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Brain-based model represent the ‘new wave in AI computing’, a paradigm shift in the way intelligent applications can be designed and deployed in real-life applications. Recently, me and two colleagues have founded Neurala LLC, a startup focused in the development of a technology platform that enables programmers to write brain-based algorithms that exploit emerging, low-cost parallel hardware components (www.neurala.com). |
 Tutorials
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- The CNS Tech Lab software repository. Provides a number of software for download, ranging from machine vision, to machine learning, to neural modeling, completed of MATLAB source code and documentation. Many of the available software tools have been used in industrial applicaitons [2009]
- What is SyNAPSE?. Find out about one of the most ambitious project in the field of... well, computer science and brain modeling! [2009] |
Papers |
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- CARTMAP: a neural network method for automated feature selection in financial time series forecasting. Wong, C., and Versace, M. (2012) Neural Computing and Applications, DOI 10.1007/s00521-012-0830-8 [2012] 
- Silicon Brains. M. Versace (2011), AZoRobotics, July 2011. [2011]
- Scalable adaptive brain-like systems. G. Livitz, M. Versace, A. Gorchetchnikov, Z. Vasilkoski, H. Ames, B. Chandler, J. Leveille, E. Mingolla (2011),The Neuromorphic Engineer, February 2011. [2011]
- A Unified Learning Framework for Memristive Neuromorphic Hardware. Anatoli Gorchetchnikov, Massimiliano Versace, Heather Ames, Ben Chandler, Jasmin L´eveill´e, Gennady Livitz, and Ennio Mingolla, Greg Snider, Rick Amerson, Dick Carter, Hisham Abdalla, and Muhammad Shakeel Qureshi (2011). Submitted to IJCNN 2011, San Jose, CA, USA. [2011]
- Stability analysis of neural plasticity rules for implementation on memristive neuromorphic hardware. Zlatko Vasilkoski, Heather Ames, Ben Chandler, Anatoli Gorchetchnikov, Jasmin L´eveill´e, Gennady Livitz, Ennio Mingolla and Massimiliano Versace. (2011) Submitted to IJCNN 2011, San Jose, CA, USA. [2011]
- Visually-Guided Adaptive Robot (ViGuAR). Gennady Livitz, Heather Ames, Ben Chandler, Anatoli Gorchetchnikov, Jasmin Léveillé, Zlatko Vasilkoski, Massimiliano Versace, Ennio Mingolla, Greg Snider, Rick Amerson, Dick Carter, Hisham Abdalla, and Muhammad Shakeel Qureshi. (2011). Submitted to IJCNN 2011, San Jose, CA, USA. [2011]
- Context Sensitivity with Neural Models in Financial Decision Processes. Wong & Versace (2011) Global Journal of Business Research. In press
- Modeling financial time series with artificial neural networks. Journal of Financial and Quantitative Analysis Wong, C. and Versace, M. (2011) Global Journal of Business Research, Vol. 5, No. 5, pp. 27-43. [2011]
- Re-thinking financial neural network studies: Seven cardinal confounds. Wong, C., & Versace, M. (2011). Proceedings of the Global Conference on Business and Finance, Las Vegas, Nevada [2011]
- Echo ARTMAP: Context Sensitivity with Neural Networks. Wong & Versace (2011) Proceedings of the Global Conference on Business and Finance, Las Vegas, Nevada [2011]
- Predicting the exchange traded fund DIA with a combination of Genetic Algorithms and Neural Networks. Versace M, Bhatt R, Hinds O and Shiffer M, Expert Systems With Applications, 27, 3, 417-425. Download the HTML or PDF version. See the slide show of the oral presentation at Financial Engineering and Application conference in October 2004 [2004]
- Optimizing financial applications through biologically-inspired methods. Versace M, Bhatt R, Hinds O and Shiffer M, Proceedings International Conference on Financial Engineering and Application, MIT, Cambridge, MA, USA, November 2004. Download the PDF version [2004]
- Automatic feature selection in financial time series forecasting. Wong, C., Versace, M., Carpenter, G. Book chapter in preparation, to appear in Neural learning systems: From biological computation to recognition technology, Springer Series: Studies in Computational Intelligence, Janusz Kacprzyk, Editor. [2008] |
Abstracts |
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- Online competitive incremental-decremental clustering with the Winner-Kill-Loser rule. Leveille, J., Hayashi, I., Fukushima, K. and Versace, M. (2011). Neuroinformatics 2011, Boston, MA. [2011]
- Learning to see in a virtual world. Leveille, J., Livitz, G., Ames, H., Chandler, B., Gorchetchnikov, A., Versace, M., Mingolla, E. and Snider, G. (2011). Neuroinformatics 2011, Boston, MA. [2011]
- Asimov: Middleware for Modeling the Brain on the iRobot Create. Glabraith, B., Versace, M., and Chandler, B. (2011). PyCon, Atlanta, March 11-13th 2011. [2011]
- Brain-inspired computing. Versace, M. and Chandler, B. Invited talk, Mitsubishi Electric Research Lab, 2011, Boston, MA [2011]
- General Form of Learning Algorithms for Neuromorphic Hardware. Anatoli Gorchetchnikov, Heather Ames, Ben Chandler, Jasmin Leveille, Gennady Livitz, Ennio Mingolla, and Massimiliano Versace. (2011) Computational Neuroscience Annual Meeting, July 27, San Antonio, TX, USA. [2011]
- Brain-inspired computing. Versace, M. Keynote address, Bionetics 2010, Boston, MA [2010]
- General form of learning algorithms for neuromorphic hardware implementation. Anatoli Gorchetchnikov, Heather Ames, Ben Chandler, Jasmin Leveille, Gennady Livitz, Ennio Mingolla, and Massimiliano Versace. CELEST Neural Plasticity Workshop, July 13, Boston, MA, USA. [2010]
- Brain-inspired computing. Versace, M., Gorchetchnikov, A., Chandler, B., Kozma, R.T., Ames, H.M., and Mingolla, E. (2010). iSLC meeting, Boston, MA, USA. Oral presentatiion. [2010]
- How to build a brain on a nanochip. Versace, M., Gorchetichnikov, A., Chandler, B., Kozma, R.T., Ames, H.M., and Mingolla, E. (2010). iSLC 2010, Boston, MA, USA [2010]. See Abstract
- Institutionalizing translational research practices with the CELEST Catalyst. Ames, H.M., Versace, M. (2010). NSF CELEST site visit, Boston, MA, March [2010]
- Putting the Dollars and Sense Back into Financial Forecasting with Neural Networks. Wong, C., and Versace, M. ICCNS 2010, Boston, MA, USA. [2010]
- Applied brain-based learning models. Versace, M., Ames, H., Chandler, B., and Lorenz, S. ICCNS 2010, Boston, MA, USA. [2010]
- Simulating Biologically Realistic Neural Models on Graphic Processing Units. Gorchetchnikov, M., Ames, H. and Versace, M. Poster presentation, ICCNS 2008, Boston, MA, USA [2008]
- Default ARTMAP with self-adjusting learning rate. Bhatt R, Versace M. Poster, International Conference on Cognitive and Neural Systems (ICCNS 2004). Download the PDF version. [2004]
- Optimizing financial applications through biologically-inspired methods. Oral presentation at the Financial Engineering and Application conference in November 2004, MIT, Cambridge, MA, USA. See our power Point presentation: slide show or download the whole presentation with sounds and comments (38 MB). [2004] |
Patents |
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- Graphic Processor Based Accelerator System and Method. Gorchetchnikov, A., Ames, H.M., Versace, M., and Santini, F. U.S. Utility Patent filed on September 24, 2007 (Application Number 11860254). [2007] |
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