출처:
http://blog.mohammadzadeh.info/index.php/hierarchical-temporal-memory-related-papers
I'm writing a report about using Hierarchical Temporal Memory to model kids behaviour learning a second Language. I have Googled many times to find related works. But I noticed that there are just some works related to the HTM. I’ll upload them all here to have a quick reference. I didn't put link to the original materials to have always a copy of the originals and to be affected by web-site changes. Take note that some of the uploaded contents (in special Numenta Inc. published articles) are licensed and must be used according to the respective License.
The born of Hierarchical Temporal Memory:
- On Intelligence: Jeff Hawkins & Sandra Blakeslee, 2004
- A Hierarchical Bayesian Model of Invariant PatternRecognition in the Visual Cortex: Jeff Hawkins, Dileep George, 2004
- Invariant Pattern Recognition using Bayesian Inference on Hierarchical Sequences: Jeff Hawkins, Dileep George, 2004
- How the brain might work: A hierarchical and temporal model for learning and recognition: George Dileep, 2008
Numenta Publications:
- Hierarchical Temporal Memory: Concepts, Theory and Terminology: Jeff Hawkins, George Dileep, 2006
- Numenta Node Algorithms Guide: Numenta Inc., 2007
- HTM Comparison with existing models: Numenta Inc., 2007
- Problems that fit HTM: Numenta Inc., 2007
- Getting Started With NuPIC: Numenta Inc., 2008
- Numenta Platform forIntelligent Computing: Node Plugin Developer’s Guide: Numenta Inc., 2008
- Advanced NuPIC Programming: Numenta Inc., 2008
- Numenta Vision Toolkit Tutorial: Numenta Inc. , 2009
- Hierarchical Temporal Memory including HTM Cortical Learning Algorithms: Numenta Inc. , 2010
Other Publications based on HTM basics:
- Analysis and Implementation of the Memory - Prediction Framework: S. Garalevicius, 2005
- Unsupervised Phoneme Aqusition using Hierarchical Temporal Models, L. Lee Majure, 2006
- Memory–Prediction Framework for Pattern Recognition: Performance and Suitability of the Bayesian Model of Visual Cortex: S. Garalevicius, 2007
- Online temporal pattern learning: N. Farahmand, M.H. Dezfoulian, H. GhiasiRad, A. Mokhtari, A. Nouri, 2009
- Spatio–Temporal Memories for Machine Learning:A Long-Term Memory Organization: J. A. Starzyk, 2009
- Hierarchical Bayesian Reservoir Memory: A. Nouri, H. Nikmehr, 2009
Works and Publications based on HTM:
- Hierarchical Temporal Memory Networks for Spoken Digit Recognition: J. van Doremalen, 2007
- Handwritten Digit Recognition using Hierarchical Temporal Memory: B. Bobier, 2007
- The Application of Hierarchical Temporal Memory to the Evaluation of EEG Signals: J. M. Casarella, 2007
- Song Identification using Numenta platform for intelligent computing: N. C. Schey, 2008
- Spoken Language Identification With Hierarchical Temporal Memories: D. Robinson, K. Leung, X. Falco, 2009
- Support for the use of hierarchical temporal memory systems in automated design evaluation: A first Experiment: J. Hartung, J. McCormack, F. Jacobus, 2009
- On the Optimum Architecture of the Biologically Inspired Hierarchical Temporal Memory Model Applied to the Hand-Written Digit Recognition: S Štolc, I. Bajla, 2010
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