Pentti Kanerva | Academic Influence

Why Is Pentti Kanerva Influential?

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According to Wikipedia, Pentti Kanerva is a research affiliate at the Redwood Neuroscience Institute, and is the originator of the sparse distributed memory model. He is responsible for relating the properties of long-term memory to mathematical properties of high-dimensional spaces and compares artificial neural-net associative memory to conventional computer random-access memory and to the neurons in the brain. This theory has been applied to design and implement the Random indexing approach to learning semantic relations from linguistic data.

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Pentti Kanerva's Published Works

Number of citations in a given year to any of this author's works

Total number of citations to an author for the works they published in a given year. This highlights publication of the most important work(s) by the author

Published Papers

Sparse Distributed Memory (1988) (1034)
Hyperdimensional Computing: An Introduction to Computing in Distributed Representation with High-Dimensional Random Vectors (2009) (597)
Random indexing of text samples for latent semantic analysis (2000) (510)
Permutations as a means to encode order in word space (2008) (177)
A Robust and Energy-Efficient Classifier Using Brain-Inspired Hyperdimensional Computing (2016) (153)
Sparse distributed memory and related models (1993) (147)
Binary Spatter-Coding of Ordered K-Tuples (1996) (145)
Hyperdimensional biosignal processing: A case study for EMG-based hand gesture recognition (2016) (119)
High-Dimensional Computing as a Nanoscalable Paradigm (2017) (103)
Efficient Biosignal Processing Using Hyperdimensional Computing: Network Templates for Combined Learning and Classification of ExG Signals (2019) (89)
The Spatter Code for Encoding Concepts at Many Levels (1994) (78)
Language Geometry Using Random Indexing (2016) (68)
Encoding Sequential Information in Semantic Space Models: Comparing Holographic Reduced Representation and Random Permutation (2015) (64)
Fully Distributed Representation (1997) (58)
Hyperdimensional Computing for Blind and One-Shot Classification of EEG Error-Related Potentials (2020) (52)
Self-propagating search: a unified theory of memory (address decoding, cerebellum) (1984) (49)
What We Mean When We Say "What's the Dollar of Mexico?": Prototypes and Mapping in Concept Space (2010) (49)
Hyperdimensional computing for noninvasive brain-computer interfaces: Blind and one-shot classification of EEG error-related potentials (2017) (46)
Foundations of real-world intelligence (2001) (38)
Hyperdimensional Computing for Text Classification (2016) (35)
Large Patterns Make Great Symbols: An Example of Learning from Example (1998) (34)
Vector Symbolic Architectures as a Computing Framework for Nanoscale Hardware (2021) (34)
Large-Scale Memristive Associative Memories (2014) (30)
Encoding Sequential Information in Vector Space Models of Semantics: Comparing Holographic Reduced Representation and Random Permutation (2010) (29)
High-dimensional computing with sparse vectors (2015) (28)
Computing with 10,000-bit words (2014) (24)
Computing with large random patterns (2001) (22)
Parallel structures in human and computer memory (1987) (20)
Encoding Structure in Boolean Space (1998) (14)
Sparse distributed memory: Principles and operation (1989) (14)
Language Recognition using Random Indexing (2014) (11)
358 Fully Distributed Representation (1997) (9)
Sparse distributed memory prototype: principles and operation (1989) (9)
A framework for linking computations and rhythm-based timing patterns in neural firing, such as phase precession in hippocampal place cells (2018) (8)
Computing with High-Dimensional Vectors (2019) (7)
Efficient packing of patterns in sparse distributed memory by selective weighting of input bits (1991) (7)
Finding Semantic Equivalence of Text Using Random Index Vectors (2013) (6)
A cerebellar-model associative memory as a generalized random-access memory (1989) (6)
Authorship Profiling Without Using Topical Information: Notebook for PAN at CLEF 2018 (2018) (6)
Holistic higher-level structure-forming algorithms (1998) (5)
Configurable sparse distributed memory hardware implementation (1991) (5)
The organization of an autonomous learning system (1988) (5)
High-dimensional distributed semantic spaces for utterances (2019) (5)
Highly Parallel Realization of Sparse Distributed Memory System (1991) (4)
Pattern completion with distributed representation (1998) (4)
Contour-Map Encoding of Shape for Early Vision (1989) (4)
Can neural models of cognition benefit from the advantages of connectionism? (2006) (4)
Sparse, distributed memory prototpe: principles of operation (1988) (4)
A 512×512-cell associative CAM/Willshaw memory with vector arithmetic (2015) (3)
Semantics in High-Dimensional Space (2021) (3)
Human-centric computing — The case for a Hyper-Dimensional approach (2017) (3)
Hyperdimensional utterance spaces (2018) (3)
Notes from AAAI Spring Symposium on Acquiring (and Using) Linguistic (and World) Knowledge for Information Access (2002) (2)
Vector Symbolic Architectures as a Computing Framework for Emerging Hardware (2022) (1)
Stochastic pattern computing (1999) (1)
Computing with Hypervectors for Efficient Speaker Identification (2022) (1)
Artificial Minds, Stan Franklin, MIT Press, Cambridge, MA, 1995, xi+449 pp., ISBN 0-262-06178-3 (HB), 0-262-56109-3 (PB) (1999) (0)
Two-dimensional shape recognition using sparse distributed memory (1990) (0)
Evolving AI: Position paper in Developmental Robotics (2005) (0)
Acquiring (and using) linguistic (and world) knowledge for information access : papers from the 2002 AAAI Symposium, March 25-27, Stanford, California (2002) (0)
SOME LIMITS ON THE CAPACITY OF AN ASSOCIATIVE MEMORY FOR PROCESSING INFORMATION (1994) (0)
Hideki Asoh Foundations of Real-World Intelligence (2001) (0)
Hyperdimensional Computing: An Algebra for Computing with Vectors (2022) (0)
White paper: A plan for cooperation between NASA and DARPA to establish a center for advanced architectures (1986) (0)
Hyperdimensional Computing for Blind and One-Shot Classification of EEG Error-Related Potentials (2017) (0)
The 2002 AAAI Spring Symposium Series (2002) (0)
Reports on the 2004 AAAI Fall Symposia (2005) (0)
Understanding information processing in animals as a way to building intelligent robots (1988) (0)
LANGUAGE AND MIND AS TOPICS IN NATURAL SCIENCE (1995) (0)
TR-86 . 2 Kanerva / Parallel Structures (2008) (0)
A One-layer Feedback Articial Neural Network with a Bayesian Learning Rule. Tech (2007) (0)
A text system for Stanford University (1980) (0)
The application of a sparse, distributed memory to the detection, identification and manipulation of physical objects (1986) (0)
SDM as a Random-Access Memory (1993) (0)
Poster: Memristive Systems (2013) (0)
Associative memory with occurrence statistics (2016) (0)

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