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Mathematical model of memory
Sparse distributed memory (SDM) is a mathematical model of human long-term memory introduced by Pentti Kanerva in 1988 while he was at NASA Ames Research
Sparse_distributed_memory
Biological theory of intelligence
example, in sparse distributed memory (SDM), the patterns encoded by neural networks are used as memory addresses for content-addressable memory, with "neurons"
Hierarchical_temporal_memory
Method by which information is represented in the brain
stimuli. Theoretical work on sparse distributed memory has suggested that sparse coding increases the capacity of associative memory by reducing overlap between
Neural_coding
Blueprint for intelligent agents
1126/science.1225266. PMID 23197532. S2CID 1673514. Denning, Peter J. "Sparse distributed memory." (1989).Url: https://ntrs.nasa.gov/archive/nasa/casi.ntrs.nasa
Cognitive_architecture
American neuroscientist
and the originator of the sparse distributed memory model. He is responsible for relating the properties of long-term memory to mathematical properties
Pentti_Kanerva
Artificial model of cognition
Mahwah, NJ: Lawrence Erlbaum Associates Kanerva, P. (1988). Sparse Distributed Memory. Cambridge MA: The MIT Press Rao, R. P. N., & Fuentes, O. (1998)
LIDA_(cognitive_architecture)
Topics referred to by the same term
mathematical model of sparse distributed memory This disambiguation page lists articles associated with the title Genetic memory. If an internal link incorrectly
Genetic_memory
Type of computer memory
storage, or file system Sparse distributed memory Tuple space "K. Pagiamtzis* and A. Sheikholeslami, Content-addressable memory (CAM) circuits and architectures:
Content-addressable_memory
Hypothetical consciousness in artificial systems
system. In IDA, these two memories are implemented computationally using a modified version of Kanerva's sparse distributed memory architecture. Learning
Artificial_consciousness
Type of memory referring to general world knowledge
categorically-organized fashion." Memory semantics Sparse distributed memory Semantic similarity McRae, Ken; Jones, Michael (2013). "Semantic Memory". In Reisberg, Daniel
Semantic_memory
Classification of Artificial Neural Networks (ANNs)
the long-term memory effectively acts as a (dynamic) knowledge base and the output is a textual response. In sparse distributed memory or hierarchical
Types of artificial neural networks
Types_of_artificial_neural_networks
Model of consciousness
drafts model of consciousness Neural correlates of consciousness Sparse distributed memory Baars 1988. Baars & Alonzi 2018. Finkel 2023b. Zimmer 2023. Costandi
Global_workspace_theory
Number of bits that differ between two strings
Mahalanobis distance Mannheim distance Sørensen similarity index Sparse distributed memory Word ladder Waggener, Bill (1995). Pulse Code Modulation Techniques
Hamming_distance
genetic memory refers to an artificial neural network combination of genetic algorithm and the mathematical model of sparse distributed memory. It can
Genetic memory (computer science)
Genetic_memory_(computer_science)
Quantum interpretation of neuroscience
technique useful for dimensionality reduction Sparse distributed memory – Mathematical model of memory Visual perception – Ability to interpret the surrounding
Holonomic_brain_theory
Information storage system
reduction Sparse distributed memory – Mathematical model of memory Khan, J. I. (1998). "Characteristics of multidimensional holographic associative memory in
Holographic associative memory
Holographic_associative_memory
Knowledge base that represents semantic relations between concepts in a network
series of evaluations of computational semantic analysis systems Sparse distributed memory Taxonomy (general) Unified Medical Language System (UMLS) Word-sense
Semantic_network
Algorithmic technique using hashing
Singular value decomposition – Matrix decomposition Sparse distributed memory – Mathematical model of memory Wavelet compression – Mathematical technique used
Locality-sensitive_hashing
Model for representing text documents
Eigenvalues and eigenvectors Inverted index Nearest neighbor search Sparse distributed memory w-shingling Berry, Michael W.; Drmac, Zlatko; Jessup, Elizabeth
Vector_space_model
Dimensionality reduction method for distributional semantics
representation of language, originates from the work of Pentti Kanerva on sparse distributed memory, and can be described as an incremental formulation of a random
Random_indexing
Machine learning technique useful for dimensionality reduction
quantization Liquid state machine Neocognitron Neural gas Sparse coding Sparse distributed memory Topological data analysis Kohonen, Teuvo (January 2013)
Self-organizing_map
American professor of cognitive science (born 1945)
(ISBN 1-55953-280-7) Alan Turing: The Enigma by Andrew Hodges, 1983. (Preface) Sparse Distributed Memory by Pentti Kanerva, Bradford Books/MIT Press, 1988. (Foreword)
Douglas_Hofstadter
Optimization problem in computer science
Range search Similarity learning Singular value decomposition Sparse distributed memory Statistical distance Time series Voronoi diagram Wavelet Cayton
Nearest_neighbor_search
Topics referred to by the same term
software system development method originally written by PANDATA. Sparse distributed memory Space-division multiplexing Brown Field Municipal Airport, San
SDM
Theory of brain function
neuroscience Neural Darwinism Predictive coding Predictive learning Sparse distributed memory Metz, Cade (October 15, 2018). "A new view of how we think". The
Memory-prediction_framework
Faculty of mind to store and retrieve data
highly distributed representation and “shallow” encoding leads to a sparse representation. Thinking about meaning creates a richer, more connected memory, while
Memory
Neural network that learns efficient data encoding in an unsupervised manner
representations assume useful properties. Examples are regularized autoencoders (sparse, denoising and contractive autoencoders), which are effective in learning
Autoencoder
Abstract data type in computer science
scalability. In the following, shared and distributed memory architectures are considered. In the case of a shared memory model, the graph representations used
Graph_(abstract_data_type)
Parallel sparse direct Solver) is a software application for the solution of large sparse systems of linear algebraic equations on distributed memory parallel
MUMPS_(software)
Free and open-source database management system
supports flexible schemas and efficiently handles data models with numerous sparse columns. The system is optimized for applications with well-defined data
Apache_Cassandra
Computational creativity Semantic hashing Semantic Pointer Architecture Sparse distributed memory Amosov, N. M., A. M. Kasatkin, and L. M. Kasatkina. "Active semantic
Semantic_neural_network
Parallel version of breadth-first search algorithm
2008 IEEE International Symposium on Parallel and Distributed Processing. IEEE, 2008. "Distributed-memory breadth-first search on massive graphs." Buluc
Parallel_breadth-first_search
Routines for performing common linear algebra operations
implementation. Elemental Elemental is an open source software for distributed-memory dense and sparse-direct linear algebra and optimization. HASEM is a C++ template
Basic Linear Algebra Subprograms
Basic_Linear_Algebra_Subprograms
Theory for how the brain handles memory recall
time scales. Engram (neuropsychology) Hierarchical temporal memory Sparse distributed memory Semon RW (1923). Mnemonic psychology. London: George Allen
Multiple_trace_theory
Scalable coherence technique
blocks in main memory at a particular time. Hence most of the entries in the directory will belong to uncached blocks. In the sparse directory format
Directory-based cache coherence
Directory-based_cache_coherence
American cognitive psychologist (born 1939)
forgetting, testing effect, metacognition, generation effect, sparse-distributed memory, false balance, disinformation attack, and fast mapping. Through
Robert_A._Bjork
prohibitively expensive with respect to memory or computation time, even with the use of methods for sparse matrices. Many iterative methods allow for
Matrix-free_methods
Microsoft open source gradient boosting framework for machine learning
GBM, MART and RF. LightGBM has many of XGBoost's advantages, including sparse optimization, parallel training, multiple loss functions, regularization
LightGBM
Algorithm to multiply matrices
the amount of data transferred between RAM and cache, while on a distributed memory multi-node machine it is the amount transferred between nodes; in
Matrix multiplication algorithm
Matrix_multiplication_algorithm
Programming paradigm in which many processes are executed simultaneously
sufficient amount of memory bandwidth exists. A distributed computer (also known as a distributed memory multiprocessor) is a distributed memory computer system
Parallel_computing
Parallel computing platform and programming model
library cuSOLVER – CUDA based collection of dense and sparse direct solvers cuSPARSE – CUDA Sparse Matrix library NPP – NVIDIA Performance Primitives library
CUDA
Message-passing system for parallel computers
discussion came a Workshop on Standards for Message Passing in a Distributed Memory Environment, held on April 29–30, 1992 in Williamsburg, Virginia.
Message_Passing_Interface
Data structure for approximate set membership
(1996), "A New Scheme for Memory-Efficient Probabilistic Verification", Proceedings of Formal Description Techniques for Distributed Systems and Communication
Bloom_filter
Approximate distinct counting algorithm
correction is proposed to mitigate the problem. A sparse representation of the registers is proposed to reduce memory requirements for small cardinalities, which
HyperLogLog
Hypothetical neuron that responds to a single concept
version of the idea of sparseness, and is not without critics. The opposite of the grandmother cell theory is the distributed representation theory, that
Grandmother_cell
Visual perception theory
provide a possible mechanism by which the subsets were prioritised. Sparse distributed memory Pylyshyn, Z.W. (1989). The role of location indexes in spatial
Visual_indexing_theory
Numerical programming library for the Python programming language
Kernel fusion Distributed communication package (cupyx.distributed), providing collective and peer-to-peer primitives Stream and event Memory pool Profiler
CuPy
Numerical linear algebra algorithm
Solution of Large Sparse Positive Definite Systems, Prentice-Hall, 1981 The Reverse Cuthill-McKee Algorithm in Distributed-Memory [1], slide 8, 2016
Cuthill–McKee_algorithm
Open-source distributed vector database
available in Milvus: In-memory, on-disk and GPU indices, Single query, batch query and range query search, Support of sparse vectors, binary vectors,
Milvus_(vector_database)
characteristics of visual short-term memory. The content stored in transsaccadic memory are less-image like, more abstract and are sparse representations of the objects
Transsaccadic_memory
Discrete Fourier transform algorithm
computes such transformations by factorizing the DFT matrix into a product of sparse (mostly zero) factors. As a result, it manages to reduce the complexity
Fast_Fourier_transform
Concept in computer science, referring to processes, or data
(global) communications due to synchronization on distributed computers takes a dominated share in a sparse iterative solver. This problem is receiving increasing
Synchronization (computer science)
Synchronization_(computer_science)
Database using graph structures for queries
com. Amazon Web Services. Retrieved 20 March 2026. "In-memory massively parallel distributed graph database purpose-built for analytics". CambridgeSemantics
Graph_database
Distributed file system protocol
Network File System (NFS) is a distributed file system protocol originally developed by Sun Microsystems (Sun) in 1984, allowing a user on a client computer
Network_File_System
Phenomenon observed in several animals
hippocampal circuits and distributed cortical networks. Concurrent re-activation in the hippocampus and cortex may demonstrate that memory consolidation requires
Hippocampal_replay
balancing of distributed data structures. Automatic differentiation Discretizing partial differential equations. Trilinos supports distributed-memory parallel
Trilinos
Software library providing an embedded transactional key-value database
expand into formerly unused areas of the underlying memory-mapped file. On a modern filesystem with sparse file support, this helps minimise actual disk usage
Lightning Memory-Mapped Database
Lightning_Memory-Mapped_Database
Open-source distributed database
That is, it provides a fault-tolerant way of storing large quantities of sparse data (small amounts of information caught within a large collection of empty
Apache_HBase
English computer scientist
(2), 1559–1566. "Exploiting the analogy between immunology and sparse distributed memories: A system for clustering non-stationary data". E.Hart, P.Ross
Emma Hart (computer scientist)
Emma_Hart_(computer_scientist)
parallel computing. GA provides a friendly API for shared-memory programming on distributed-memory computers for multidimensional arrays. The GA library is
Global_Arrays
Computer component
clock cycles Miss rate: 0.01 – 1% (20–40% for sparse/graph applications) The average effective memory cycle rate is defined as m + ( 1 − p ) h + p m
Translation_lookaside_buffer
Micro-electronic component
multi-core) when the SoC has multiple processors, in this case it is distributed memory and must be sent via § Intermodule communication on-chip to be accessed
System_on_a_chip
Self-organizing map Skill chaining Sparse PCA Stochastic gradient descent Structured kNN Support vector machine T-distributed stochastic neighbor embedding
List of artificial intelligence algorithms
List_of_artificial_intelligence_algorithms
1999 Microsoft operating system version
including the Microsoft Distributed File System (DFS), Active Directory support and fault-tolerant storage. The Distributed File System (DFS) allows
Windows_2000
parallel numerical software library for partial differential equations and sparse matrix computations. PETSc received an R&D 100 Award in 2009. The PETSc
Portable, Extensible Toolkit for Scientific Computation
Portable,_Extensible_Toolkit_for_Scientific_Computation
Hawkins (2015). "Properties of Sparse Distributed Representations and their Application to Hierarchical Temporal Memory". arXiv:1503.07469 [q-bio.NC].
Semantic_folding
Topics referred to by the same term
later dubbed QRIO System of distinct representatives, in mathematics Sparse distributed representation, in machine intelligence Standard dimension ratio,
SDR
Disambiguation article
with each field stored as a separate array Sparse array, with most elements omitted, to store a sparse matrix Variable-length array or various related
Array
Chinese artificial intelligence company
reduce KV (key–value) cache size, and thus memory usage. A standard MoE Transformer generally use the sparsely-gated MoE layers in the FFN layers. In such
DeepSeek
Class of artificial neural network
of RNN is the recurrent unit, which maintains a hidden state—a form of memory that is updated at each time step based on the current input and the previous
Recurrent_neural_network
Mathematical optimization algorithm
sparse systems that are too large to be handled by a direct implementation or other direct methods such as the Cholesky decomposition. Large sparse systems
Conjugate_gradient_method
Clustering methods
LOBPCG can efficiently run in parallel, e.g., on multiple GPUs with distributed memory, resulting not only in high quality clusters, which spectral clustering
Spectral_clustering
1981 home computer by Commodore
addressable graphics using a more dynamic allocation scheme if the contents are sparse or repetitive enough. This is used by the port of Omega Race.[citation needed]
VIC-20
ordering of events in a distributed system and detect causality violations Buddy memory allocation: an algorithm to allocate memory such with less fragmentation
List_of_algorithms
Proprietary file system developed by Microsoft
access control lists (ACLs); filesystem encryption; transparent compression; sparse files; file system journaling and volume shadow copy, a feature that allows
NTFS
American computer scientist
image-query refinement. In the healthcare sector, he particularly integrated sparse-space active learning with reinforcement learning to enable a doctor-agent
Edward_Y._Chang
Computational approach
for the same provided approach. Data is mapped from the input space to sparse HD space under an encoding function φ : X → H. HD representations are stored
Hyperdimensional_computing
Computer filing system
List of Unix commands Directory structure Shared resource Distributed file system Distributed Data Management Architecture File manager File system fragmentation
File_system
requires |journal= (help) Kellerman, Jim. "HBase: structured storage of sparse data for Hadoop" (PDF). Retrieved 20 February 2016. java - Cassandra - transaction
Comparison of structured storage software
Comparison_of_structured_storage_software
Method for finding minimum spanning trees
Return F This algorithm can generally be implemented on distributed machines as well as on shared memory machines. The running time is O ( | V | 2 | P | ) +
Prim's_algorithm
Class of mathematical software
tensors. SPLATT is an open source software package for high-performance sparse tensor factorization. SPLATT ships a stand-alone executable, C/C++ library
Tensor_software
Branch of machine learning
forms of neural networks were inspired by information processing and distributed communication nodes in biological systems, particularly the human brain
Deep_learning
Data organization and storage formats
buffer Hashed array tree Lookup table Matrix Parallel array Sorted array Sparse matrix Iliffe vector Variable-length array Doubly linked list Array list
List_of_data_structures
Mathematical optimization problem restricted to integers
program is sparse. In particular, this occurs when the matrix has a block structure, which is the case in many applications. The sparsity of the matrix
Integer_programming
Use of a GPU for computations typically assigned to CPUs
delegates and automatic memory management. MATLAB supports GPGPU acceleration using the Parallel Computing Toolbox and MATLAB Distributed Computing Server,
General-purpose computing on graphics processing units
General-purpose_computing_on_graphics_processing_units
American sci-fi TV series (1966–1969)
and even turned down the part of Dr. Kildare. However, when roles became sparse he took the regular job after Jeffrey Hunter's contract was not renewed
Star Trek: The Original Series
Star_Trek:_The_Original_Series
Algorithm
rendezvous points in a distributed fashion. It was used in 1998 by Microsoft's Cache Array Routing Protocol (CARP) for distributed cache coordination and
Rendezvous_hashing
Python library for numerical programming
MATLAB can perform sparse matrix operations, NumPy alone cannot perform such operations and requires the use of the scipy.sparse library. Internally
NumPy
Mapping function that preserves data point locality
dereferences to iterate over the octree in depth-first order (expensive on a distributed-memory machine). Instead, if one stores the data in a hashtable, using octree
Z-order_curve
Artificial neural network
hypercolumns is sparse and excitatory and is typically set up to form number of distributed cell assemblies representing earlier encoded memories. Neuron and
BCPNN
American musician (1973–2013)
Man, all released in 2005. In 2006, Molina released two more records: the sparse solo Let Me Go, Let Me Go, Let Me Go and the more conventional Fading Trails
Jason_Molina
Data storage technologies that use magnetic tape
compression and a sparse database may offer much larger factors. Software compression can achieve much better results with sparse data, but uses the
Magnetic-tape_data_storage
Overview of and topical guide to machine learning
Skill chaining Sparse PCA State–action–reward–state–action Stochastic gradient descent Structured kNN Support vector machine T-distributed stochastic neighbor
Outline_of_machine_learning
American computer scientist and academic
Yelick, Katherine (2005). UPC: Distributed Shared Memory Programming. John Wiley & Sons. ISBN 978-0-471-47837-9. "Sparsity". University of California, Berkeley
Katherine_Yelick
Algorithm for modelling sequential data
Generating Long Sequences with Sparse Transformers, arXiv:1904.10509 "Constructing Transformers For Longer Sequences with Sparse Attention Methods". Google
Transformer_(deep_learning)
Species of cuttlefish
neurons are far more distributed. Along with the central brain, a significant proportion of neurons in cephalopods are distributed in ganglia in their
Dwarf_cuttlefish
devices can be added. The following example simulates spiking activity in a sparse random network with recurrent excitation and inhibition The figure shows
NEST_(software)
Series of data compression archivers
speed and memory usage). Specialized versions of PAQ have won the Hutter Prize and the Calgary Challenge. PAQ is free software distributed under the GNU
PAQ
Machine learning software library
TensorFlow provides an API for distributing computation across multiple devices with various distribution strategies. This distributed computing can often speed
TensorFlow
Method for data management
The inverted index is a sparse matrix, since not all words are present in each document. To reduce computer storage memory requirements, it is stored
Search_engine_indexing
SPARSE DISTRIBUTED-MEMORY
SPARSE DISTRIBUTED-MEMORY
Boy/Male
Afghan, Arabic, Iranian, Muslim, Parsi
Pious; Pure; Chaste; Holy
Surname or Lastname
English
English : variant spelling of Pass.French : possibly a nickname from passe ‘sparrow’.
Boy/Male
Muslim
Distributor, Divider
Surname or Lastname
English
English : variant of Sparks.
Boy/Male
Hindu, Indian
Distribute Love
Girl/Female
Arabic
Distributor
Surname or Lastname
English
English : nickname for a frugal person, from Middle English spare ‘sparing’, ‘frugal’.
Boy/Male
Indian, Modern
Distribute the Knowledge
Boy/Male
Muslim/Islamic
Divider distributor
Female
English
English variant form of French Cerise, SHARISE means "cherry."Â
Girl/Female
Hindu, Indian
Touch
Surname or Lastname
English
English : patronymic from Spire 1.
Boy/Male
Arabic, Muslim
One who Distributes
Boy/Male
American, British, English
Gallant
Surname or Lastname
English
English : patronymic from Spark 1.
Boy/Male
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Telugu
Feel; Healthy; Touch
Boy/Male
Indian
Distributor, Divider
Male
English
Short form of English unisex Paisley, PAISE means "church."Â
Boy/Male
Indian
Distributor, Divider
Boy/Male
Muslim
Distributor, Divider
SPARSE DISTRIBUTED-MEMORY
SPARSE DISTRIBUTED-MEMORY
Girl/Female
Hindu
Girl/Female
Muslim
Desh ki Bhoomi mitii
Surname or Lastname
English (Lancashire)
English (Lancashire) : topographic name from Old English hind ‘female deer’ + Old English dæl ‘valley’.English (Lancashire) : habitational name from a place in the parish of Whalley, Lancashire, so called from the same first element + Old English hyll ‘hill’.
Boy/Male
Indian
Clean Water
Female
Italian
Italian name composed of the word fiamma "fire" and a diminutive suffix, FIAMMETTA means "little fire."
Male
Hebrew
(×¢Ö¸×ªÖ°× Ö´×™×ֵל) Hebrew name OTHNIYEL means "lion of God." In the bible, this is the name of the son of Kenaz.
Boy/Male
Tamil
Flower
Girl/Female
Tamil
Appropriate, Good, Suitable
Girl/Female
Hindu
Boy/Male
Muslim
Slave of the merciful
SPARSE DISTRIBUTED-MEMORY
SPARSE DISTRIBUTED-MEMORY
SPARSE DISTRIBUTED-MEMORY
SPARSE DISTRIBUTED-MEMORY
SPARSE DISTRIBUTED-MEMORY
v. t.
To dispense; to administer; as, to distribute justice.
imp. & p. p.
of Parse
superl.
Large in bulk, or composed of large parts or particles; of inferior quality or appearance; not fine in material or close in texture; gross; thick; rough; -- opposed to fine; as, coarse sand; coarse thread; coarse cloth; coarse bread.
n.
One who parses.
n.
One who spares.
n.
A fine sieve; a searce.
adv.
In a scattered or sparse manner.
imp. & p. p.
of Distribute
n.
To emit sparks; to throw off ignited or incandescent particles; to shine as if throwing off sparks; to emit flashes of light; to scintillate; to twinkle; as, the blazing wood sparkles; the stars sparkle.
n.
One who, or that which, distributes or deals out anything; a dispenser.
n.
A small quantity scattered, or sparsely distributed; a sprinkling.
a.
Tending to distribute or be distributed; that distributes; distributive.
v. t.
To sprinkle; to moisten by sprinkling; as, to sparge paper.
adv.
Sparsely; scatteredly; here and there.
imp. & p. p.
of Spare
superl.
Thinly scattered; set or planted here and there; not being dense or close together; as, a sparse population.
v. t.
To sift through a sarse.
v. t.
Scanty; not abundant or plentiful; as, a spare diet.
v. t.
Held in reserve, to be used in an emergency; as, a spare anchor; a spare bed or room.
superl.
Not refined; rough; rude; unpolished; gross; indelicate; as, coarse manners; coarse language.