the Virial theorem, canonical transformations, and the Hamilton-Jacobi formalism. It delves into proofs and examples related to the Virial theorem, including applications to the harmonic oscillator and circular orbits in grav

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Recent Achievement in Regge Theory for Photoproduction of Hadron Applications

Recent breakthrough in Regge theory explores photoproduction of hadrons, applying the Regge model to understand scaling with trajectory saturation. The study delves into reaction mechanisms at high energies, introducing gauge and tensor meson exchanges. Analysis includes convergence and dominance of

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Complete theory for martensitic transformations

Unlock the intricate world of martensitic transformations with in-depth insights into the Bain strain, lattice-invariant deformation, transformation twins, athermal transformation, and more. Dive into the fundamentals of martensite and austenite structures, encompassing observations of macroscopic s

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ExTensor: An Accelerator for Sparse Tensor Algebra

Cutting-edge accelerator designed for sparse tensor algebra operations. It introduces hierarchical intersection architecture for efficient handling of sparse tensor kernels, unlocking potential in diverse domains like deep learning, computational chemistry, and more.

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Composable Sound Transformations of Nested Recursion and Loops

This academic research explores the composable nature of sound transformations involving nested recursion, loops, dynamic instances, iteration spaces, scheduling transformations, and more. The study delves into loop interchange, loop tiling, polyhedral model usage, traversal techniques like blocking

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Context-aware Recommender Systems: Overview and Concepts

In this content, the Overview of COT (Contextual Operating Tensor) is presented, focusing on context-aware recommender systems. The images and related works delve into the tensor factorization and latent vectors of entities, illustrating computational procedures under different context combinations.

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GCSE Transformations of Functions

This resource covers fundamental concepts of transformations of functions in GCSE mathematics, including function rules, input-output relationships, and graph transformations. It explores how changing inputs affects outputs and how to apply transformations to functions. Practice problems and visual

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Transformations in Computer Graphics: Matrices & Functions

The world of transformations in computer graphics through the manipulation of matrices and functions. Learn how to scale, rotate, and translate objects efficiently using concatenated transformations. Dive into the intricacies of creating and applying transformation matrices in WebGL with the help of

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Introduction to Loop Transformations in Compiler Optimizations

Delve into the world of compiler optimizations with a focus on loop transformations. Explore the significance of high-level optimizations, parallelism, and data locality. Understand the impact of loop transformations on program performance and learn why they are crucial for achieving faster executio

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Graph and Tensor Mining: CMU SCS Insights

Discover the fascinating world of graph and tensor mining as explored by Luna Dong, Christos Faloutsos, Andrey Kan, Jun Ma, and Subho Mukherjee in the CMU SCS research. Delve into topics such as graph structures, tensors, embeddings, and inference methods showcased through visually appealing graphs

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Advanced Graphics and UIs Viewing Transformations

In the realm of computer graphics, mastering viewing transformations is crucial for positioning objects in a 2D image based on a camera's perspective. This process involves camera, projection, and viewport transformations, transitioning from backward to forward rendering pipelines. Discover the esse

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Cutting-Edge Training Innovations in GPU Architectures

Uncover the latest advancements in GPU architectures from NVIDIA Volta to Intel NNP-T/I, ScaleDeep, and vDNN. Dive into the details of NVIDIA Volta's tensor cores, Intel NNP-T's Tensor Processing Cluster, NNP-I's Inference Compute Engines, and the training methodologies behind these innovative techn

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Communication Costs for Distributed Sparse Tensor Factorization on Multi-GPU Systems

Evaluate communication costs for distributed sparse tensor factorization on multi-GPU systems in the context of Supercomputing 2017. The research delves into background, motivation, experiments, results, discussions, conclusions, and future work, emphasizing factors like tensors, CP-ALS, MTTKRP, and

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Review of Transformations and OpenGL in Computer Graphics

Delve into a comprehensive review of transformations and OpenGL in computer graphics through lecture notes, image objects, and questions covering topics like homogeneous matrices, combined transformations, scaling along non-axis orientations, transformation decompositions, and OpenGL clipping planes

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Methods for High-dimensional Tensor Factorization

Learn about distributed methods for high-dimensional and large-scale tensor factorization, a technique used to decompose tensors into core tensors and factor matrices. Discover the significance of tensor data in various applications such as context-aware recommendation and social network analysis.

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Belief Propagation Tensor Notation Guide

Explore an alternate notation using tensors for the Belief Propagation algorithm in section 2, including tensor multiplication, marginalization, and rank-r tensor concepts. Understand the matrix-vector product, pointwise product, and more through detailed examples. Dive into the Sum-Product Belief P

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Lorentz Transformations and Velocity in Special Relativity

Explore the theory of special relativity with a focus on Lorentz transformations, energy, momentum, and electromagnetic field transformations. Understand the complexities of velocity transformations in moving frames and the concept of velocity 4-vector in the context of physics.

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Using Matrices for Linear Transformations: Concepts and Applications

Explore how matrices can describe linear transformations and solve transformation problems by finding the image of points under specific transformations. Learn about properties of linear transformations, representing transformations with matrices, and transforming shapes using matrix operations.

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Understanding Tensor-Optimized Antisymmetrized Molecular Dynamics

Explore the innovative Tensor-Optimized Antisymmetrized Molecular Dynamics (TOAMD) method for light nuclei with direct treatment of VNN interactions. Gain insights into the variational approach for nuclei, deuteron properties, and the formulation of TOAMD. Discover how TOAMD describes finite nuclei

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Understanding Multipole Moments and Tensor Quantities in Physics

Explore the concept of multipole moments and symmetric tensors in physics, focusing on the expansion of potential, characterization of charge distribution, and the number of independent quantities. Learn about the relationships between various tensor quantities and their implications in field calcul

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