ArticleNature communications2022
Implementing in-situ self-organizing maps with memristor crossbar arrays for data mining and optimization.
Article in Nature communications, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 17 papers.
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.
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.
Who cites it
17 citing papers in PubMed.
- Large-scale integrated optoelectronic chaos for machine learning acceleration.Nature communications · 2026Article
- Resistive memory-based neural differential equation solver for score-based diffusion model.Nature communications · 2026Article
- Ion Crowding Effect in Unilaterally Downsized Perovskite Memristors.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026Article
- Error-aware probabilistic training for memristive neural networks.Nature communications · 2025Article
- A hybrid approach for regionalization of precipitation based on maximal discrete wavelet transform and growing neural gas network clustering.Scientific reports · 2025Article
- Ultrahigh-precision analog computing using memory-switching geometric ratio of transistors.Science advances · 2025Article
- Fully memristive spiking neural network for energy-efficient graph learning.Science advances · 2025Article
- Memristor-based feature learning for pattern classification.Nature communications · 2025Article
- Advances in Metal Halide Perovskite Memristors: A Review from a Co-Design Perspective.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025Review
- Machine learning without a processor: Emergent learning in a nonlinear analog network.Proceedings of the National Academy of Sciences of the United States of America · 2024Article
- Unveiling IoT Customer Behaviour: Segmentation and Insights for Enhanced IoT-CRM Strategies: A Real Case Study.Sensors (Basel, Switzerland) · 2024Article
- Flash-Based Computing-in-Memory Architecture to Implement High-Precision Sparse Coding.Micromachines · 2023Article
- A Robust Memristor-Enhanced Polynomial Hyper-Chaotic Map and Its Multi-Channel Image Encryption Application.Micromachines · 2023Article
- Memcapacitor Crossbar Array with Charge Trap NAND Flash Structure for Neuromorphic Computing.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2023Article
- Open-loop analog programmable electrochemical memory array.Nature communications · 2023Article
- Technology Roadmap for Flexible Sensors.ACS nano · 2023Review
- A review of memristor: material and structure design, device performance, applications and prospects.Science and technology of advanced materials · 2023Review
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
A self-organizing map (SOM) is a powerful unsupervised learning neural network for analyzing high-dimensional data in various applications. However, hardware implementation of SOM is challenging because of the complexity in calculating the similarities and determining neighborhoods. We experimentally demonstrated a memristor-based SOM based on Ta/TaO
Identifiers
What OpenQuestion holds
Registered trials
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.