Event-driven contrastive divergence: neural sampling foundations.

Emre Neftci, Srinjoy Das, Bruno Pedroni, Kenneth Kreutz-Delgado, Gert Cauwenberghs

Abstract read

In one paragraph

Article in Frontiers in neuroscience, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it

0cells of the map it votes in

2citing papers in PubMed

–field-weighted citation impact

1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

On Practical Issues for Stochastic STDP Hardware With 1-bit Synaptic Weights.Frontiers in neuroscience · 2018
Article
An Event-Driven Classifier for Spiking Neural Networks Fed with Synthetic or Dynamic Vision Sensor Data.Frontiers in neuroscience · 2017
Article

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Emre NeftciIntegrated Systems Neuroengineering Laboratory, Institute for Neural Computation, University of California, San Diego La Jolla, CA, USA.

Srinjoy DasIntegrated Systems Neuroengineering Laboratory, Institute for Neural Computation, University of California, San Diego La Jolla, CA, USA ; Electrical and Computer Engineering Department, University of California, San Diego La Jolla, CA, USA.

Bruno PedroniDepartment of Bioengineering, University of California, San Diego La Jolla, CA, USA.

Kenneth Kreutz-DelgadoIntegrated Systems Neuroengineering Laboratory, Institute for Neural Computation, University of California, San Diego La Jolla, CA, USA ; Electrical and Computer Engineering Department, University of California, San Diego La Jolla, CA, USA.

Gert CauwenberghsIntegrated Systems Neuroengineering Laboratory, Institute for Neural Computation, University of California, San Diego La Jolla, CA, USA ; Department of Bioengineering, University of California, San Diego La Jolla, CA, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Markov chain Monte Carloneural samplingprobabilistic inferencespiking neuronssynaptic plasticity

Identifiers

PMID25873857

DOI10.3389/fnins.2015.00104

PMCPMC4379871

What OpenQuestion holds

Textmetadata

LicenceCC BY

Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.