Constructive Reservoir Computation with Output Feedbacks for Structured Domains
نویسندگان
چکیده
We introduce a novel constructive algorithm which progressively builds the architecture of GraphESN, which generalizes Reservoir Computing to learning in graph domains. Exploiting output feedback signals in a forward fashion in such construction, allows us to introduce supervision in the reservoir encoding process. The potentiality of the proposed approach is experimentally assessed on real-world tasks from Toxicology.
منابع مشابه
Anyons from non-solvable finite groups are sufficient for universal quantum computation
We present a constructive proof that anyonic magnetic charges with fluxes in a non-solvable finite group can perform universal quantum computations. The gates are built out of the elementary operations of braiding, fusion, and vacuum pair creation, supplemented by a reservoir of ancillas of known flux. Procedures for building the ancilla reservoir and for correcting leakage are also described. ...
متن کاملOptimization of cascade hydropower system operation by genetic algorithm to maximize clean energy output
Background: Several reservoir systems have been constructed for hydropower generation around the world. Hydropower offers an economical source of electricity with reduce carbon emissions. Therefore, it is such a clean and renewable source of energy. Reservoirs that generate hydropower are typically operated with the goal of maximizing energy revenue. Yet, reservoir systems are inefficiently ope...
متن کاملTree-structured object creation in database transformations
Within the class of “determinate” object-creating database transformations, identified by Abiteboul and Kanellakis, a natural proper subclass consists of the so-called “constructive” transformations. A determinate transformation is constructive if its input-output pairs satisfy a condition discovered by Jan Paredaens. In this note we point out that when object creation is “tree-structured,” as ...
متن کاملLocating input and output points in facilities design - a comparison of constructive, evolutionary, and exact methods
This paper formulates and compares four new approaches to optimally locate the input and output station for each department within a facility design such that material handling costs are minimized. This problem is an NP-hard combinatorial problem with many real-life applications of considerable economic consequence. A genetic algorithm (GA) is shown to be an effective and efficient optimization...
متن کاملDNA Reservoir Computing: A Novel Molecular Computing Approach
We propose a novel molecular computing approach based on reservoir computing. In reservoir computing, a dynamical core, called a reservoir, is perturbed with an external input signal while a readout layer maps the reservoir dynamics to a target output. Computation takes place as a transformation from the input space to a high-dimensional spatiotemporal feature space created by the transient dyn...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2012