Two-Stage Stochastic Email Synthesizer
نویسندگان
چکیده
This paper presents the design and implementation details of an email synthesizer using two-stage stochastic natural language generation, where the first stage structures the emails according to sender style and topic structure, and the second stage synthesizes text content based on the particulars of an email structure element and the goals of a given communication for surface realization. The synthesized emails reflect sender style and the intent of communication, which can be further used as synthetic evidence for developing other applications.
منابع مشابه
Two-Stage Stochastic Natural Language Generation for Email Synthesis by Modeling Sender Style and Topic Structure
This paper describes a two-stage process for stochastic generation of email, in which the first stage structures the emails according to sender style and topic structure (high-level generation), and the second stage synthesizes text content based on the particulars of an email element and the goals of a given communication (surface-level realization). Synthesized emails were rated in a prelimin...
متن کاملSpatialized Synthesis of Noisy Environmental Sounds
In this paper, an overview of the stochastic modeling for analysis/synthesis of noisy sounds is presented. In particular, we focused on the time-frequency domain synthesis based on the inverse fast Fourier transform (IFFT) algorithm from which we proposed the design of a spatialized synthesizer. The originality of this synthesizer remains in its one-stage architecture that efficiently combines ...
متن کاملReconfiguration of Supply Chain: A Two Stage Stochastic Programming
In this paper, we propose an extended relocation model for warehouses configuration in a supply chain network, in which uncertainty is associated to operational costs, production capacity and demands whereas, existing researches in this area are often restricted to deterministic environments. In real cases, we usually deal with stochastic parameters and this point justifies why the relocation m...
متن کاملBayesian Student-t Stochastic Volatility Models via a Two-stage Scale Mixtures Representation
In this paper, we provide a statistical analysis of the Stochastic Volatility (SV) models using full Bayesian approach. Student-t distribution is chosen as an alternative to the normal distribution for modelling white noise. Bayesian computation of the SV models completely relies on the Markov chain Monte Carlo methods. In particular, to speed up the efficiency of the Gibbs sampling scheme, we ...
متن کاملTwo-Stage Stochastic Day-Ahead Market Clearing in Gas and Power Networks Integrated with Wind Energy
The significant penetration rate of wind turbines in power systems made some challenges in the operation of the systems such as large-scale power fluctuations induced by wind farms. Gas-fired plants with fast starting ability and high ramping can better handle natural uncertainties of wind power compared to other traditional plants. Therefore, the integration of electrical and natural gas syste...
متن کامل